{ "corpora": { "ai-infrastructure-wiki": { "id": "ai-infrastructure-wiki", "label": "AI Infrastructure", "markdown_url": "index.md", "nodes": { "document/index.md": { "aliases": "", "body": "# The reviewed sources\n\nOverview, source documents, themes and the evaluation.\n\n- **[Source documents/](sources/index.md)**\n- **[Themes/](themes/index.md)**\n- [AI infrastructure — overview](overview.md) — Two complementary threads: the agent-ready vertical stack and the federated collaborative-learning layer.\n- [Evaluation & provenance note](peer-review.md) — How this bundle was built and what is verified vs open.", "description": "Overview, source documents, themes and the evaluation.", "id": "document/index.md", "resource": "", "route": "document/index.md", "route_aliases": [ "document-index", "document/index", "document/index.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/index", "semantic_type": "https://chris-page-gov.github.io/okf-explorer/ns#Index", "source": "document/index.md", "status": "stable", "title": "The reviewed sources", "type": "Index" }, "document/overview.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/overview", "@type": "okf:Concept", "aliases": "", "body": "# What this bundle covers\nThe **AI infrastructure** realm has two complementary threads. The **[agent-ready vertical stack](../stack/control-plane.md)** turns a tool-calling model into governed execution (contracts, discovery, identity, execution, policy, observability/provenance). The **[federation layer](../stack/federation-layer.md)** is the horizontal *collaborative-learning* plane that lets institutions improve shared models without centralising data.\n\nThe through-line: *API-calling is only one layer of an agent-capable stack*, and most stacks are also **missing a collaborative-learning layer**. Both gaps are infrastructural and organisational, not model-quality problems.\n\n# Sources\nDrawn from [From API-Calling LLMs to Agent-Ready Digital Infrastructure](sources/agent-ready-infrastructure-paper.md), the [Federated AI Research Execution Report](sources/federated-ai-report.md), and the [Engineering Agent-Ready Infrastructure deck](sources/engineering-deck.md). See [Sources index](../sources-index.md).\n\n# Terms\nGlossary terms used here: [Provenance](../glossary/provenance.md).", "description": "Two complementary threads: the agent-ready vertical stack and the federated collaborative-learning layer.", "id": "document/overview.md", "resource": "", "route": "document/overview.md", "route_aliases": [ "document-overview", "document/overview", "document/overview.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/overview", "semantic_type": "okf:Concept", "source": "document/overview.md", "status": "stable", "tags": [ "document", "overview" ], "title": "AI infrastructure — overview", "type": "Document" }, "document/peer-review.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/peer-review", "@type": "okf:Concept", "aliases": "", "body": "# Verdict\nBuilt from two strong, well-sourced reports. The agent-ready thread's technical claims are grounded in primary standards and major papers (arXiv, RFCs, spec sites); the federated thread in framework docs, FL literature and UK guidance.\n\n# Open items carried from the sources\n- **Context Hub** *(now resolved)*: the primary source is Andrew Ng's open registry [Context Hub](../frameworks/context-hub.md) (`andrewyng/context-hub`, MIT). It confirms the architectural point — a content/skills registry (curated, versioned docs and [agent skills](../glossary/agent-skill.md), with annotations-as-untrusted and author feedback) is distinct from [MCP](../standards/mcp.md) transport and [A2A](../standards/a2a.md) interoperability.\n- Federated LLM fine-tuning evidence in regulated UK settings is thinner than classical FL; named UK local-authority FL deployments are sparse.\n\n# Conventions\nGlossary terms are linked from the concept that uses them; relationship direction is meaningful; see [Linking conventions](../index.md).\n\n# Terms\nGlossary terms used here: [Agent skill](../glossary/agent-skill.md).", "description": "How this bundle was built and what is verified vs open.", "id": "document/peer-review.md", "resource": "", "route": "document/peer-review.md", "route_aliases": [ "document-peer-review", "document/peer-review", "document/peer-review.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/peer-review", "semantic_type": "okf:Concept", "source": "document/peer-review.md", "status": "stable", "tags": [ "evaluation", "document" ], "title": "Evaluation & provenance note", "type": "Evaluation" }, "document/sources/agent-ready-infrastructure-paper.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/sources/agent-ready-infrastructure-paper", "@type": "okf:Concept", "aliases": "", "body": "A ~7,300-word, ~66-reference paper arguing that API-calling is one layer of an agent-capable stack, mapping the [discovery-to-governance lifecycle](../themes/discovery-to-governance.md), the [failure taxonomy](../themes/failure-taxonomy.md), and comparative matrices of specs, auth methods and frameworks. The canonical source for this bundle's agent-ready thread.", "description": "The substantive paper on the agent-ready stack, benchmarks, protocols and governance.", "id": "document/sources/agent-ready-infrastructure-paper.md", "resource": "", "route": "document/sources/agent-ready-infrastructure-paper.md", "route_aliases": [ "document-sources-agent-ready-infrastructure-paper", "document/sources/agent-ready-infrastructure-paper", "document/sources/agent-ready-infrastructure-paper.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/sources/agent-ready-infrastructure-paper", "semantic_type": "okf:Concept", "source": "document/sources/agent-ready-infrastructure-paper.md", "status": "stable", "tags": [ "document", "source" ], "title": "From API-Calling LLMs to Agent-Ready Digital Infrastructure", "type": "Source document" }, "document/sources/engineering-deck.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/sources/engineering-deck", "@type": "okf:Concept", "aliases": "", "body": "An image-based slide deck summarising the agent-ready infrastructure argument for a presentation audience. Its substance mirrors the [agent-ready paper](agent-ready-infrastructure-paper.md).", "description": "A 15-slide visual summary of the agent-ready paper.", "id": "document/sources/engineering-deck.md", "resource": "", "route": "document/sources/engineering-deck.md", "route_aliases": [ "document-sources-engineering-deck", "document/sources/engineering-deck", "document/sources/engineering-deck.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/sources/engineering-deck", "semantic_type": "okf:Concept", "source": "document/sources/engineering-deck.md", "status": "stable", "tags": [ "document", "source", "slides" ], "title": "Engineering Agent-Ready Infrastructure (deck)", "type": "Source document" }, "document/sources/federated-ai-report.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/sources/federated-ai-report", "@type": "okf:Concept", "aliases": "", "body": "A multi-workstream research report (literature, primary sources, deployments, comparative evaluation, UK policy, security, architecture, OKF packaging, red-team) concluding that federated AI is the **[missing collaborative-learning layer](../themes/missing-collaborative-learning-layer.md)** and that success depends on governance, not framework choice alone. Canonical source for this bundle's federated thread.", "description": "Multi-agent study of FL frameworks, deployments, privacy and UK policy.", "id": "document/sources/federated-ai-report.md", "resource": "", "route": "document/sources/federated-ai-report.md", "route_aliases": [ "document-sources-federated-ai-report", "document/sources/federated-ai-report", "document/sources/federated-ai-report.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/sources/federated-ai-report", "semantic_type": "okf:Concept", "source": "document/sources/federated-ai-report.md", "status": "stable", "tags": [ "document", "source", "federated" ], "title": "Federated AI Research Execution Report", "type": "Source document" }, "document/sources/index.md": { "aliases": "", "body": "# Source documents\n\nThe papers and deck this bundle is built from.\n\n- [From API-Calling LLMs to Agent-Ready Digital Infrastructure](agent-ready-infrastructure-paper.md) — The substantive paper on the agent-ready stack, benchmarks, protocols and governance.\n- [Federated AI Research Execution Report](federated-ai-report.md) — Multi-agent study of FL frameworks, deployments, privacy and UK policy.\n- [Engineering Agent-Ready Infrastructure (deck)](engineering-deck.md) — A 15-slide visual summary of the agent-ready paper.", "description": "The papers and deck this bundle is built from.", "id": "document/sources/index.md", "resource": "", "route": "document/sources/index.md", "route_aliases": [ "document-sources-index", "document/sources/index", "document/sources/index.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/sources/index", "semantic_type": "https://chris-page-gov.github.io/okf-explorer/ns#Index", "source": "document/sources/index.md", "status": "stable", "title": "Source documents", "type": "Index" }, "document/themes/agent-ready-not-agent-trusting.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/agent-ready-not-agent-trusting", "@type": "okf:Concept", "aliases": "", "body": "The proposition that *agent-ready must not mean agent-trusting* is strongly supported. An agent runtime should hold short-lived, narrowly-scoped, audience- and purpose-bound, preferably [sender-constrained](../../glossary/sender-constrained-token.md) credentials — never a single broad ambient credential. The model knowing *how* to call a tool says nothing about *whether*, *in whose name*, or *under what constraints*. See [identity and authorisation](../../stack/identity-and-authorisation.md).", "description": "Understanding a tool is never authority to use it.", "id": "document/themes/agent-ready-not-agent-trusting.md", "resource": "", "route": "document/themes/agent-ready-not-agent-trusting.md", "route_aliases": [ "document-themes-agent-ready-not-agent-trusting", "document/themes/agent-ready-not-agent-trusting", "document/themes/agent-ready-not-agent-trusting.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/agent-ready-not-agent-trusting", "semantic_type": "okf:Concept", "source": "document/themes/agent-ready-not-agent-trusting.md", "status": "stable", "tags": [ "theme", "security", "governance" ], "title": "Agent-ready, not agent-trusting", "type": "Concept" }, "document/themes/discovery-to-governance.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/discovery-to-governance", "@type": "okf:Concept", "aliases": "", "body": "The architecture that emerges: users express intent; the runtime retrieves current capability descriptions; the model selects tools and binds arguments against formal schemas; the authorisation layer establishes who/what is acting and with which limits; an execution substrate handles retries and compensation; and an evidence layer records provenance, traces, policy decisions and consents. See the [control plane](../../stack/control-plane.md).\n\n# Terms\nGlossary terms used here: [Compensation](../../glossary/compensation.md), [Provenance](../../glossary/provenance.md).", "description": "Intent → retrieve → select/bind → authorise → execute → record evidence.", "id": "document/themes/discovery-to-governance.md", "resource": "", "route": "document/themes/discovery-to-governance.md", "route_aliases": [ "document-themes-discovery-to-governance", "document/themes/discovery-to-governance", "document/themes/discovery-to-governance.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/discovery-to-governance", "semantic_type": "okf:Concept", "source": "document/themes/discovery-to-governance.md", "status": "stable", "tags": [ "theme", "architecture" ], "title": "The discovery-to-governance lifecycle", "type": "Concept" }, "document/themes/evaluation-format-to-execution.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/evaluation-format-to-execution", "@type": "okf:Concept", "aliases": "", "body": "The most important trend in the research: evaluation moved from **format correctness** (can the model emit a valid call?) to **execution correctness** (does the multi-step task complete reliably under state, policy and dynamic users?). [Gorilla/APIBench](../../research/gorilla.md) tested syntax; [AgentBench](../../research/agentbench.md), [ToolSandbox](../../research/toolsandbox.md) and [τ-bench](../../research/tau-bench.md) test state, policy and outcomes.", "description": "Benchmarks shifted from argument syntax to state, policy and outcome reliability.", "id": "document/themes/evaluation-format-to-execution.md", "resource": "", "route": "document/themes/evaluation-format-to-execution.md", "route_aliases": [ "document-themes-evaluation-format-to-execution", "document/themes/evaluation-format-to-execution", "document/themes/evaluation-format-to-execution.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/evaluation-format-to-execution", "semantic_type": "okf:Concept", "source": "document/themes/evaluation-format-to-execution.md", "status": "stable", "tags": [ "theme", "evaluation", "benchmark" ], "title": "Evaluation moved from format to execution", "type": "Concept" }, "document/themes/failure-taxonomy.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/failure-taxonomy", "@type": "okf:Concept", "aliases": "", "body": "Agent failure is not merely stale training data. The classes are: **epistemic** (stale knowledge → retrieval/version pinning); **syntactic** (malformed calls → [JSON Schema](../../standards/json-schema.md)/structured output); **semantic** (schema-valid but wrong → [semantic grounding](../../stack/understanding-and-grounding.md)/evals); **operational** (timeouts, duplicates → retries/[idempotency](../../glossary/idempotency.md)); **security** ([prompt injection](../../glossary/prompt-injection.md), poisoned descriptions → trusted registries/sandboxing); **authority** (excess scope, [confused deputy](../../glossary/confused-deputy.md) → [least privilege](../../glossary/least-privilege.md)/scoped tokens); and **governance** (no audit/consent → [provenance](../../glossary/provenance.md), policy logging).\n\n# Terms\nGlossary terms used here: [Confused deputy](../../glossary/confused-deputy.md), [Consent](../../glossary/consent.md), [Idempotency](../../glossary/idempotency.md), [Least privilege](../../glossary/least-privilege.md), [Prompt injection](../../glossary/prompt-injection.md), [Provenance](../../glossary/provenance.md), [Semantic grounding](../../glossary/semantic-grounding.md), [Structured output](../../glossary/structured-output.md).", "description": "Seven failure classes, each with its own controls — not just 'stale data'.", "id": "document/themes/failure-taxonomy.md", "resource": "", "route": "document/themes/failure-taxonomy.md", "route_aliases": [ "document-themes-failure-taxonomy", "document/themes/failure-taxonomy", "document/themes/failure-taxonomy.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/failure-taxonomy", "semantic_type": "okf:Concept", "source": "document/themes/failure-taxonomy.md", "status": "stable", "tags": [ "theme", "reliability", "security" ], "title": "Failure taxonomy", "type": "Concept" }, "document/themes/index.md": { "aliases": "", "body": "# Themes\n\nThe load-bearing ideas across both threads.\n\n- [The discovery-to-governance lifecycle](discovery-to-governance.md) — Intent → retrieve → select/bind → authorise → execute → record evidence.\n- [Agent-ready, not agent-trusting](agent-ready-not-agent-trusting.md) — Understanding a tool is never authority to use it.\n- [The missing collaborative-learning layer](missing-collaborative-learning-layer.md) — Orchestration standards don't define how institutions jointly improve a model.\n- [Failure taxonomy](failure-taxonomy.md) — Seven failure classes, each with its own controls — not just 'stale data'.\n- [Evaluation moved from format to execution](evaluation-format-to-execution.md) — Benchmarks shifted from argument syntax to state, policy and outcome reliability.\n- [Recommendations and roadmap](recommendations-roadmap.md) — Harden the substrate in stages: inventory → control plane → institutional capability.\n- [UK public-sector implications](uk-public-sector-implications.md) — Roles, SLAs and liability shift as agents move from answering to acting.", "description": "The load-bearing ideas across both threads.", "id": "document/themes/index.md", "resource": "", "route": "document/themes/index.md", "route_aliases": [ "document-themes-index", "document/themes/index", "document/themes/index.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/index", "semantic_type": "https://chris-page-gov.github.io/okf-explorer/ns#Index", "source": "document/themes/index.md", "status": "stable", "title": "Themes", "type": "Index" }, "document/themes/missing-collaborative-learning-layer.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/missing-collaborative-learning-layer", "@type": "okf:Concept", "aliases": "", "body": "[MCP](../../standards/mcp.md) and [Arazzo](../../standards/arazzo.md) standardise interaction and workflow composition, but neither defines how remote parties **train or evaluate a shared model while keeping data local**. That is a distinct architectural layer — [the federation layer](../../stack/federation-layer.md) — which [federated learning](../../federated/federated-learning.md) frameworks such as [Flower](../../frameworks/flower.md) make explicit.", "description": "Orchestration standards don't define how institutions jointly improve a model.", "id": "document/themes/missing-collaborative-learning-layer.md", "resource": "", "route": "document/themes/missing-collaborative-learning-layer.md", "route_aliases": [ "document-themes-missing-collaborative-learning-layer", "document/themes/missing-collaborative-learning-layer", "document/themes/missing-collaborative-learning-layer.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/missing-collaborative-learning-layer", "semantic_type": "okf:Concept", "source": "document/themes/missing-collaborative-learning-layer.md", "status": "stable", "tags": [ "theme", "federated", "architecture" ], "title": "The missing collaborative-learning layer", "type": "Concept" }, "document/themes/recommendations-roadmap.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/recommendations-roadmap", "@type": "okf:Concept", "aliases": "", "body": "Don't wait for a mythical autonomous stack; harden the substrate in stages. **Short term**: inventory the capability estate, publish/clean contracts, stand up a catalogue with ownership and trust metadata, add linting, mocks, sandboxes, narrow scopes and sender constraints; capture traces and [provenance](../../glossary/provenance.md) from day one. **Medium term**: a dedicated execution/control plane that separates planning from execution, validates arguments, delegates policy to [OPA](../../standards/opa.md), and adopts [workload identity](../../standards/spiffe-spire.md). **Long term**: converge on agent-ready infrastructure as an institutional capability — registries, versioned retrieval, policy-as-code, evidence standards, and the [federation layer](../../stack/federation-layer.md).\n\n# Terms\nGlossary terms used here: [Policy-as-code](../../glossary/policy-as-code.md), [Provenance](../../glossary/provenance.md), [Workload identity](../../glossary/workload-identity.md).", "description": "Harden the substrate in stages: inventory → control plane → institutional capability.", "id": "document/themes/recommendations-roadmap.md", "resource": "", "route": "document/themes/recommendations-roadmap.md", "route_aliases": [ "document-themes-recommendations-roadmap", "document/themes/recommendations-roadmap", "document/themes/recommendations-roadmap.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/recommendations-roadmap", "semantic_type": "okf:Concept", "source": "document/themes/recommendations-roadmap.md", "status": "stable", "tags": [ "theme", "roadmap", "recommendations" ], "title": "Recommendations and roadmap", "type": "Concept" }, "document/themes/uk-public-sector-implications.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/uk-public-sector-implications", "@type": "okf:Concept", "aliases": "", "body": "The organisational impact exceeds the model-cost impact. Roles shift: API owners become capability owners; IAM teams become delegation-and-trust teams; platform teams own registries, policy engines and observability; assurance functions need evidence standards. New SLAs cover specification freshness, token-issuance latency, sandbox fidelity, policy-evaluation availability and trace completeness. **Liability** shifts from *what did the model know?* to *which principal delegated authority, under which policy, using which contract version, with what consent and audit trail?* — which is why [provenance](../../stack/observability-and-provenance.md), policy separation and [zero trust](../../standards/zero-trust.md) become load-bearing. Transparency obligations include the [ATRS](../../uk-government/atrs.md).\n\n# Terms\nGlossary terms used here: [Audit trail](../../glossary/audit-trail.md), [Consent](../../glossary/consent.md), [Provenance](../../glossary/provenance.md).", "description": "Roles, SLAs and liability shift as agents move from answering to acting.", "id": "document/themes/uk-public-sector-implications.md", "resource": "", "route": "document/themes/uk-public-sector-implications.md", "route_aliases": [ "document-themes-uk-public-sector-implications", "document/themes/uk-public-sector-implications", "document/themes/uk-public-sector-implications.md" ], "section": "document", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/document/themes/uk-public-sector-implications", "semantic_type": "okf:Concept", "source": "document/themes/uk-public-sector-implications.md", "status": "stable", "tags": [ "theme", "uk-government", "governance" ], "title": "UK public-sector implications", "type": "Concept" }, "federated/cross-device-vs-cross-silo.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/cross-device-vs-cross-silo", "@type": "okf:Concept", "aliases": "", "body": "The primary FL axis. **Cross-device**: large fleets of weak/intermittent devices (phones), optimising for scale, bandwidth and participation. **Cross-silo**: a small number of institutions (hospitals, councils), optimising for trust, governance, legal separation and coordination. UK public-sector federation is overwhelmingly cross-silo.\n\nRelates to: [Federated learning](federated-learning.md), [MELLODDY](../research/melloddy.md).", "description": "Large fleets of weak devices vs a few institutions with legal separation.", "id": "federated/cross-device-vs-cross-silo.md", "resource": "", "route": "federated/cross-device-vs-cross-silo.md", "route_aliases": [ "federated-cross-device-vs-cross-silo", "federated/cross-device-vs-cross-silo", "federated/cross-device-vs-cross-silo.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/cross-device-vs-cross-silo", "semantic_type": "okf:Concept", "source": "federated/cross-device-vs-cross-silo.md", "status": "stable", "tags": [ "fl", "taxonomy", "federated" ], "title": "Cross-device vs cross-silo", "type": "Concept" }, "federated/differential-privacy.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/differential-privacy", "@type": "okf:Concept", "aliases": "", "body": "Adds calibrated noise so that the presence or absence of any single record has a bounded effect on outputs — a standard countermeasure against inference about individual contributors. Composable with [secure aggregation](secure-aggregation.md) and [TEEs](trusted-execution-environments.md).\n\nRelates to: [Membership inference](membership-inference.md).", "description": "A formal bound on what any individual contributes to a released result.", "id": "federated/differential-privacy.md", "resource": "", "route": "federated/differential-privacy.md", "route_aliases": [ "federated-differential-privacy", "federated/differential-privacy", "federated/differential-privacy.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/differential-privacy", "semantic_type": "okf:Concept", "source": "federated/differential-privacy.md", "status": "stable", "tags": [ "fl", "privacy", "federated" ], "title": "Differential privacy", "type": "Concept" }, "federated/evaluation-rubric.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/evaluation-rubric", "@type": "okf:Concept", "aliases": "", "body": "Success in government settings must be measured on several dimensions at once: model utility, communication/computation efficiency, robustness, privacy protection, reproducibility and governance/operability. A framework strong on accuracy but weak on auditability, identity or human oversight is **not** successful in a public-sector context.\n\n# Terms\nGlossary terms used here: [Audit trail](../glossary/audit-trail.md).", "description": "Judge federations on utility *and* governance, not accuracy alone.", "id": "federated/evaluation-rubric.md", "resource": "", "route": "federated/evaluation-rubric.md", "route_aliases": [ "federated-evaluation-rubric", "federated/evaluation-rubric", "federated/evaluation-rubric.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/evaluation-rubric", "semantic_type": "okf:Concept", "source": "federated/evaluation-rubric.md", "status": "stable", "tags": [ "fl", "evaluation", "governance", "federated" ], "title": "Multi-dimensional evaluation rubric", "type": "Concept" }, "federated/federated-analytics.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/federated-analytics", "@type": "okf:Concept", "aliases": "", "body": "Extends decentralisation to statistics and monitoring rather than only model training — answering distributed statistical questions or deriving insight without centralising raw data. Recent work shows TEE-backed federated analytics deployed at production scale.\n\nRelates to: [Federated learning](federated-learning.md), [Trusted execution environments](trusted-execution-environments.md).", "description": "Distributed statistics and monitoring without training a model.", "id": "federated/federated-analytics.md", "resource": "", "route": "federated/federated-analytics.md", "route_aliases": [ "federated-federated-analytics", "federated/federated-analytics", "federated/federated-analytics.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/federated-analytics", "semantic_type": "okf:Concept", "source": "federated/federated-analytics.md", "status": "stable", "tags": [ "fl", "analytics", "federated" ], "title": "Federated analytics", "type": "Concept" }, "federated/federated-evaluation.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/federated-evaluation", "@type": "okf:Concept", "aliases": "", "body": "Evaluation is a **first-class systems problem** in FL: centralised test assumptions often fail when data and outcome definitions remain distributed. A substantial literature now treats federated evaluation in its own right.\n\nRelates to: [Evaluation rubric](evaluation-rubric.md), [Non-IID data](non-iid-data.md).", "description": "Measuring models when data and outcome definitions stay distributed.", "id": "federated/federated-evaluation.md", "resource": "", "route": "federated/federated-evaluation.md", "route_aliases": [ "federated-federated-evaluation", "federated/federated-evaluation", "federated/federated-evaluation.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/federated-evaluation", "semantic_type": "okf:Concept", "source": "federated/federated-evaluation.md", "status": "stable", "tags": [ "fl", "evaluation", "federated" ], "title": "Federated evaluation", "type": "Concept" }, "federated/federated-learning.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/federated-learning", "@type": "okf:Concept", "aliases": "", "body": "A machine-learning setting in which many clients collaborate to train a shared model while keeping training data **decentralised**, distinguished from ordinary distributed learning by heterogeneous data, intermittent participation and decentralised control. Federated AI reduces the need to centralise raw data, but does **not** remove the need for privacy engineering or governance — updates can still leak information.\n\nRelates to: [The federation layer](../stack/federation-layer.md), [FedAvg](../research/fedavg.md), [Secure aggregation](secure-aggregation.md).", "description": "Many clients train a shared model under orchestration while data stays decentralised.", "id": "federated/federated-learning.md", "resource": "https://arxiv.org/abs/1602.05629", "route": "federated/federated-learning.md", "route_aliases": [ "federated-federated-learning", "federated/federated-learning", "federated/federated-learning.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/federated-learning", "semantic_type": "okf:Concept", "source": "federated/federated-learning.md", "sources": [ { "last_modified": "2017-02-01", "resource": "https://arxiv.org/abs/1602.05629" } ], "status": "stable", "tags": [ "fl", "federated" ], "title": "Federated learning", "type": "Concept" }, "federated/federated-rag.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/federated-rag", "@type": "okf:Concept", "aliases": "", "body": "Emerging work (e.g. Flower-based secure federated RAG) applies decentralisation to retrieval-augmented generation, keeping documents and indices distributed. The evidence base is still smaller than for classical FL.\n\nRelates to: [Flower](../frameworks/flower.md), [Federated learning](federated-learning.md).", "description": "Applying the federated pattern to LLM-era retrieval and generation.", "id": "federated/federated-rag.md", "resource": "", "route": "federated/federated-rag.md", "route_aliases": [ "federated-federated-rag", "federated/federated-rag", "federated/federated-rag.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/federated-rag", "semantic_type": "okf:Concept", "source": "federated/federated-rag.md", "status": "stable", "tags": [ "fl", "llm", "rag", "federated" ], "title": "Federated / confidential RAG", "type": "Concept" }, "federated/federated-unlearning.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/federated-unlearning", "@type": "okf:Concept", "aliases": "", "body": "Methods to remove a client's contribution from an already-trained model — important for data-subject rights and exit. A maturing subfield and a sign that federated systems are governed systems, not just ML.", "description": "Removing a participant's influence from a trained model.", "id": "federated/federated-unlearning.md", "resource": "", "route": "federated/federated-unlearning.md", "route_aliases": [ "federated-federated-unlearning", "federated/federated-unlearning", "federated/federated-unlearning.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/federated-unlearning", "semantic_type": "okf:Concept", "source": "federated/federated-unlearning.md", "status": "stable", "tags": [ "fl", "governance", "privacy", "federated" ], "title": "Federated unlearning", "type": "Concept" }, "federated/homomorphic-encryption-mpc.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/homomorphic-encryption-mpc", "@type": "okf:Concept", "aliases": "", "body": "Secure computation techniques — homomorphic encryption and multi-party computation — that let parties compute joint results without revealing their inputs. Central to industrial-grade frameworks such as [FATE](../frameworks/fate.md); computationally heavier than [secure aggregation](secure-aggregation.md) or [DP](differential-privacy.md).", "description": "Computing over encrypted data / across parties without revealing inputs.", "id": "federated/homomorphic-encryption-mpc.md", "resource": "", "route": "federated/homomorphic-encryption-mpc.md", "route_aliases": [ "federated-homomorphic-encryption-mpc", "federated/homomorphic-encryption-mpc", "federated/homomorphic-encryption-mpc.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/homomorphic-encryption-mpc", "semantic_type": "okf:Concept", "source": "federated/homomorphic-encryption-mpc.md", "status": "stable", "tags": [ "fl", "privacy", "cryptography", "federated" ], "title": "Homomorphic encryption & MPC", "type": "Concept" }, "federated/hub-and-spoke-vs-hierarchical.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/hub-and-spoke-vs-hierarchical", "@type": "okf:Concept", "aliases": "", "body": "Federations can be centrally orchestrated (hub-and-spoke) or use hierarchical, partially asynchronous or enclave-backed aggregators for resilience and scale. Whether public-sector federations should remain hub-and-spoke is an open architectural question; systems research (e.g. Flotilla) shows newer designs can exceed Flower on very large, unstable federations.\n\nRelates to: [Flower](../frameworks/flower.md), [Flotilla](../frameworks/flotilla.md).", "description": "Centralised aggregation vs hierarchical/asynchronous/enclave-backed designs.", "id": "federated/hub-and-spoke-vs-hierarchical.md", "resource": "", "route": "federated/hub-and-spoke-vs-hierarchical.md", "route_aliases": [ "federated-hub-and-spoke-vs-hierarchical", "federated/hub-and-spoke-vs-hierarchical", "federated/hub-and-spoke-vs-hierarchical.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/hub-and-spoke-vs-hierarchical", "semantic_type": "okf:Concept", "source": "federated/hub-and-spoke-vs-hierarchical.md", "status": "stable", "tags": [ "fl", "architecture", "federated" ], "title": "Hub-and-spoke vs hierarchical coordination", "type": "Concept" }, "federated/index.md": { "aliases": "", "body": "# Federated AI\n\nThe collaborative-learning layer: federated learning, privacy and evaluation.\n\n- [Federated learning](federated-learning.md) — Many clients train a shared model under orchestration while data stays decentralised.\n- [Secure aggregation](secure-aggregation.md) — The server learns the aggregate of updates, not any individual update.\n- [Cross-device vs cross-silo](cross-device-vs-cross-silo.md) — Large fleets of weak devices vs a few institutions with legal separation.\n- [Federated analytics](federated-analytics.md) — Distributed statistics and monitoring without training a model.\n- [Federated evaluation](federated-evaluation.md) — Measuring models when data and outcome definitions stay distributed.\n- [Non-IID data](non-iid-data.md) — Heterogeneity is intrinsic, not incidental, in federated settings.\n- [Differential privacy](differential-privacy.md) — A formal bound on what any individual contributes to a released result.\n- [Trusted execution environments (TEEs)](trusted-execution-environments.md) — Hardware-isolated computation strengthening server-side confidentiality.\n- [Homomorphic encryption & MPC](homomorphic-encryption-mpc.md) — Computing over encrypted data / across parties without revealing inputs.\n- [Membership inference & gradient leakage](membership-inference.md) — Privacy attacks that recover information from model updates.\n- [Model poisoning & backdoors](model-poisoning-backdoors.md) — Malicious participants corrupt the shared model.\n- [Federated unlearning](federated-unlearning.md) — Removing a participant's influence from a trained model.\n- [Federated / confidential RAG](federated-rag.md) — Applying the federated pattern to LLM-era retrieval and generation.\n- [Multi-dimensional evaluation rubric](evaluation-rubric.md) — Judge federations on utility *and* governance, not accuracy alone.\n- [Hub-and-spoke vs hierarchical coordination](hub-and-spoke-vs-hierarchical.md) — Centralised aggregation vs hierarchical/asynchronous/enclave-backed designs.", "description": "The collaborative-learning layer: federated learning, privacy and evaluation.", "id": "federated/index.md", "resource": "", "route": "federated/index.md", "route_aliases": [ "federated-index", "federated/index", "federated/index.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/index", "semantic_type": "https://chris-page-gov.github.io/okf-explorer/ns#Index", "source": "federated/index.md", "status": "stable", "title": "Federated AI", "type": "Index" }, "federated/membership-inference.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/membership-inference", "@type": "okf:Concept", "aliases": "", "body": "Attacks that determine whether a record was in the training set, or reconstruct data from gradients — evidence that FL is **not inherently private enough** for regulated public services. Motivates [secure aggregation](secure-aggregation.md) and [differential privacy](differential-privacy.md).", "description": "Privacy attacks that recover information from model updates.", "id": "federated/membership-inference.md", "resource": "", "route": "federated/membership-inference.md", "route_aliases": [ "federated-membership-inference", "federated/membership-inference", "federated/membership-inference.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/membership-inference", "semantic_type": "okf:Concept", "source": "federated/membership-inference.md", "status": "stable", "tags": [ "fl", "privacy", "threat", "federated" ], "title": "Membership inference & gradient leakage", "type": "Concept" }, "federated/model-poisoning-backdoors.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/model-poisoning-backdoors", "@type": "okf:Concept", "aliases": "", "body": "Without strong node authentication, malicious or compromised participants can poison the shared model or implant backdoors. Access control and node identity matter as much as cryptography: if unauthorised participants can join, poisoning and replay risks remain.\n\nRelates to: [Security and privacy of federation](../document/themes/uk-public-sector-implications.md), [SPIFFE/SPIRE](../standards/spiffe-spire.md).", "description": "Malicious participants corrupt the shared model.", "id": "federated/model-poisoning-backdoors.md", "resource": "", "route": "federated/model-poisoning-backdoors.md", "route_aliases": [ "federated-model-poisoning-backdoors", "federated/model-poisoning-backdoors", "federated/model-poisoning-backdoors.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/model-poisoning-backdoors", "semantic_type": "okf:Concept", "source": "federated/model-poisoning-backdoors.md", "status": "stable", "tags": [ "fl", "threat", "security", "federated" ], "title": "Model poisoning & backdoors", "type": "Concept" }, "federated/non-iid-data.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/non-iid-data", "@type": "okf:Concept", "aliases": "", "body": "Data across clients is not independently and identically distributed; heterogeneity is a **structural condition**, not noise. Any architecture assuming IID data or uniform device availability will underperform in realistic settings, motivating clustering, personalisation and heterogeneity-aware methods.\n\nRelates to: [Federated learning](federated-learning.md), [Kairouz: advances and open problems](../research/kairouz-open-problems.md).", "description": "Heterogeneity is intrinsic, not incidental, in federated settings.", "id": "federated/non-iid-data.md", "resource": "", "route": "federated/non-iid-data.md", "route_aliases": [ "federated-non-iid-data", "federated/non-iid-data", "federated/non-iid-data.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/non-iid-data", "semantic_type": "okf:Concept", "source": "federated/non-iid-data.md", "status": "stable", "tags": [ "fl", "heterogeneity", "federated" ], "title": "Non-IID data", "type": "Concept" }, "federated/secure-aggregation.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/secure-aggregation", "@type": "okf:Concept", "aliases": "", "body": "A cryptographic protocol so the coordinating server can compute the *sum* of client updates without reading any individual contribution. Often necessary because model updates can leak information. A composable trust layer alongside [differential privacy](differential-privacy.md).\n\nRelates to: [Federated learning](federated-learning.md), [Membership inference](membership-inference.md).", "description": "The server learns the aggregate of updates, not any individual update.", "id": "federated/secure-aggregation.md", "resource": "https://arxiv.org/abs/1611.04482", "route": "federated/secure-aggregation.md", "route_aliases": [ "federated-secure-aggregation", "federated/secure-aggregation", "federated/secure-aggregation.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/secure-aggregation", "semantic_type": "okf:Concept", "source": "federated/secure-aggregation.md", "sources": [ { "last_modified": "2017-10-01", "resource": "https://arxiv.org/abs/1611.04482" } ], "status": "stable", "tags": [ "fl", "privacy", "security", "federated" ], "title": "Secure aggregation", "type": "Concept" }, "federated/trusted-execution-environments.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/trusted-execution-environments", "@type": "okf:Concept", "aliases": "", "body": "Hardware-isolated enclaves that strengthen server-side confidentiality and verifiability of federated computation. They improve confidentiality but do **not** remove the need for code review, attestation policy, procurement assurance or oversight — how far to trust TEEs organisationally and politically is an open public-sector question.\n\nRelates to: [Federated analytics](federated-analytics.md), [Confidential computing](../organisations/cncf.md).\n\n# Terms\nGlossary terms used here: [Attestation](../glossary/attestation.md).", "description": "Hardware-isolated computation strengthening server-side confidentiality.", "id": "federated/trusted-execution-environments.md", "resource": "https://confidentialcomputing.io/", "route": "federated/trusted-execution-environments.md", "route_aliases": [ "federated-trusted-execution-environments", "federated/trusted-execution-environments", "federated/trusted-execution-environments.md" ], "section": "federated", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/federated/trusted-execution-environments", "semantic_type": "okf:Concept", "source": "federated/trusted-execution-environments.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://confidentialcomputing.io/" } ], "status": "stable", "tags": [ "fl", "privacy", "security", "federated" ], "title": "Trusted execution environments (TEEs)", "type": "Concept" }, "frameworks/autogen.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/autogen", "@type": "okf:Concept", "aliases": "", "body": "Microsoft's event-driven, conversational multi-agent framework with a modular stack — used for multi-agent workflows, prototyping and research-to-production bridges.", "description": "Conversational single- and multi-agent programming framework.", "id": "frameworks/autogen.md", "resource": "https://microsoft.github.io/autogen/stable/", "route": "frameworks/autogen.md", "route_aliases": [ "frameworks-autogen", "frameworks/autogen", "frameworks/autogen.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/autogen", "semantic_type": "okf:Concept", "source": "frameworks/autogen.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://microsoft.github.io/autogen/stable/" } ], "status": "stable", "tags": [ "agent", "framework" ], "title": "AutoGen", "type": "Framework", "vendor": "Microsoft" }, "frameworks/context-hub.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/context-hub", "@type": "okf:Concept", "aliases": "", "body": "# What it is\n**Context Hub** (Andrew Ng; MIT-licensed, npm `@aisuite/chub`) gives coding agents **curated, versioned, language-specific documentation** — with agent skills on the roadmap — so they stop hallucinating APIs and forgetting what they learn within a session. All content is **open markdown with YAML front matter** in a public repo (the same shape as an OKF bundle), so you can inspect exactly what an agent reads and contribute back by pull request.\n\n# How it works\nDesigned for the **agent**, not the human, through a `chub` CLI: `chub search`, `chub get --lang py|js`, `chub annotate`, `chub feedback up|down`. **Incremental fetch** returns only the reference files needed, to avoid wasting tokens. It can be wrapped as an [agent skill](../glossary/agent-skill.md) via a SKILL.md.\n\n# Self-improving loop\n**Annotations** are local notes an agent attaches to a doc; they persist across sessions and can be re-injected (`--with-annotations`, off by default) but are **treated as untrusted input**. **Feedback** (up/down ratings) flows back to doc authors, so the curated content improves for everyone — not just locally. This directly addresses the [prompt injection](../glossary/prompt-injection.md) risk for retrieved content.\n\n# Where it sits in the stack\nA **content/skills registry** layer that serves the [discovery and retrieval](../stack/discovery-and-retrieval.md) layer with curated, versioned, trust-annotated context. It is conceptually **distinct** from [MCP](../standards/mcp.md) (agent-to-tool transport) and [A2A](../standards/a2a.md) (agent-to-agent interoperability) — the concrete instance that resolves the \"Context Hub\" open question flagged in the source paper.\n\nRelates to: [MCP](../standards/mcp.md), [A2A](../standards/a2a.md), [Discovery and retrieval](../stack/discovery-and-retrieval.md), [Agent skill](../glossary/agent-skill.md), [Evaluation note](../document/peer-review.md).\n\n# Terms\nGlossary terms used here: [Agent skill](../glossary/agent-skill.md), [Prompt injection](../glossary/prompt-injection.md).", "description": "Andrew Ng open content/skills registry: curated, versioned docs (and skills) for coding agents.", "id": "frameworks/context-hub.md", "resource": "https://github.com/andrewyng/context-hub", "route": "frameworks/context-hub.md", "route_aliases": [ "frameworks-context-hub", "frameworks/context-hub", "frameworks/context-hub.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/context-hub", "semantic_type": "okf:Concept", "source": "frameworks/context-hub.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://github.com/andrewyng/context-hub" } ], "status": "stable", "tags": [ "registry", "agent-skill", "discovery", "tool" ], "title": "Context Hub", "type": "Tool / registry", "vendor": "Andrew Ng / AI Suite" }, "frameworks/fate.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/fate", "@type": "okf:Concept", "aliases": "", "body": "An industrial-grade federated framework with secure computation based on homomorphic encryption and MPC — especially relevant where [HE/MPC](../federated/homomorphic-encryption-mpc.md) is central. Apache-2.0.", "description": "Industrial-grade FL with HE/MPC secure computation.", "id": "frameworks/fate.md", "resource": "https://github.com/FederatedAI/FATE", "route": "frameworks/fate.md", "route_aliases": [ "frameworks-fate", "frameworks/fate", "frameworks/fate.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/fate", "semantic_type": "okf:Concept", "source": "frameworks/fate.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://github.com/FederatedAI/FATE" } ], "status": "stable", "tags": [ "fl", "framework" ], "title": "FATE", "type": "Framework", "vendor": "FedAI / LF" }, "frameworks/fedml.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/fedml", "@type": "okf:Concept", "aliases": "", "body": "A scalable, unified training and deployment library spanning decentralised GPUs, cloud, edge and smartphones; broader MLOps ambition. Its public positioning now blends open-source FL with a wider commercial AI platform.", "description": "Scalable distributed training/deployment across GPUs, cloud, edge, smartphones.", "id": "frameworks/fedml.md", "resource": "https://fedml.ai/", "route": "frameworks/fedml.md", "route_aliases": [ "frameworks-fedml", "frameworks/fedml", "frameworks/fedml.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/fedml", "semantic_type": "okf:Concept", "source": "frameworks/fedml.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://fedml.ai/" } ], "status": "stable", "tags": [ "fl", "mlops", "framework" ], "title": "FedML / TensorOpera", "type": "Framework", "vendor": "FedML" }, "frameworks/flotilla.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/flotilla", "@type": "okf:Concept", "aliases": "", "body": "A systems research framework showing stronger scaling and resilience than Flower, OpenFL and FedML in some large-scale heterogeneous edge scenarios, especially with asynchronous, fault-tolerant designs — a reminder that the design space is still moving.\n\nRelates to: [Hub-and-spoke vs hierarchical](../federated/hub-and-spoke-vs-hierarchical.md).", "description": "Research system for large-scale, asynchronous, fault-tolerant federations.", "id": "frameworks/flotilla.md", "resource": "", "route": "frameworks/flotilla.md", "route_aliases": [ "frameworks-flotilla", "frameworks/flotilla", "frameworks/flotilla.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/flotilla", "semantic_type": "okf:Concept", "source": "frameworks/flotilla.md", "status": "stable", "tags": [ "fl", "research", "framework" ], "title": "Flotilla", "type": "Framework", "vendor": "academic" }, "frameworks/flower.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/flower", "@type": "okf:Concept", "aliases": "", "body": "An open-source federated AI framework with a clean split between **simulation** and **deployment** runtimes (SuperLink, SuperExec, ServerApp, SuperNodes). Framework-agnostic across PyTorch, TensorFlow, Hugging Face, scikit-learn, JAX, XGBoost. Public docs show secure aggregation, differential privacy, TLS, SuperNode authentication, enterprise audit logging and OIDC/OpenFGA authorisation. A strong **\"missing middle\"** bridge between research and operations — but not the only answer.\n\nRelates to: [The federation layer](../stack/federation-layer.md), [Flower Labs](../organisations/flower-labs.md).", "description": "Framework-agnostic federated AI: simulation-to-deployment, secure agg, DP, audit, OIDC.", "id": "frameworks/flower.md", "resource": "https://flower.ai/", "route": "frameworks/flower.md", "route_aliases": [ "frameworks-flower", "frameworks/flower", "frameworks/flower.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/flower", "semantic_type": "okf:Concept", "source": "frameworks/flower.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://flower.ai/" } ], "status": "stable", "tags": [ "fl", "framework" ], "title": "Flower", "type": "Framework", "vendor": "Flower Labs" }, "frameworks/index.md": { "aliases": "", "body": "# Frameworks & middleware\n\nAgent frameworks and federated-learning frameworks.\n\n- [OpenAI Agents SDK & Responses API](openai-agents-sdk.md) — Multi-tool/multi-agent orchestration, built-in tools, streaming, observability.\n- [Semantic Kernel](semantic-kernel.md) — Middleware translating model requests into existing functions/plugins.\n- [AutoGen](autogen.md) — Conversational single- and multi-agent programming framework.\n- [Flower](flower.md) — Framework-agnostic federated AI: simulation-to-deployment, secure agg, DP, audit, OIDC.\n- [NVIDIA FLARE](nvidia-flare.md) — Production-oriented FL SDK: admin, monitoring, access control, confidential computing.\n- [Substra](substra.md) — Production FL for regulated health/biotech; Kubernetes, auditable logs.\n- [FATE](fate.md) — Industrial-grade FL with HE/MPC secure computation.\n- [PySyft](pysyft.md) — Privacy-preserving remote analysis on data that stays put.\n- [FedML / TensorOpera](fedml.md) — Scalable distributed training/deployment across GPUs, cloud, edge, smartphones.\n- [TensorFlow Federated](tensorflow-federated.md) — Research framework for custom federated computations.\n- [OpenFL](openfl.md) — Open Federated Learning library (LF AI & Data).\n- [Flotilla](flotilla.md) — Research system for large-scale, asynchronous, fault-tolerant federations.\n- [Context Hub](context-hub.md) — Andrew Ng open content/skills registry for coding agents.", "description": "Agent frameworks and federated-learning frameworks.", "id": "frameworks/index.md", "resource": "", "route": "frameworks/index.md", "route_aliases": [ "frameworks-index", "frameworks/index", "frameworks/index.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/index", "semantic_type": "https://chris-page-gov.github.io/okf-explorer/ns#Index", "source": "frameworks/index.md", "status": "stable", "title": "Frameworks & middleware", "type": "Index" }, "frameworks/nvidia-flare.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/nvidia-flare", "@type": "okf:Concept", "aliases": "", "body": "An operations-oriented FL SDK foregrounding deployment, admin commands, preflight checks, monitoring, auditing, identity/access control, site policy and confidential computing. A serious contender where operational controls and enterprise deployment dominate over lightweight openness. Apache-2.0.", "description": "Production-oriented FL SDK: admin, monitoring, access control, confidential computing.", "id": "frameworks/nvidia-flare.md", "resource": "https://nvflare.readthedocs.io/en/main/", "route": "frameworks/nvidia-flare.md", "route_aliases": [ "frameworks-nvidia-flare", "frameworks/nvidia-flare", "frameworks/nvidia-flare.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/nvidia-flare", "semantic_type": "okf:Concept", "source": "frameworks/nvidia-flare.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://nvflare.readthedocs.io/en/main/" } ], "status": "stable", "tags": [ "fl", "framework" ], "title": "NVIDIA FLARE", "type": "Framework", "vendor": "NVIDIA" }, "frameworks/openai-agents-sdk.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/openai-agents-sdk", "@type": "okf:Concept", "aliases": "", "body": "OpenAI's March 2025 agent tooling: a Responses API positioned as a flexible foundation for complex multi-tool, multi-turn tasks with streaming events, an Agents SDK and integrated observability/tracing. Single- and multi-agent development on the OpenAI stack.\n\nRelates to: [Execution and orchestration](../stack/execution-and-orchestration.md), [OpenAI](../organisations/openai.md).", "description": "Multi-tool/multi-agent orchestration, built-in tools, streaming, observability.", "id": "frameworks/openai-agents-sdk.md", "resource": "https://openai.com/index/new-tools-for-building-agents/", "route": "frameworks/openai-agents-sdk.md", "route_aliases": [ "frameworks-openai-agents-sdk", "frameworks/openai-agents-sdk", "frameworks/openai-agents-sdk.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/openai-agents-sdk", "semantic_type": "okf:Concept", "source": "frameworks/openai-agents-sdk.md", "sources": [ { "last_modified": "2025-03-11", "resource": "https://openai.com/index/new-tools-for-building-agents/" } ], "status": "stable", "tags": [ "agent", "framework" ], "title": "OpenAI Agents SDK & Responses API", "type": "Framework", "vendor": "OpenAI" }, "frameworks/openfl.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/openfl", "@type": "okf:Concept", "aliases": "", "body": "An open federated learning library (originally Intel; now LF AI & Data). Often compared with Flower and FedML on large-scale edge scenarios; included here for completeness.", "description": "Open Federated Learning library (LF AI & Data).", "id": "frameworks/openfl.md", "resource": "https://openfl.readthedocs.io/", "route": "frameworks/openfl.md", "route_aliases": [ "frameworks-openfl", "frameworks/openfl", "frameworks/openfl.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/openfl", "semantic_type": "okf:Concept", "source": "frameworks/openfl.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://openfl.readthedocs.io/" } ], "status": "stable", "tags": [ "fl", "framework" ], "title": "OpenFL", "type": "Framework", "vendor": "LF AI & Data" }, "frameworks/pysyft.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/pysyft", "@type": "okf:Concept", "aliases": "", "body": "OpenMined's library for remote analysis on data that stays on someone else's server, with isolated job execution and mock/private dataset separation. Best seen as adjacent infrastructure for privacy-preserving remote analysis rather than a like-for-like FL orchestrator.", "description": "Privacy-preserving remote analysis on data that stays put.", "id": "frameworks/pysyft.md", "resource": "https://github.com/OpenMined/PySyft", "route": "frameworks/pysyft.md", "route_aliases": [ "frameworks-pysyft", "frameworks/pysyft", "frameworks/pysyft.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/pysyft", "semantic_type": "okf:Concept", "source": "frameworks/pysyft.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://github.com/OpenMined/PySyft" } ], "status": "stable", "tags": [ "fl", "privacy", "framework" ], "title": "PySyft", "type": "Framework", "vendor": "OpenMined" }, "frameworks/semantic-kernel.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/semantic-kernel", "@type": "okf:Concept", "aliases": "", "body": "Microsoft's enterprise-focused SDK (C#, Python, Java) that translates model requests into existing functions/plugins, with OpenAPI plugin support and telemetry hooks. Good for adding agent/tool behaviour to existing enterprise codebases.", "description": "Middleware translating model requests into existing functions/plugins.", "id": "frameworks/semantic-kernel.md", "resource": "https://learn.microsoft.com/en-us/semantic-kernel/overview/", "route": "frameworks/semantic-kernel.md", "route_aliases": [ "frameworks-semantic-kernel", "frameworks/semantic-kernel", "frameworks/semantic-kernel.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/semantic-kernel", "semantic_type": "okf:Concept", "source": "frameworks/semantic-kernel.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://learn.microsoft.com/en-us/semantic-kernel/overview/" } ], "status": "stable", "tags": [ "agent", "framework" ], "title": "Semantic Kernel", "type": "Framework", "vendor": "Microsoft" }, "frameworks/substra.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/substra", "@type": "okf:Concept", "aliases": "", "body": "Production-oriented federated learning software (LF AI & Data) emphasising Kubernetes packaging, auditable logs and demonstrated use in hospitals and biotech — notably [MELLODDY](../research/melloddy.md) and HealthChain. Strong where auditability and regulated health/biotech workflows matter.\n\n# Terms\nGlossary terms used here: [Audit trail](../glossary/audit-trail.md).", "description": "Production FL for regulated health/biotech; Kubernetes, auditable logs.", "id": "frameworks/substra.md", "resource": "https://docs.substra.org/", "route": "frameworks/substra.md", "route_aliases": [ "frameworks-substra", "frameworks/substra", "frameworks/substra.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/substra", "semantic_type": "okf:Concept", "source": "frameworks/substra.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://docs.substra.org/" } ], "status": "stable", "tags": [ "fl", "framework" ], "title": "Substra", "type": "Framework", "vendor": "LF AI & Data / Owkin" }, "frameworks/tensorflow-federated.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/tensorflow-federated", "@type": "okf:Concept", "aliases": "", "body": "Google's open framework for research and experimentation on decentralised data — strong for custom federated computations and method development, weaker as a ready-made public-sector operating platform.", "description": "Research framework for custom federated computations.", "id": "frameworks/tensorflow-federated.md", "resource": "https://www.tensorflow.org/federated", "route": "frameworks/tensorflow-federated.md", "route_aliases": [ "frameworks-tensorflow-federated", "frameworks/tensorflow-federated", "frameworks/tensorflow-federated.md" ], "section": "frameworks", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/frameworks/tensorflow-federated", "semantic_type": "okf:Concept", "source": "frameworks/tensorflow-federated.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.tensorflow.org/federated" } ], "status": "stable", "tags": [ "fl", "research", "framework" ], "title": "TensorFlow Federated", "type": "Framework", "vendor": "Google" }, "glossary/agent-card.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/agent-card", "@type": "okf:Concept", "aliases": "agent card; agent cards", "body": "# Definition\nA JSON document by which an agent advertises its capabilities for discovery — the [A2A](../standards/a2a.md) mechanism, analogous to a service description for agents.\n\n# Used in this bundle\nAppears in: [a2a](../standards/a2a.md), [discovery-and-retrieval](../stack/discovery-and-retrieval.md).\n\n# Related terms\n[tool discovery](tool-discovery.md).", "description": "A2A's machine-readable description of an agent's capabilities.", "id": "glossary/agent-card.md", "resource": "", "route": "glossary/agent-card.md", "route_aliases": [ "agent-card", "agent-cards", "glossary-agent-card", "glossary/agent-card", "glossary/agent-card.md" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/agent-card", "semantic_type": "okf:Concept", "source": "glossary/agent-card.md", "status": "stable", "tags": [ "glossary" ], "title": "Agent Card", "type": "Glossary term" }, "glossary/agent-skill.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/agent-skill", "@type": "okf:Concept", "aliases": "agent skill; agent skills; skills", "body": "# Definition\nA reusable, packaged instruction or workflow bundle for an agent — distinct from a tool or an API, and the kind of artefact a content/skills registry such as [Context Hub](../frameworks/context-hub.md) curates.\n\n# Used in this bundle\nAppears in: [control-plane](../stack/control-plane.md).\n\n# Related terms\n[tool use](tool-use.md), [workflow engine](workflow-engine.md).", "description": "A reusable, packaged instruction/workflow bundle for an agent.", "id": "glossary/agent-skill.md", "resource": "", "route": "glossary/agent-skill.md", "route_aliases": [ "agent-skill", "agent-skills", "glossary-agent-skill", "glossary/agent-skill", "glossary/agent-skill.md", "skills" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/agent-skill", "semantic_type": "okf:Concept", "source": "glossary/agent-skill.md", "status": "stable", "tags": [ "glossary" ], "title": "Agent skill", "type": "Glossary term" }, "glossary/api-calling.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/api-calling", "@type": "okf:Concept", "aliases": "api calling; api call", "body": "# Definition\nThe broader class of outbound interactions with remote services — REST, GraphQL, gRPC or event-driven — not necessarily via a vendor 'function' abstraction.\n\n# Used in this bundle\nAppears in: [openapi](../standards/openapi.md).\n\n# Related terms\n[function calling](function-calling.md), [tool use](tool-use.md).", "description": "Outbound calls to remote services (REST, GraphQL, gRPC, events).", "id": "glossary/api-calling.md", "resource": "", "route": "glossary/api-calling.md", "route_aliases": [ "api-call", "api-calling", "glossary-api-calling", "glossary/api-calling", "glossary/api-calling.md" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/api-calling", "semantic_type": "okf:Concept", "source": "glossary/api-calling.md", "status": "stable", "tags": [ "glossary" ], "title": "API calling", "type": "Glossary term" }, "glossary/api-gateway.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/api-gateway", "@type": "okf:Concept", "aliases": "api gateway; gateway", "body": "# Definition\nA runtime enforcement point for authentication/authorisation, rate limiting, routing and logging — **not** a semantic layer.\n\n# Used in this bundle\nAppears in: [openapi](../standards/openapi.md), [policy-enforcement](../stack/policy-enforcement.md).\n\n# Related terms\n[policy as code](policy-as-code.md).", "description": "Runtime enforcement point for authn/z, rate limiting, routing and logging.", "id": "glossary/api-gateway.md", "resource": "", "route": "glossary/api-gateway.md", "route_aliases": [ "api-gateway", "gateway", "glossary-api-gateway", "glossary/api-gateway", "glossary/api-gateway.md" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/api-gateway", "semantic_type": "okf:Concept", "source": "glossary/api-gateway.md", "status": "stable", "tags": [ "glossary" ], "title": "API gateway", "type": "Glossary term" }, "glossary/attestation.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/attestation", "@type": "okf:Concept", "aliases": "attestation; node attestation; remote attestation", "body": "# Definition\nCryptographic proof of a workload's or node's identity and integrity — the basis for [SPIFFE/SPIRE](../standards/spiffe-spire.md) workload identity and for trusting [TEEs](../federated/trusted-execution-environments.md).\n\n# Used in this bundle\nAppears in: [spiffe-spire](../standards/spiffe-spire.md), [trusted-execution-environments](../federated/trusted-execution-environments.md).\n\n# Related terms\n[workload identity](workload-identity.md).", "description": "Cryptographic proof of a workload's or node's identity/integrity.", "id": "glossary/attestation.md", "resource": "", "route": "glossary/attestation.md", "route_aliases": [ "attestation", "glossary-attestation", "glossary/attestation", "glossary/attestation.md", "node-attestation", "remote-attestation" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/attestation", "semantic_type": "okf:Concept", "source": "glossary/attestation.md", "status": "stable", "tags": [ "glossary" ], "title": "Attestation", "type": "Glossary term" }, "glossary/audit-trail.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/audit-trail", "@type": "okf:Concept", "aliases": "audit trail; auditability", "body": "# Definition\nA trustworthy record of what an agent read, which instructions influenced it, which tools it invoked, what it changed and under whose authority — strategic for public-sector scrutiny and the [ATRS](../uk-government/atrs.md).\n\n# Used in this bundle\nAppears in: [observability-and-provenance](../stack/observability-and-provenance.md), [atrs](../uk-government/atrs.md).\n\n# Related terms\n[provenance](provenance.md), [consent](consent.md).", "description": "A trustworthy record of what an agent read, decided and did.", "id": "glossary/audit-trail.md", "resource": "", "route": "glossary/audit-trail.md", "route_aliases": [ "audit-trail", "auditability", "glossary-audit-trail", "glossary/audit-trail", "glossary/audit-trail.md" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/audit-trail", "semantic_type": "okf:Concept", "source": "glossary/audit-trail.md", "status": "stable", "tags": [ "glossary" ], "title": "Audit trail", "type": "Glossary term" }, "glossary/bearer-token.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/bearer-token", "@type": "okf:Concept", "aliases": "bearer token; bearer", "body": "# Definition\nA credential where **possession is enough** — anyone holding it can use it, so a stolen token can be replayed. Mitigated by [sender-constrained tokens](sender-constrained-token.md).\n\n# Used in this bundle\nAppears in: [oauth-2-0](../standards/oauth-2-0.md).\n\n# Related terms\n[sender constrained token](sender-constrained-token.md), [workload identity](workload-identity.md).", "description": "A credential where mere possession grants access.", "id": "glossary/bearer-token.md", "resource": "", "route": "glossary/bearer-token.md", "route_aliases": [ "bearer", "bearer-token", "glossary-bearer-token", "glossary/bearer-token", "glossary/bearer-token.md" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/bearer-token", "semantic_type": "okf:Concept", "source": "glossary/bearer-token.md", "status": "stable", "tags": [ "glossary" ], "title": "Bearer token", "type": "Glossary term" }, "glossary/compensation.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/compensation", "@type": "okf:Concept", "aliases": "compensation; compensating action; rollback", "body": "# Definition\nAn action that undoes or offsets a completed step when a later step fails — the multi-step analogue of rollback. A runtime concern, not a model concern.\n\n# Used in this bundle\nAppears in: [execution-and-orchestration](../stack/execution-and-orchestration.md).\n\n# Related terms\n[idempotency](idempotency.md).", "description": "Undoing or offsetting a completed step in a multi-step workflow.", "id": "glossary/compensation.md", "resource": "", "route": "glossary/compensation.md", "route_aliases": [ "compensating-action", "compensation", "glossary-compensation", "glossary/compensation", "glossary/compensation.md", "rollback" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/compensation", "semantic_type": "okf:Concept", "source": "glossary/compensation.md", "status": "stable", "tags": [ "glossary" ], "title": "Compensation", "type": "Glossary term" }, "glossary/confused-deputy.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/confused-deputy", "@type": "okf:Concept", "aliases": "confused deputy", "body": "# Definition\nAn authority failure in which a privileged component is tricked into using its permissions on behalf of a less-privileged caller — a core risk when agents chain tools.\n\n# Used in this bundle\nAppears in: [identity-and-authorisation](../stack/identity-and-authorisation.md).\n\n# Related terms\n[least privilege](least-privilege.md).", "description": "A privileged component tricked into misusing its authority for another.", "id": "glossary/confused-deputy.md", "resource": "", "route": "glossary/confused-deputy.md", "route_aliases": [ "confused-deputy", "glossary-confused-deputy", "glossary/confused-deputy", "glossary/confused-deputy.md" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/confused-deputy", "semantic_type": "okf:Concept", "source": "glossary/confused-deputy.md", "status": "stable", "tags": [ "glossary" ], "title": "Confused deputy", "type": "Glossary term" }, "glossary/consent.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/consent", "@type": "okf:Concept", "aliases": "consent; user consent", "body": "# Definition\nExplicit user permission for data exposure, tool invocation or sampling. [MCP](../standards/mcp.md) requires it in principle but cannot enforce it; consent should be recorded at the system boundary, not inferred from prompt logs.\n\n# Used in this bundle\nAppears in: [mcp](../standards/mcp.md), [observability-and-provenance](../stack/observability-and-provenance.md).\n\n# Related terms\n[audit trail](audit-trail.md), [provenance](provenance.md).", "description": "Explicit user permission for data exposure or action.", "id": "glossary/consent.md", "resource": "", "route": "glossary/consent.md", "route_aliases": [ "consent", "glossary-consent", "glossary/consent", "glossary/consent.md", "user-consent" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/consent", "semantic_type": "okf:Concept", "source": "glossary/consent.md", "status": "stable", "tags": [ "glossary" ], "title": "Consent", "type": "Glossary term" }, "glossary/function-calling.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/function-calling", "@type": "okf:Concept", "aliases": "function calling; function call; tool calling", "body": "# Definition\nA model generating a tool invocation against a **declared function schema** — a vendor-native abstraction, the bridge from natural language to external systems.\n\n# Used in this bundle\nAppears in: [structured-outputs](../standards/structured-outputs.md), [openai](../organisations/openai.md).\n\n# Related terms\n[api calling](api-calling.md), [tool use](tool-use.md), [structured output](structured-output.md).", "description": "A model emitting a tool invocation against a declared function schema.", "id": "glossary/function-calling.md", "resource": "", "route": "glossary/function-calling.md", "route_aliases": [ "function-call", "function-calling", "glossary-function-calling", "glossary/function-calling", "glossary/function-calling.md", "tool-calling" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/function-calling", "semantic_type": "okf:Concept", "source": "glossary/function-calling.md", "status": "stable", "tags": [ "glossary" ], "title": "Function calling", "type": "Glossary term" }, "glossary/idempotency.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/idempotency", "@type": "okf:Concept", "aliases": "idempotency; idempotent", "body": "# Definition\nAn operation that can be repeated safely with the same effect as doing it once — so a retry will not duplicate side effects. Owned by the runtime, not the prompt.\n\n# Used in this bundle\nAppears in: [execution-and-orchestration](../stack/execution-and-orchestration.md).\n\n# Related terms\n[compensation](compensation.md).", "description": "An operation that can be safely repeated with the same effect.", "id": "glossary/idempotency.md", "resource": "", "route": "glossary/idempotency.md", "route_aliases": [ "glossary-idempotency", "glossary/idempotency", "glossary/idempotency.md", "idempotency", "idempotent" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/idempotency", "semantic_type": "okf:Concept", "source": "glossary/idempotency.md", "status": "stable", "tags": [ "glossary" ], "title": "Idempotency", "type": "Glossary term" }, "glossary/index.md": { "aliases": "", "body": "# Glossary\n\nPlain-English definitions of the technical terms used across the bundle.\n\n- [Structured output](structured-output.md) — Constraining a model's output to a schema; guarantees form, not authority.\n- [Function calling](function-calling.md) — A model emitting a tool invocation against a declared function schema.\n- [API calling](api-calling.md) — Outbound calls to remote services (REST, GraphQL, gRPC, events).\n- [Tool use](tool-use.md) — The widest term: APIs, code execution, search, retrieval, workflow calls.\n- [Tool discovery](tool-discovery.md) — Finding that a capability exists (catalogues, agent cards, registries).\n- [Tool retrieval](tool-retrieval.md) — Selecting a small candidate set from a large inventory at inference time.\n- [Schema grounding](schema-grounding.md) — Checking that fields and types match a formal contract.\n- [Semantic grounding](semantic-grounding.md) — Checking that intent maps to the right operation and entities.\n- [Agent skill](agent-skill.md) — A reusable, packaged instruction/workflow bundle for an agent.\n- [API gateway](api-gateway.md) — Runtime enforcement point for authn/z, rate limiting, routing and logging.\n- [Workflow engine](workflow-engine.md) — Orchestrates multi-step, stateful processes; Arazzo describes them declaratively.\n- [Workload identity](workload-identity.md) — Cryptographic identity for software workloads; 'what is calling'.\n- [Policy-as-code](policy-as-code.md) — Decoupling policy decisions from enforcement points across services.\n- [Provenance](provenance.md) — The recorded entities, activities and agents that produced an outcome.\n- [Idempotency](idempotency.md) — An operation that can be safely repeated with the same effect.\n- [Compensation](compensation.md) — Undoing or offsetting a completed step in a multi-step workflow.\n- [Sender-constrained token](sender-constrained-token.md) — A token usable only by the client that presents the right proof.\n- [Bearer token](bearer-token.md) — A credential where mere possession grants access.\n- [Least privilege](least-privilege.md) — Granting only the minimum authority needed for a task.\n- [Confused deputy](confused-deputy.md) — A privileged component tricked into misusing its authority for another.\n- [Prompt injection](prompt-injection.md) — Malicious instructions hidden in tool descriptions or retrieved content.\n- [Agent Card](agent-card.md) — A2A's machine-readable description of an agent's capabilities.\n- [Consent](consent.md) — Explicit user permission for data exposure or action.\n- [Audit trail](audit-trail.md) — A trustworthy record of what an agent read, decided and did.\n- [Attestation](attestation.md) — Cryptographic proof of a workload's or node's identity/integrity.", "description": "Plain-English definitions of the technical terms used across the bundle.", "id": "glossary/index.md", "resource": "", "route": "glossary/index.md", "route_aliases": [ "glossary-index", "glossary/index", "glossary/index.md" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/index", "semantic_type": "https://chris-page-gov.github.io/okf-explorer/ns#Index", "source": "glossary/index.md", "status": "stable", "title": "Glossary", "type": "Index" }, "glossary/least-privilege.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/least-privilege", "@type": "okf:Concept", "aliases": "least privilege; narrow scope", "body": "# Definition\nGranting an agent only the **minimum authority** needed — narrow scopes rather than broad roles, separating read tools from write tools, and time-bounding access.\n\n# Used in this bundle\nAppears in: [identity-and-authorisation](../stack/identity-and-authorisation.md).\n\n# Related terms\n[confused deputy](confused-deputy.md), [sender constrained token](sender-constrained-token.md).", "description": "Granting only the minimum authority needed for a task.", "id": "glossary/least-privilege.md", "resource": "", "route": "glossary/least-privilege.md", "route_aliases": [ "glossary-least-privilege", "glossary/least-privilege", "glossary/least-privilege.md", "least-privilege", "narrow-scope" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/least-privilege", "semantic_type": "okf:Concept", "source": "glossary/least-privilege.md", "status": "stable", "tags": [ "glossary" ], "title": "Least privilege", "type": "Glossary term" }, "glossary/policy-as-code.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/policy-as-code", "@type": "okf:Concept", "aliases": "policy-as-code; policy as code", "body": "# Definition\nExpressing authorisation/governance rules as code and **decoupling the decision from the enforcement point** across services, gateways, CI/CD and Kubernetes — the [OPA](../standards/opa.md) model.\n\n# Used in this bundle\nAppears in: [opa](../standards/opa.md), [policy-enforcement](../stack/policy-enforcement.md).\n\n# Related terms\n[api gateway](api-gateway.md).", "description": "Decoupling policy decisions from enforcement points across services.", "id": "glossary/policy-as-code.md", "resource": "", "route": "glossary/policy-as-code.md", "route_aliases": [ "glossary-policy-as-code", "glossary/policy-as-code", "glossary/policy-as-code.md", "policy-as-code" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/policy-as-code", "semantic_type": "okf:Concept", "source": "glossary/policy-as-code.md", "status": "stable", "tags": [ "glossary" ], "title": "Policy-as-code", "type": "Glossary term" }, "glossary/prompt-injection.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/prompt-injection", "@type": "okf:Concept", "aliases": "prompt injection; context injection; indirect injection", "body": "# Definition\nMalicious instructions smuggled via tool descriptions, retrieved content or untrusted annotations. [MCP](../standards/mcp.md) warns that tool descriptions should be treated as **untrusted** unless from a trusted server.\n\n# Used in this bundle\nAppears in: [failure-taxonomy](../document/themes/failure-taxonomy.md), [mcp](../standards/mcp.md).\n\n# Related terms\n[least privilege](least-privilege.md).", "description": "Malicious instructions hidden in tool descriptions or retrieved content.", "id": "glossary/prompt-injection.md", "resource": "", "route": "glossary/prompt-injection.md", "route_aliases": [ "context-injection", "glossary-prompt-injection", "glossary/prompt-injection", "glossary/prompt-injection.md", "indirect-injection", "prompt-injection" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/prompt-injection", "semantic_type": "okf:Concept", "source": "glossary/prompt-injection.md", "status": "stable", "tags": [ "glossary" ], "title": "Prompt injection", "type": "Glossary term" }, "glossary/provenance.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/provenance", "@type": "okf:Concept", "aliases": "provenance; lineage", "body": "# Definition\nAn interoperable record of the **entities, activities and agents** that produced a datum or outcome ([W3C PROV](../standards/w3c-prov.md)) — load-bearing for attribution and redress.\n\n# Used in this bundle\nAppears in: [w3c-prov](../standards/w3c-prov.md), [observability-and-provenance](../stack/observability-and-provenance.md).\n\n# Related terms\n[audit trail](audit-trail.md), [consent](consent.md).", "description": "The recorded entities, activities and agents that produced an outcome.", "id": "glossary/provenance.md", "resource": "", "route": "glossary/provenance.md", "route_aliases": [ "glossary-provenance", "glossary/provenance", "glossary/provenance.md", "lineage", "provenance" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/provenance", "semantic_type": "okf:Concept", "source": "glossary/provenance.md", "status": "stable", "tags": [ "glossary" ], "title": "Provenance", "type": "Glossary term" }, "glossary/schema-grounding.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/schema-grounding", "@type": "okf:Concept", "aliases": "schema grounding", "body": "# Definition\nChecking whether fields and types match a formal contract — necessary but not sufficient. Contrast with [semantic grounding](semantic-grounding.md).\n\n# Used in this bundle\nAppears in: [understanding-and-grounding](../stack/understanding-and-grounding.md), [json-schema](../standards/json-schema.md).\n\n# Related terms\n[semantic grounding](semantic-grounding.md), [structured output](structured-output.md).", "description": "Checking that fields and types match a formal contract.", "id": "glossary/schema-grounding.md", "resource": "", "route": "glossary/schema-grounding.md", "route_aliases": [ "glossary-schema-grounding", "glossary/schema-grounding", "glossary/schema-grounding.md", "schema-grounding" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/schema-grounding", "semantic_type": "okf:Concept", "source": "glossary/schema-grounding.md", "status": "stable", "tags": [ "glossary" ], "title": "Schema grounding", "type": "Glossary term" }, "glossary/semantic-grounding.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/semantic-grounding", "@type": "okf:Concept", "aliases": "semantic grounding", "body": "# Definition\nChecking whether the model mapped user **intent** to the right operation, entity and parameter semantics. A call can be schema-valid yet semantically wrong.\n\n# Used in this bundle\nAppears in: [understanding-and-grounding](../stack/understanding-and-grounding.md).\n\n# Related terms\n[schema grounding](schema-grounding.md).", "description": "Checking that intent maps to the right operation and entities.", "id": "glossary/semantic-grounding.md", "resource": "", "route": "glossary/semantic-grounding.md", "route_aliases": [ "glossary-semantic-grounding", "glossary/semantic-grounding", "glossary/semantic-grounding.md", "semantic-grounding" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/semantic-grounding", "semantic_type": "okf:Concept", "source": "glossary/semantic-grounding.md", "status": "stable", "tags": [ "glossary" ], "title": "Semantic grounding", "type": "Glossary term" }, "glossary/sender-constrained-token.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/sender-constrained-token", "@type": "okf:Concept", "aliases": "sender-constrained token; sender constrained; proof-of-possession", "body": "# Definition\nA credential bound to the presenting client (via [mTLS](../standards/mtls-bound-tokens.md) or [DPoP](../standards/dpop.md)) so a stolen token cannot be replayed by another party — unlike a [bearer token](bearer-token.md).\n\n# Used in this bundle\nAppears in: [dpop](../standards/dpop.md), [mtls-bound-tokens](../standards/mtls-bound-tokens.md), [identity-and-authorisation](../stack/identity-and-authorisation.md).\n\n# Related terms\n[bearer token](bearer-token.md).", "description": "A token usable only by the client that presents the right proof.", "id": "glossary/sender-constrained-token.md", "resource": "", "route": "glossary/sender-constrained-token.md", "route_aliases": [ "glossary-sender-constrained-token", "glossary/sender-constrained-token", "glossary/sender-constrained-token.md", "proof-of-possession", "sender-constrained", "sender-constrained-token" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/sender-constrained-token", "semantic_type": "okf:Concept", "source": "glossary/sender-constrained-token.md", "status": "stable", "tags": [ "glossary" ], "title": "Sender-constrained token", "type": "Glossary term" }, "glossary/structured-output.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/structured-output", "@type": "okf:Concept", "aliases": "structured output; structured outputs", "body": "# Definition\nConstraining a model's output to conform to a schema (e.g. [JSON Schema](../standards/json-schema.md)) — it guarantees **form, not authority or correctness**. Schema-valid JSON is not the same as a valid or authorised action.\n\n# Used in this bundle\nAppears in: [structured-outputs](../standards/structured-outputs.md), [json-schema](../standards/json-schema.md).\n\n# Related terms\n[function calling](function-calling.md), [schema grounding](schema-grounding.md).", "description": "Constraining a model's output to a schema; guarantees form, not authority.", "id": "glossary/structured-output.md", "resource": "", "route": "glossary/structured-output.md", "route_aliases": [ "glossary-structured-output", "glossary/structured-output", "glossary/structured-output.md", "structured-output", "structured-outputs" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/structured-output", "semantic_type": "okf:Concept", "source": "glossary/structured-output.md", "status": "stable", "tags": [ "glossary" ], "title": "Structured output", "type": "Glossary term" }, "glossary/tool-discovery.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/tool-discovery", "@type": "okf:Concept", "aliases": "tool discovery", "body": "# Definition\nFinding **that** a capability exists — via catalogues, [OpenAPI](../standards/openapi.md) docs, [agent cards](agent-card.md) or protocol registries. Distinct from [tool retrieval](tool-retrieval.md), which narrows a large set at inference time.\n\n# Used in this bundle\nAppears in: [discovery-and-retrieval](../stack/discovery-and-retrieval.md), [uk-api-catalogue](../uk-government/uk-api-catalogue.md).\n\n# Related terms\n[tool retrieval](tool-retrieval.md), [agent card](agent-card.md).", "description": "Finding that a capability exists (catalogues, agent cards, registries).", "id": "glossary/tool-discovery.md", "resource": "", "route": "glossary/tool-discovery.md", "route_aliases": [ "glossary-tool-discovery", "glossary/tool-discovery", "glossary/tool-discovery.md", "tool-discovery" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/tool-discovery", "semantic_type": "okf:Concept", "source": "glossary/tool-discovery.md", "status": "stable", "tags": [ "glossary" ], "title": "Tool discovery", "type": "Glossary term" }, "glossary/tool-retrieval.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/tool-retrieval", "@type": "okf:Concept", "aliases": "tool retrieval", "body": "# Definition\nSelecting a small candidate set of tools from a large inventory **at inference time** — narrowing the search space and improving freshness. Necessary but insufficient for trustworthy action.\n\n# Used in this bundle\nAppears in: [discovery-and-retrieval](../stack/discovery-and-retrieval.md), [gorilla](../research/gorilla.md).\n\n# Related terms\n[tool discovery](tool-discovery.md).", "description": "Selecting a small candidate set from a large inventory at inference time.", "id": "glossary/tool-retrieval.md", "resource": "", "route": "glossary/tool-retrieval.md", "route_aliases": [ "glossary-tool-retrieval", "glossary/tool-retrieval", "glossary/tool-retrieval.md", "tool-retrieval" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/tool-retrieval", "semantic_type": "okf:Concept", "source": "glossary/tool-retrieval.md", "status": "stable", "tags": [ "glossary" ], "title": "Tool retrieval", "type": "Glossary term" }, "glossary/tool-use.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/tool-use", "@type": "okf:Concept", "aliases": "tool use; tool-using", "body": "# Definition\nThe widest category of external affordance: APIs, local code execution, search, retrieval, workflow calls and other tools — broader than [function calling](function-calling.md) or [API calling](api-calling.md).\n\n# Used in this bundle\nAppears in: [control-plane](../stack/control-plane.md).\n\n# Related terms\n[function calling](function-calling.md), [api calling](api-calling.md), [agent skill](agent-skill.md).", "description": "The widest term: APIs, code execution, search, retrieval, workflow calls.", "id": "glossary/tool-use.md", "resource": "", "route": "glossary/tool-use.md", "route_aliases": [ "glossary-tool-use", "glossary/tool-use", "glossary/tool-use.md", "tool-use", "tool-using" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/tool-use", "semantic_type": "okf:Concept", "source": "glossary/tool-use.md", "status": "stable", "tags": [ "glossary" ], "title": "Tool use", "type": "Glossary term" }, "glossary/workflow-engine.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/workflow-engine", "@type": "okf:Concept", "aliases": "workflow engine; orchestration engine", "body": "# Definition\nOrchestrates multi-step, stateful processes with retries, [compensation](compensation.md) and durable state. [Arazzo](../standards/arazzo.md) describes such workflows declaratively.\n\n# Used in this bundle\nAppears in: [arazzo](../standards/arazzo.md), [execution-and-orchestration](../stack/execution-and-orchestration.md).\n\n# Related terms\n[compensation](compensation.md), [idempotency](idempotency.md).", "description": "Orchestrates multi-step, stateful processes; Arazzo describes them declaratively.", "id": "glossary/workflow-engine.md", "resource": "", "route": "glossary/workflow-engine.md", "route_aliases": [ "glossary-workflow-engine", "glossary/workflow-engine", "glossary/workflow-engine.md", "orchestration-engine", "workflow-engine" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/workflow-engine", "semantic_type": "okf:Concept", "source": "glossary/workflow-engine.md", "status": "stable", "tags": [ "glossary" ], "title": "Workflow engine", "type": "Glossary term" }, "glossary/workload-identity.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/workload-identity", "@type": "okf:Concept", "aliases": "workload identity; non-human identity", "body": "# Definition\nCryptographic identity for software workloads (e.g. via [SPIFFE/SPIRE](../standards/spiffe-spire.md)) — answers *what is calling*, complementary to OAuth's *on whose behalf*.\n\n# Used in this bundle\nAppears in: [spiffe-spire](../standards/spiffe-spire.md), [identity-and-authorisation](../stack/identity-and-authorisation.md).\n\n# Related terms\n[bearer token](bearer-token.md), [attestation](attestation.md).", "description": "Cryptographic identity for software workloads; 'what is calling'.", "id": "glossary/workload-identity.md", "resource": "", "route": "glossary/workload-identity.md", "route_aliases": [ "glossary-workload-identity", "glossary/workload-identity", "glossary/workload-identity.md", "non-human-identity", "workload-identity" ], "section": "glossary", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/glossary/workload-identity", "semantic_type": "okf:Concept", "source": "glossary/workload-identity.md", "status": "stable", "tags": [ "glossary" ], "title": "Workload identity", "type": "Glossary term" }, "index.md": { "aliases": "", "body": "# ai-infrastructure-wiki\n\nAn **Open Knowledge Format (OKF v0.2)** bundle covering **AI\ninfrastructure** in two complementary threads: the **agent-ready vertical\nstack** (contracts → discovery → identity → execution → policy →\nobservability/provenance) and the **federated collaborative-learning layer**.\nCanonical concepts are Markdown with YAML front matter, cross-linked into a\ngraph; load the [Explorer JSON bundle](okf-bundle.json) in OKF Explorer for\nsearch, record and directed-relationship views.\n\n## Contents\n- **[The reviewed sources](document/index.md)** — overview, [themes](document/themes/index.md), [source documents](document/sources/index.md), [evaluation](document/peer-review.md).\n- **[Stack layers](stack/index.md)** (9) · **[Standards](standards/index.md)** (21) · **[Federated AI](federated/index.md)** (15)\n- **[Frameworks](frameworks/index.md)** (12) · **[Research & benchmarks](research/index.md)** (17)\n- **[UK government](uk-government/index.md)** (10) · **[Organisations](organisations/index.md)** (16) · **[Glossary](glossary/index.md)** (25)\n- **[Sources index](sources-index.md)** · **[Change log](log.md)**\n\n## Linking conventions\n\nOKF v0.2 links are plain Markdown—unidirectional and untyped. This bundle\nadopts two compatible authoring conventions:\n\n1. **Glossary/vocabulary** terms are linked **from the concept that uses them** (a `Terms` section), mirroring wiki practice; each glossary entry also lists where it is used, so the term↔concept relationship is bidirectional in the files.\n2. **Direction is meaningful**: a link means *source references target*;\n consumers build the reverse index (the viewer's \"Referenced by\"). The\n semantic compiler represents this conservatively as the absolute predicate\n `http://purl.org/dc/terms/references`. It does not infer domain predicates\n from link placement, prose or section. Legacy display categories remain\n non-semantic presentation metadata.\n\nEach generated reference has a stable assertion IRI, absolute entity IRIs,\nvalidated local routes, preferred and inverse labels, status and scope,\nderived authority, deterministic derivation, observation time, source-file\nevidence hashes and CC0 rights. The YAML-LD and JSON-LD graph contains both\nthe direct triple and its evidence-bearing `okf:RelationshipAssertion`; the\nExplorer bundle contains the same rich row.\n\nDomain-specific relationships are authored explicitly in a concept's YAML-LD\nfront matter. The source is the current concept; `target_route` must resolve to\nanother local concept and `target` must equal that concept's semantic `@id`:\n\n```yaml\nassertions:\n - \"@id\": \"https://example.org/assertions/service-governed-by-authority\"\n \"@type\": [\"rdf:Statement\", \"okf:RelationshipAssertion\"]\n target: {\"@id\": \"https://example.org/id/authority\"}\n target_route: \"organisations/authority.md\"\n predicate: {\"@id\": \"https://example.org/terms/governedBy\"}\n label: \"governed by\"\n inverse_label: \"governs\"\n assertion_status: \"official\"\n assertion_scope: \"real-world\"\n authority:\n class: \"official\"\n label: \"Published by the responsible authority\"\n source: \"https://example.org/evidence\"\n derivation: \"https://example.org/rules/direct-field-v1\"\n observed_at: \"2026-08-09T00:00:00Z\"\n evidence:\n - \"@id\": \"https://example.org/evidence/relationship-1\"\n type: \"source-field\"\n url: \"https://example.org/evidence\"\n source_field: \"governed_by\"\n source_value_sha256: \"aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa\"\n retrieved_at: \"2026-08-09T00:00:00Z\"\n rights:\n source: \"https://creativecommons.org/publicdomain/zero/1.0/\"\n assertion: \"source-derived metadata\"\n```\n\n## Provenance and trust\n\nSource-backed concepts use `sources[].resource` and `sources[].last_modified`.\nThe former v0.1 `verified: \"yes\"` flag had neither an actor nor a verification\nevent time, so it is not promoted into v0.2 `verified`; those concepts remain\nconsumable but explicitly unverified until evidence-backed events are recorded.\nAll producer-specific tags, aliases, links and Explorer routes are retained.\n\n## Companion\nThis is a standalone sibling of `api-mcp-wiki`. Where they share standards (OpenAPI, MCP, A2A, Arazzo, OAuth), each bundle describes them in its own realm's context.", "description": "An **Open Knowledge Format (OKF v0.2)** bundle covering **AI", "id": "index.md", "okf_version": "0.2", "resource": "", "route": "index.md", "route_aliases": [ "index", "index.md" ], "section": "root", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/index", "semantic_type": "https://chris-page-gov.github.io/okf-explorer/ns#Index", "source": "index.md", "status": "stable", "title": "ai-infrastructure-wiki", "type": "Index" }, "log.md": { "aliases": "", "body": "# Change log & provenance\n\n## 2026-08-10\n\n* **Profile provenance**: Vendored the complete 16-file Explorer v0.6.0 Bundle\n Wiki profile byte for byte with its adjacent release lock. The producer\n verifier checks the exact inventory, profile-subtree identity, per-file and\n aggregate digests, schema identity and safe local installation paths.\n* **Fail-closed validation**: Added bounded, non-symlink Markdown and YAML-LD\n reads; rejected aliases, excessive structure and assertion-local JSON-LD\n controls; and reused the verified in-memory relationship schema throughout\n validation and receipt generation.\n* **Publication closure**: The static build now rejects undeclared, hidden,\n non-regular or self-checksummed extra files. Its reviewed node and\n relationship baselines live in configuration rather than executable\n validator constants, and all source and generated bytes are checked against\n one deterministic manifest.\n* **Editorial standard**: Standardised producer-authored prose on British\n English and generated HTML on `en-GB`, while preserving exact governed\n identifiers, official titles and immutable profile bytes.\n\n## 2026-08-09\n\n* **Semantic identity**: Added the pinned Bundle Wiki context, absolute `@id`\n and `okf:Concept` type to all 142 production concepts. Reserved indexes and\n logs retain their OKF 0.2 navigation form and receive projection-only IDs.\n* **Relationships**: The 579 authored local Markdown links now use the exact\n `normalized` status and are emitted conservatively as directed\n `dcterms:references` relationships. No domain\n predicate is inferred from prose, section or link position.\n* **Projection**: YAML-LD and JSON-LD now contain 155 route-bearing entities,\n 579 direct triples and 579 matching evidence-bearing\n `okf:RelationshipAssertion` nodes. Explorer JSON and `relationships.json`\n preserve the same routes, IRIs, provenance, evidence, rights and direction.\n* **Validation**: Added pinned semantic-context expansion, relationship schema,\n deterministic ID/evidence tests and direct/reified/runtime reconciliation.\n* **Authoring**: Added explicit front matter `assertions` for evidence-backed\n domain predicates; the compiler rejects unresolved routes, IRI mismatches and\n duplicate triples.\n\n## 2026-07-25\n\n* **Format**: Migrated canonical Markdown to Open Knowledge Format v0.2. The root alone declares `okf_version`; directory indexes and the log use reserved-file form without concept front matter.\n* **Provenance**: Replaced source-oriented legacy timestamps with `sources[].last_modified` where a reviewed resource exists. Actor-free `verified: \"yes\"` flags were not promoted into v0.2 verification events, avoiding an unsupported human-review claim.\n* **Compatibility**: Explorer and legacy-viewer projections synthesise navigation nodes and preserve tags, aliases, routes and unknown producer extensions while publishing structured v0.2 metadata.\n\n## 2026-07-07\n\n* **Update**: Applied the Claude Fable 5 code review: XSS and URL-scheme hardening across the Svelte, static, and legacy viewers; harvested-URL sanitisation (credential redaction, scheme validation) and data-hygiene warnings in the UK Government API generator; CI now exercises the generator against fixtures. Full findings in `docs/code-review-2026-07-07.md`.\n* **Update**: Restructured this log to OKF §7 date-grouped headings; intentional OKF v0.1 deviations documented in `docs/okf-conformance.md`.\n\n## 2026-06-27\n\n* **Initialisation**: Bundle created from *From API-Calling LLMs to Agent-Ready Digital Infrastructure* (Published DRAFT), the *Federated AI Research Execution Report*, and the *Engineering Agent-Ready Infrastructure* deck. 137 concepts authored across nine sections; technical claims grounded in primary standards, RFCs, arXiv papers and UK guidance (URLs from the source paper's own references where available).\n* **Update**: Added [Context Hub](frameworks/context-hub.md) (Andrew Ng; `andrewyng/context-hub`, MIT) as the now-verified primary source for the content/skills registry layer, resolving the open item from the source paper.\n* **Convention**: Point-of-use glossary linking + reverse index; see [Linking conventions](index.md). Open items (Context Hub; UK federated-AI deployment evidence) recorded in the [evaluation](document/peer-review.md).\n* **Format**: Open Knowledge Format v0.1 (Google Cloud, 2026).", "description": "Wiki profile byte for byte with its adjacent release lock. The producer", "id": "log.md", "resource": "", "route": "log.md", "route_aliases": [ "log", "log.md" ], "section": "root", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/log", "semantic_type": "https://chris-page-gov.github.io/okf-explorer/ns#Log", "source": "log.md", "status": "stable", "title": "Change log & provenance", "type": "Log" }, "organisations/aisi.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/aisi", "@type": "okf:Concept", "aliases": "", "body": "The UK AI Security Institute — its study of 177,000 MCP tools evidences the shift from observation to **action-taking** agents.", "description": "UK institute; evidence on agent/MCP tool usage.", "id": "organisations/aisi.md", "resource": "https://www.aisi.gov.uk/", "route": "organisations/aisi.md", "route_aliases": [ "organisations-aisi", "organisations/aisi", "organisations/aisi.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/aisi", "semantic_type": "okf:Concept", "source": "organisations/aisi.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.aisi.gov.uk/" } ], "status": "stable", "tags": [ "uk-government", "research", "organisation" ], "title": "AI Security Institute (AISI)", "type": "Organisation" }, "organisations/anthropic.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/anthropic", "@type": "okf:Concept", "aliases": "", "body": "Introduced the [Model Context Protocol](../standards/mcp.md) in November 2024.", "description": "Introduced MCP (Nov 2024).", "id": "organisations/anthropic.md", "resource": "https://www.anthropic.com/", "route": "organisations/anthropic.md", "route_aliases": [ "organisations-anthropic", "organisations/anthropic", "organisations/anthropic.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/anthropic", "semantic_type": "okf:Concept", "source": "organisations/anthropic.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.anthropic.com/" } ], "status": "stable", "tags": [ "agentic", "organisation" ], "title": "Anthropic", "type": "Organisation" }, "organisations/cncf.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/cncf", "@type": "okf:Concept", "aliases": "", "body": "The Cloud Native Computing Foundation stewards [OPA](../standards/opa.md) (graduated) and [OpenTelemetry](../standards/opentelemetry.md).", "description": "Stewards OPA, OpenTelemetry; confidential-computing community.", "id": "organisations/cncf.md", "resource": "https://www.cncf.io/", "route": "organisations/cncf.md", "route_aliases": [ "organisations-cncf", "organisations/cncf", "organisations/cncf.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/cncf", "semantic_type": "okf:Concept", "source": "organisations/cncf.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.cncf.io/" } ], "status": "stable", "tags": [ "standards-body", "organisation" ], "title": "CNCF", "type": "Organisation" }, "organisations/dsit.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/dsit", "@type": "okf:Concept", "aliases": "", "body": "The Department for Science, Innovation and Technology — behind the [Blueprint](../uk-government/blueprint-modern-digital-government.md) and [AI Management Essentials](../uk-government/ai-management-essentials.md).", "description": "Department behind the Blueprint and AI Management Essentials.", "id": "organisations/dsit.md", "resource": "https://www.gov.uk/government/organisations/department-for-science-innovation-and-technology", "route": "organisations/dsit.md", "route_aliases": [ "organisations-dsit", "organisations/dsit", "organisations/dsit.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/dsit", "semantic_type": "okf:Concept", "source": "organisations/dsit.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.gov.uk/government/organisations/department-for-science-innovation-and-technology" } ], "status": "stable", "tags": [ "uk-government", "organisation" ], "title": "DSIT", "type": "Organisation" }, "organisations/flower-labs.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": 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"status": "stable", "tags": [ "uk-government", "organisation" ], "title": "Government Digital Service (GDS)", "type": "Organisation" }, "organisations/google.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/google", "@type": "okf:Concept", "aliases": "", "body": "Launched [A2A](../standards/a2a.md) (Apr 2025); authored [TensorFlow Federated](../frameworks/tensorflow-federated.md) and the [keyboard FL](../research/google-keyboard-fl.md) deployments.", "description": "Launched A2A; TensorFlow Federated; keyboard FL.", "id": "organisations/google.md", "resource": "https://ai.google/", "route": "organisations/google.md", "route_aliases": [ "organisations-google", "organisations/google", "organisations/google.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/google", "semantic_type": "okf:Concept", "source": "organisations/google.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://ai.google/" } ], "status": "stable", "tags": [ "agentic", "fl", "organisation" ], "title": "Google", "type": "Organisation" }, "organisations/ico.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/ico", "@type": "okf:Concept", "aliases": "", "body": "The Information Commissioner's Office — its [guidance on AI and data protection](../uk-government/ico-ai-guidance.md) and [DPIA](../uk-government/dpia.md) guidance are non-optional design concerns.", "description": "UK regulator; AI and data-protection guidance.", "id": "organisations/ico.md", "resource": "https://ico.org.uk/", "route": "organisations/ico.md", "route_aliases": [ "organisations-ico", "organisations/ico", "organisations/ico.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/ico", "semantic_type": "okf:Concept", "source": "organisations/ico.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://ico.org.uk/" } ], "status": "stable", "tags": [ "uk-government", "regulator", "organisation" ], "title": "ICO", "type": "Organisation" }, "organisations/ietf.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/ietf", "@type": "okf:Concept", "aliases": "", "body": "Publishes [OAuth 2.0](../standards/oauth-2-0.md), [RFC 9700](../standards/oauth-2-0-security-bcp.md), [token exchange](../standards/token-exchange.md), [mTLS-bound tokens](../standards/mtls-bound-tokens.md), [DPoP](../standards/dpop.md) and [HTTP message signatures](../standards/http-message-signatures.md).", "description": "Publishes the OAuth, DPoP, mTLS and HTTP-signature RFCs.", "id": "organisations/ietf.md", "resource": "https://www.rfc-editor.org/", "route": "organisations/ietf.md", "route_aliases": [ "organisations-ietf", "organisations/ietf", "organisations/ietf.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/ietf", "semantic_type": "okf:Concept", "source": "organisations/ietf.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.rfc-editor.org/" } ], "status": "stable", "tags": [ "standards-body", "organisation" ], "title": "IETF / RFC Editor", "type": "Organisation" }, "organisations/index.md": { "aliases": "", "body": "# Organisations\n\nBodies that author or steward the standards, frameworks and policy.\n\n- [Anthropic](anthropic.md) — Introduced MCP (Nov 2024).\n- [OpenAI](openai.md) — Function calling, Structured Outputs, Agents SDK & Responses API.\n- [Google](google.md) — Launched A2A; TensorFlow Federated; keyboard FL.\n- [Linux Foundation](linux-foundation.md) — Hosts A2A, OpenAPI Initiative, CNCF, LF AI & Data.\n- [CNCF](cncf.md) — Stewards OPA, OpenTelemetry; confidential-computing community.\n- [OpenAPI Initiative](openapi-initiative.md) — Maintains OpenAPI and Arazzo.\n- [W3C](w3c.md) — Standards body for GraphQL-era web specs and PROV.\n- [IETF / RFC Editor](ietf.md) — Publishes the OAuth, DPoP, mTLS and HTTP-signature RFCs.\n- [Government Digital Service (GDS)](gds.md) — Author of the cross-government API standards.\n- [DSIT](dsit.md) — Department behind the Blueprint and AI Management Essentials.\n- [ICO](ico.md) — UK regulator; AI and data-protection guidance.\n- [NCSC](ncsc.md) — Guidelines for secure AI system development.\n- [NVIDIA](nvidia.md) — Authors NVIDIA FLARE.\n- [Flower Labs](flower-labs.md) — Maintains the Flower federated AI framework.\n- [OpenMined](openmined.md) — Open-source privacy-preserving ML community (PySyft).\n- [AI Security Institute (AISI)](aisi.md) — UK institute; evidence on agent/MCP tool usage.", "description": "Bodies that author or steward the standards, frameworks and policy.", "id": "organisations/index.md", "resource": "", "route": "organisations/index.md", "route_aliases": [ "organisations-index", "organisations/index", "organisations/index.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/index", "semantic_type": "https://chris-page-gov.github.io/okf-explorer/ns#Index", "source": "organisations/index.md", "status": "stable", "title": "Organisations", "type": "Index" }, "organisations/linux-foundation.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/linux-foundation", "@type": "okf:Concept", "aliases": "", "body": "Vendor-neutral home that took [A2A](../standards/a2a.md) under governance (2025) and hosts the [OpenAPI Initiative](openapi-initiative.md), [CNCF](cncf.md) and LF AI & Data ([Substra](../frameworks/substra.md), [OpenFL](../frameworks/openfl.md)).", "description": "Hosts A2A, OpenAPI Initiative, CNCF, LF AI & Data.", "id": "organisations/linux-foundation.md", "resource": "https://www.linuxfoundation.org/", "route": "organisations/linux-foundation.md", "route_aliases": [ "organisations-linux-foundation", "organisations/linux-foundation", "organisations/linux-foundation.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/linux-foundation", "semantic_type": "okf:Concept", "source": "organisations/linux-foundation.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.linuxfoundation.org/" } ], "status": "stable", "tags": [ "standards-body", "organisation" ], "title": "Linux Foundation", "type": "Organisation" }, "organisations/ncsc.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/ncsc", "@type": "okf:Concept", "aliases": "", "body": "The National Cyber Security Centre — its [Guidelines for secure AI system development](../uk-government/ncsc-secure-ai.md) place security across the AI lifecycle.", "description": "Guidelines for secure AI system development.", "id": "organisations/ncsc.md", "resource": "https://www.ncsc.gov.uk/", "route": "organisations/ncsc.md", "route_aliases": [ "organisations-ncsc", "organisations/ncsc", "organisations/ncsc.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/ncsc", "semantic_type": "okf:Concept", "source": "organisations/ncsc.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.ncsc.gov.uk/" } ], "status": "stable", "tags": [ "uk-government", "security", "organisation" ], "title": "NCSC", "type": "Organisation" }, "organisations/nvidia.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/nvidia", "@type": "okf:Concept", "aliases": "", "body": "Authors [NVIDIA FLARE](../frameworks/nvidia-flare.md), a production-oriented FL SDK.", "description": "Authors NVIDIA FLARE.", "id": "organisations/nvidia.md", "resource": "https://www.nvidia.com/", "route": "organisations/nvidia.md", "route_aliases": [ "organisations-nvidia", "organisations/nvidia", "organisations/nvidia.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/nvidia", "semantic_type": "okf:Concept", "source": "organisations/nvidia.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.nvidia.com/" } ], "status": "stable", "tags": [ "fl", "vendor", "organisation" ], "title": "NVIDIA", "type": "Organisation" }, "organisations/openai.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/openai", "@type": "okf:Concept", "aliases": "", "body": "Documents [function calling](../glossary/function-calling.md) and [Structured Outputs](../standards/structured-outputs.md); shipped the [Agents SDK and Responses API](../frameworks/openai-agents-sdk.md) (Mar 2025).\n\n# Terms\nGlossary terms used here: [Function calling](../glossary/function-calling.md), [Structured output](../glossary/structured-output.md).", "description": "Function calling, Structured Outputs, Agents SDK & Responses API.", "id": "organisations/openai.md", "resource": "https://openai.com/", "route": "organisations/openai.md", "route_aliases": [ "organisations-openai", "organisations/openai", "organisations/openai.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/openai", "semantic_type": "okf:Concept", "source": "organisations/openai.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://openai.com/" } ], "status": "stable", "tags": [ "agentic", "organisation" ], "title": "OpenAI", "type": "Organisation" }, "organisations/openapi-initiative.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/openapi-initiative", "@type": "okf:Concept", "aliases": "", "body": "Maintains the [OpenAPI](../standards/openapi.md) and [Arazzo](../standards/arazzo.md) specifications under the Linux Foundation.", "description": "Maintains OpenAPI and Arazzo.", "id": "organisations/openapi-initiative.md", "resource": "https://www.openapis.org/about", "route": "organisations/openapi-initiative.md", "route_aliases": [ "organisations-openapi-initiative", "organisations/openapi-initiative", "organisations/openapi-initiative.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/openapi-initiative", "semantic_type": "okf:Concept", "source": "organisations/openapi-initiative.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.openapis.org/about" } ], "status": "stable", "tags": [ "standards-body", "organisation" ], "title": "OpenAPI Initiative", "type": "Organisation" }, "organisations/openmined.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/openmined", "@type": "okf:Concept", "aliases": "", "body": "Open-source community behind [PySyft](../frameworks/pysyft.md) for privacy-preserving remote analysis.", "description": "Open-source privacy-preserving ML community (PySyft).", "id": "organisations/openmined.md", "resource": "https://openmined.org/", "route": "organisations/openmined.md", "route_aliases": [ "organisations-openmined", "organisations/openmined", "organisations/openmined.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/openmined", "semantic_type": "okf:Concept", "source": "organisations/openmined.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://openmined.org/" } ], "status": "stable", "tags": [ "fl", "privacy", "organisation" ], "title": "OpenMined", "type": "Organisation" }, "organisations/w3c.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/w3c", "@type": "okf:Concept", "aliases": "", "body": "Publishes [W3C PROV](../standards/w3c-prov.md) and core web standards.", "description": "Standards body for GraphQL-era web specs and PROV.", "id": "organisations/w3c.md", "resource": "https://www.w3.org/", "route": "organisations/w3c.md", "route_aliases": [ "organisations-w3c", "organisations/w3c", "organisations/w3c.md" ], "section": "organisations", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/organisations/w3c", "semantic_type": "okf:Concept", "source": "organisations/w3c.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.w3.org/" } ], "status": "stable", "tags": [ "standards-body", "organisation" ], "title": "W3C", "type": "Organisation" }, "research/agentbench.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/agentbench", "@type": "okf:Concept", "aliases": "", "body": "Evaluated agents across 8 interactive environments, revealing a large gap between open and proprietary agents — agentic competence, not API syntax.", "description": "Multi-environment agent evaluation across 8 interactive environments.", "id": "research/agentbench.md", "resource": "https://arxiv.org/abs/2308.03688", "route": "research/agentbench.md", "route_aliases": [ "research-agentbench", "research/agentbench", "research/agentbench.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/agentbench", "semantic_type": "okf:Concept", "source": "research/agentbench.md", "sources": [ { "last_modified": "2023-08-01", "resource": "https://arxiv.org/abs/2308.03688" } ], "status": "stable", "tags": [ "benchmark", "agents", "research" ], "title": "AgentBench (2023)", "type": "Research" }, "research/api-bank.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/api-bank", "@type": "okf:Concept", "aliases": "", "body": "Benchmarked tool-augmented dialogue over runnable mock tools, exposing **planning, retrieval and calling** obstacles — not authority. Limited domains.", "description": "Runnable evaluation exposing planning, retrieval and calling gaps.", "id": "research/api-bank.md", "resource": "https://arxiv.org/abs/2304.08244", "route": "research/api-bank.md", "route_aliases": [ "research-api-bank", "research/api-bank", "research/api-bank.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/api-bank", "semantic_type": "okf:Concept", "source": "research/api-bank.md", "sources": [ { "last_modified": "2023-04-01", "resource": "https://arxiv.org/abs/2304.08244" } ], "status": "stable", "tags": [ "benchmark", "tool-use", "research" ], "title": "API-Bank (2023)", "type": "Research" }, "research/apigen.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/apigen", "@type": "okf:Concept", "aliases": "", "body": "A generation pipeline producing **verified, executable** function-calling data — data-centric improvement to function calling rather than a runtime control.\n\n# Terms\nGlossary terms used here: [Function calling](../glossary/function-calling.md).", "description": "Pipeline for verifiable function-calling data; 3,673 executable APIs.", "id": "research/apigen.md", "resource": "https://arxiv.org/abs/2406.18518", "route": "research/apigen.md", "route_aliases": [ "research-apigen", "research/apigen", "research/apigen.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/apigen", "semantic_type": "okf:Concept", "source": "research/apigen.md", "sources": [ { "last_modified": "2024-06-01", "resource": "https://arxiv.org/abs/2406.18518" } ], "status": "stable", "tags": [ "benchmark", "function-calling", "data", "research" ], "title": "APIGen (2024)", "type": "Research" }, "research/bfcl.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/bfcl", "@type": "okf:Concept", "aliases": "", "body": "Evaluates function-call accuracy, relevance, and parallel/sequential calling over static and executable cases — function-call quality, not policy or recovery. Named in the source brief and included here for completeness.", "description": "Function-call accuracy: relevance, parallel and sequential calls.", "id": "research/bfcl.md", "resource": "https://gorilla.cs.berkeley.edu/leaderboard.html", "route": "research/bfcl.md", "route_aliases": [ "research-bfcl", "research/bfcl", "research/bfcl.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/bfcl", "semantic_type": "okf:Concept", "source": "research/bfcl.md", "sources": [ { "last_modified": "2024-01-01", "resource": "https://gorilla.cs.berkeley.edu/leaderboard.html" } ], "status": "stable", "tags": [ "benchmark", "function-calling", "research" ], "title": "Berkeley Function Calling Leaderboard (BFCL)", "type": "Research" }, "research/fedavg.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/fedavg", "@type": "okf:Concept", "aliases": "", "body": "Established the core FL training loop: iterative client-side training with **model averaging** dramatically reduces communication relative to synchronised SGD, while handling non-IID and unbalanced data.\n\nRelates to: [Federated learning](../federated/federated-learning.md).", "description": "Communication-efficient decentralised training by model averaging.", "id": "research/fedavg.md", "resource": "https://arxiv.org/abs/1602.05629", "route": "research/fedavg.md", "route_aliases": [ "research-fedavg", "research/fedavg", "research/fedavg.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/fedavg", "semantic_type": "okf:Concept", "source": "research/fedavg.md", "sources": [ { "last_modified": "2017-02-01", "resource": "https://arxiv.org/abs/1602.05629" } ], "status": "stable", "tags": [ "fl", "foundational", "research" ], "title": "FedAvg — McMahan et al. (2017)", "type": "Research" }, "research/google-keyboard-fl.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/google-keyboard-fl", "@type": "okf:Concept", "aliases": "", "body": "Showed on-device federated training could match or beat server-trained baselines for next-word/emoji prediction **without uploading raw typing data** — FL's most durable cross-device production proof point.\n\nRelates to: [Cross-device vs cross-silo](../federated/cross-device-vs-cross-silo.md).", "description": "On-device federated training for next-word prediction at production scale.", "id": "research/google-keyboard-fl.md", "resource": "https://arxiv.org/abs/1811.03604", "route": "research/google-keyboard-fl.md", "route_aliases": [ "research-google-keyboard-fl", "research/google-keyboard-fl", "research/google-keyboard-fl.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/google-keyboard-fl", "semantic_type": "okf:Concept", "source": "research/google-keyboard-fl.md", "sources": [ { "last_modified": "2018-11-01", "resource": "https://arxiv.org/abs/1811.03604" } ], "status": "stable", "tags": [ "fl", "deployment", "research" ], "title": "Google keyboard FL — Hard et al. (2018)", "type": "Research" }, "research/gorilla.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/gorilla", "@type": "okf:Concept", "aliases": "", "body": "A genuine advance: pairing a fine-tuned model with a **document retriever**, claiming adaptation to test-time documentation change, and introducing **APIBench**. The key qualification: it improved retrieval-grounded syntax and reduced hallucinated usage but did **not** solve authorisation, stateful recovery, policy adherence or legal accountability.\n\nRelates to: [Discovery and retrieval](../stack/discovery-and-retrieval.md), [Failure taxonomy](../document/themes/failure-taxonomy.md).", "description": "Fine-tuned LLM + document retriever; adapts to doc change, cuts hallucination.", "id": "research/gorilla.md", "resource": "https://arxiv.org/abs/2305.15334", "route": "research/gorilla.md", "route_aliases": [ "research-gorilla", "research/gorilla", "research/gorilla.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/gorilla", "semantic_type": "okf:Concept", "source": "research/gorilla.md", "sources": [ { "last_modified": "2023-05-01", "resource": "https://arxiv.org/abs/2305.15334" } ], "status": "stable", "tags": [ "benchmark", "tool-use", "research" ], "title": "Gorilla & APIBench (2023)", "type": "Research" }, "research/index.md": { "aliases": "", "body": "# Research & benchmarks\n\nThe tool-use and federated-learning research lineage.\n\n- [FedAvg — McMahan et al. (2017)](fedavg.md) — Communication-efficient decentralised training by model averaging.\n- [Google keyboard FL — Hard et al. (2018)](google-keyboard-fl.md) — On-device federated training for next-word prediction at production scale.\n- [Kairouz et al. — Advances and open problems (2019)](kairouz-open-problems.md) — The field's open problems: heterogeneity, privacy, fairness, evaluation.\n- [REALM (2020)](realm.md) — Retrieval-augmented pre-training; knowledge can be retrieved, not only stored.\n- [MELLODDY (2019–2022)](melloddy.md) — Ten pharma companies trained a shared model without sharing raw data.\n- [MRKL (2022)](mrkl.md) — Neuro-symbolic modular routing to expert/knowledge modules.\n- [ReAct (2022)](react.md) — Interleaving reasoning traces with actions improves task success.\n- [Toolformer (2023)](toolformer.md) — Self-supervised learning of when and how to call tools.\n- [API-Bank (2023)](api-bank.md) — Runnable evaluation exposing planning, retrieval and calling gaps.\n- [Gorilla & APIBench (2023)](gorilla.md) — Fine-tuned LLM + document retriever; adapts to doc change, cuts hallucination.\n- [ToolLLM / ToolBench (2023)](toolllm-toolbench.md) — 16,000+ APIs; ToolLLaMA with a neural API retriever; DFSDT.\n- [AgentBench (2023)](agentbench.md) — Multi-environment agent evaluation across 8 interactive environments.\n- [Berkeley Function Calling Leaderboard (BFCL)](bfcl.md) — Function-call accuracy: relevance, parallel and sequential calls.\n- [APIGen (2024)](apigen.md) — Pipeline for verifiable function-calling data; 3,673 executable APIs.\n- [τ-bench (2024)](tau-bench.md) — Tool-Agent-User evaluation with domain policies.\n- [ToolSandbox (2024)](toolsandbox.md) — Stateful, conversational evaluation with a user simulator.\n- [ToolACE (2024)](toolace.md) — Self-evolution synthesis; 26,507 APIs; dual verification.", "description": "The tool-use and federated-learning research lineage.", "id": "research/index.md", "resource": "", "route": "research/index.md", "route_aliases": [ "research-index", "research/index", "research/index.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/index", "semantic_type": "https://chris-page-gov.github.io/okf-explorer/ns#Index", "source": "research/index.md", "status": "stable", "title": "Research & benchmarks", "type": "Index" }, "research/kairouz-open-problems.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/kairouz-open-problems", "@type": "okf:Concept", "aliases": "", "body": "Formalised FL's open problems — systems heterogeneity, privacy, fairness, personalisation, compression, communication efficiency, robustness and **evaluation** — the standard reference map of the field.\n\nRelates to: [Non-IID data](../federated/non-iid-data.md), [Federated evaluation](../federated/federated-evaluation.md).", "description": "The field's open problems: heterogeneity, privacy, fairness, evaluation.", "id": "research/kairouz-open-problems.md", "resource": "https://arxiv.org/abs/1912.04977", "route": "research/kairouz-open-problems.md", "route_aliases": [ "research-kairouz-open-problems", "research/kairouz-open-problems", "research/kairouz-open-problems.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/kairouz-open-problems", "semantic_type": "okf:Concept", "source": "research/kairouz-open-problems.md", "sources": [ { "last_modified": "2019-12-01", "resource": "https://arxiv.org/abs/1912.04977" } ], "status": "stable", "tags": [ "fl", "survey", "research" ], "title": "Kairouz et al. — Advances and open problems (2019)", "type": "Research" }, "research/melloddy.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/melloddy", "@type": "okf:Concept", "aliases": "", "body": "The clearest industry-scale **cross-silo** example: ten pharmaceutical companies collaborated on a secure federated platform (AWS/Kubernetes) to train a shared drug-discovery model without sharing confidential datasets.\n\nRelates to: [Substra](../frameworks/substra.md), [Cross-device vs cross-silo](../federated/cross-device-vs-cross-silo.md).", "description": "Ten pharma companies trained a shared model without sharing raw data.", "id": "research/melloddy.md", "resource": "https://www.melloddy.eu/", "route": "research/melloddy.md", "route_aliases": [ "research-melloddy", "research/melloddy", "research/melloddy.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/melloddy", "semantic_type": "okf:Concept", "source": "research/melloddy.md", "sources": [ { "last_modified": "2022-01-01", "resource": "https://www.melloddy.eu/" } ], "status": "stable", "tags": [ "fl", "deployment", "cross-silo", "research" ], "title": "MELLODDY (2019–2022)", "type": "Research" }, "research/mrkl.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/mrkl", "@type": "okf:Concept", "aliases": "", "body": "Reframed LLM systems as **modular compositions** of language, knowledge and reasoning modules routed to expert tools — conceptual, with little quantitative evaluation.", "description": "Neuro-symbolic modular routing to expert/knowledge modules.", "id": "research/mrkl.md", "resource": "https://arxiv.org/abs/2205.00445", "route": "research/mrkl.md", "route_aliases": [ "research-mrkl", "research/mrkl", "research/mrkl.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/mrkl", "semantic_type": "okf:Concept", "source": "research/mrkl.md", "sources": [ { "last_modified": "2022-05-01", "resource": "https://arxiv.org/abs/2205.00445" } ], "status": "stable", "tags": [ "agents", "tool-use", "research" ], "title": "MRKL (2022)", "type": "Research" }, "research/react.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/react", "@type": "okf:Concept", "aliases": "", "body": "Showed that **interleaving reasoning with actions** improves interpretability and long-horizon task performance (QA, ALFWorld, WebShop). Shifted the question from *can a model answer?* to *can a system reason and act?*", "description": "Interleaving reasoning traces with actions improves task success.", "id": "research/react.md", "resource": "https://arxiv.org/abs/2210.03629", "route": "research/react.md", "route_aliases": [ "research-react", "research/react", "research/react.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/react", "semantic_type": "okf:Concept", "source": "research/react.md", "sources": [ { "last_modified": "2022-10-01", "resource": "https://arxiv.org/abs/2210.03629" } ], "status": "stable", "tags": [ "agents", "tool-use", "research" ], "title": "ReAct (2022)", "type": "Research" }, "research/realm.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/realm", "@type": "okf:Concept", "aliases": "", "body": "Made the case that world knowledge should be **retrieved** rather than stored only in parameters — directly relevant to changing API docs. Not about API syntax, but the intellectual root of the discovery-and-retrieval layer.\n\nRelates to: [Discovery and retrieval](../stack/discovery-and-retrieval.md).", "description": "Retrieval-augmented pre-training; knowledge can be retrieved, not only stored.", "id": "research/realm.md", "resource": "https://arxiv.org/abs/2002.08909", "route": "research/realm.md", "route_aliases": [ "research-realm", "research/realm", "research/realm.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/realm", "semantic_type": "okf:Concept", "source": "research/realm.md", "sources": [ { "last_modified": "2020-02-01", "resource": "https://arxiv.org/abs/2002.08909" } ], "status": "stable", "tags": [ "retrieval", "research" ], "title": "REALM (2020)", "type": "Research" }, "research/tau-bench.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/tau-bench", "@type": "okf:Concept", "aliases": "", "body": "Tests **reliability and policy adherence** under dynamic users with domain policies (airline, retail) — both remain weak. Evidence that policy belongs in infrastructure, not prompts.\n\nRelates to: [Policy enforcement](../stack/policy-enforcement.md).", "description": "Tool-Agent-User evaluation with domain policies.", "id": "research/tau-bench.md", "resource": "https://arxiv.org/abs/2406.12045", "route": "research/tau-bench.md", "route_aliases": [ "research-tau-bench", "research/tau-bench", "research/tau-bench.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/tau-bench", "semantic_type": "okf:Concept", "source": "research/tau-bench.md", "sources": [ { "last_modified": "2024-06-01", "resource": "https://arxiv.org/abs/2406.12045" } ], "status": "stable", "tags": [ "benchmark", "agents", "policy", "research" ], "title": "τ-bench (2024)", "type": "Research" }, "research/toolace.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/toolace", "@type": "okf:Concept", "aliases": "", "body": "Self-evolving synthesis with dual verification across 26,507 APIs — high-quality synthesis lifts small models' function-calling accuracy, bounded by synthetic realism.", "description": "Self-evolution synthesis; 26,507 APIs; dual verification.", "id": "research/toolace.md", "resource": "https://arxiv.org/abs/2409.00920", "route": "research/toolace.md", "route_aliases": [ "research-toolace", "research/toolace", "research/toolace.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/toolace", "semantic_type": "okf:Concept", "source": "research/toolace.md", "sources": [ { "last_modified": "2024-09-01", "resource": "https://arxiv.org/abs/2409.00920" } ], "status": "stable", "tags": [ "benchmark", "function-calling", "data", "research" ], "title": "ToolACE (2024)", "type": "Research" }, "research/toolformer.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/toolformer", "@type": "okf:Concept", "aliases": "", "body": "Demonstrated that models can **self-teach** when to call tools and how to incorporate outputs, via self-supervision — for a fixed, small tool set.", "description": "Self-supervised learning of when and how to call tools.", "id": "research/toolformer.md", "resource": "https://arxiv.org/abs/2302.04761", "route": "research/toolformer.md", "route_aliases": [ "research-toolformer", "research/toolformer", "research/toolformer.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/toolformer", "semantic_type": "okf:Concept", "source": "research/toolformer.md", "sources": [ { "last_modified": "2023-02-01", "resource": "https://arxiv.org/abs/2302.04761" } ], "status": "stable", "tags": [ "agents", "tool-use", "research" ], "title": "Toolformer (2023)", "type": "Research" }, "research/toolllm-toolbench.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/toolllm-toolbench", "@type": "okf:Concept", "aliases": "", "body": "Assembled 16,464 RapidAPI REST APIs and paired model fine-tuning with a **neural API retriever** and DFSDT search — scaling the tool space and generalising to unseen APIs, with RapidAPI dependence/instability.", "description": "16,000+ APIs; ToolLLaMA with a neural API retriever; DFSDT.", "id": "research/toolllm-toolbench.md", "resource": "https://arxiv.org/abs/2307.16789", "route": "research/toolllm-toolbench.md", "route_aliases": [ "research-toolllm-toolbench", "research/toolllm-toolbench", "research/toolllm-toolbench.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/toolllm-toolbench", "semantic_type": "okf:Concept", "source": "research/toolllm-toolbench.md", "sources": [ { "last_modified": "2023-07-01", "resource": "https://arxiv.org/abs/2307.16789" } ], "status": "stable", "tags": [ "benchmark", "tool-use", "retrieval", "research" ], "title": "ToolLLM / ToolBench (2023)", "type": "Research" }, "research/toolsandbox.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/toolsandbox", "@type": "okf:Concept", "aliases": "", "body": "A **stateful** conversational benchmark with a user simulator and milestone-based trajectories — showing that state dependence and insufficient-information handling remain hard. Simulated tools only.\n\nRelates to: [Execution and orchestration](../stack/execution-and-orchestration.md).", "description": "Stateful, conversational evaluation with a user simulator.", "id": "research/toolsandbox.md", "resource": "https://arxiv.org/abs/2408.04682", "route": "research/toolsandbox.md", "route_aliases": [ "research-toolsandbox", "research/toolsandbox", "research/toolsandbox.md" ], "section": "research", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/research/toolsandbox", "semantic_type": "okf:Concept", "source": "research/toolsandbox.md", "sources": [ { "last_modified": "2024-08-01", "resource": "https://arxiv.org/abs/2408.04682" } ], "status": "stable", "tags": [ "benchmark", "agents", "state", "research" ], "title": "ToolSandbox (2024)", "type": "Research" }, "sources-index.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/sources-index", "@type": "okf:Concept", "aliases": "", "body": "# Sources index\n\nVerified against primary or authoritative pages (accessed 27 June 2026).\n\n\n## Standards & specifications\n\n- [Agent2Agent (A2A)](standards/a2a.md) — \n- [Arazzo](standards/arazzo.md) — \n- [AsyncAPI](standards/asyncapi.md) — \n- [DPoP — RFC 9449](standards/dpop.md) — \n- [GraphQL](standards/graphql.md) — \n- [HTTP Message Signatures — RFC 9421](standards/http-message-signatures.md) — \n- [JSON Schema](standards/json-schema.md) — \n- [Model Context Protocol (MCP)](standards/mcp.md) — \n- [OAuth 2.0](standards/oauth-2-0.md) — \n- [OAuth 2.0 Security BCP — RFC 9700](standards/oauth-2-0-security-bcp.md) — \n- [OAuth Token Exchange — RFC 8693](standards/token-exchange.md) — \n- [Open Policy Agent (OPA)](standards/opa.md) — \n- [OpenAPI](standards/openapi.md) — \n- [OpenTelemetry](standards/opentelemetry.md) — \n- [PKCE — RFC 7636](standards/pkce.md) — \n- [SPIFFE / SPIRE](standards/spiffe-spire.md) — \n- [Structured Outputs](standards/structured-outputs.md) — \n- [W3C PROV](standards/w3c-prov.md) — \n- [Zero trust architecture (NIST SP 800-207)](standards/zero-trust.md) — \n- [gRPC / Protocol Buffers](standards/grpc-protobuf.md) — \n- [mTLS-bound tokens — RFC 8705](standards/mtls-bound-tokens.md) — \n\n## Frameworks & middleware\n\n- [Context Hub](frameworks/context-hub.md) — \n- [AutoGen](frameworks/autogen.md) — \n- [FATE](frameworks/fate.md) — \n- [FedML / TensorOpera](frameworks/fedml.md) — \n- [Flotilla](frameworks/flotilla.md)\n- [Flower](frameworks/flower.md) — \n- [NVIDIA FLARE](frameworks/nvidia-flare.md) — \n- [OpenAI Agents SDK & Responses API](frameworks/openai-agents-sdk.md) — \n- [OpenFL](frameworks/openfl.md) — \n- [PySyft](frameworks/pysyft.md) — \n- [Semantic Kernel](frameworks/semantic-kernel.md) — \n- [Substra](frameworks/substra.md) — \n- [TensorFlow Federated](frameworks/tensorflow-federated.md) — \n\n## Research & benchmarks\n\n- [API-Bank (2023)](research/api-bank.md) — \n- [APIGen (2024)](research/apigen.md) — \n- [AgentBench (2023)](research/agentbench.md) — \n- [Berkeley Function Calling Leaderboard (BFCL)](research/bfcl.md) — \n- [FedAvg — McMahan et al. (2017)](research/fedavg.md) — \n- [Google keyboard FL — Hard et al. (2018)](research/google-keyboard-fl.md) — \n- [Gorilla & APIBench (2023)](research/gorilla.md) — \n- [Kairouz et al. — Advances and open problems (2019)](research/kairouz-open-problems.md) — \n- [MELLODDY (2019–2022)](research/melloddy.md) — \n- [MRKL (2022)](research/mrkl.md) — \n- [REALM (2020)](research/realm.md) — \n- [ReAct (2022)](research/react.md) — \n- [ToolACE (2024)](research/toolace.md) — \n- [ToolLLM / ToolBench (2023)](research/toolllm-toolbench.md) — \n- [ToolSandbox (2024)](research/toolsandbox.md) — \n- [Toolformer (2023)](research/toolformer.md) — \n- [τ-bench (2024)](research/tau-bench.md) — \n\n## Federated AI\n\n- [Cross-device vs cross-silo](federated/cross-device-vs-cross-silo.md)\n- [Differential privacy](federated/differential-privacy.md)\n- [Federated / confidential RAG](federated/federated-rag.md)\n- [Federated analytics](federated/federated-analytics.md)\n- [Federated evaluation](federated/federated-evaluation.md)\n- [Federated learning](federated/federated-learning.md) — \n- [Federated unlearning](federated/federated-unlearning.md)\n- [Homomorphic encryption & MPC](federated/homomorphic-encryption-mpc.md)\n- [Hub-and-spoke vs hierarchical coordination](federated/hub-and-spoke-vs-hierarchical.md)\n- [Membership inference & gradient leakage](federated/membership-inference.md)\n- [Model poisoning & backdoors](federated/model-poisoning-backdoors.md)\n- [Multi-dimensional evaluation rubric](federated/evaluation-rubric.md)\n- [Non-IID data](federated/non-iid-data.md)\n- [Secure aggregation](federated/secure-aggregation.md) — \n- [Trusted execution environments (TEEs)](federated/trusted-execution-environments.md) — \n\n## UK government\n\n- [AI Management Essentials](uk-government/ai-management-essentials.md) — \n- [Algorithmic Transparency Recording Standard (ATRS)](uk-government/atrs.md) — \n- [Blueprint for modern digital government](uk-government/blueprint-modern-digital-government.md) — \n- [Data Ethics Framework](uk-government/data-ethics-framework.md) — \n- [Data Protection Impact Assessment (DPIA)](uk-government/dpia.md) — \n- [GDS API technical and data standards](uk-government/gds-api-standards.md) — \n- [GOV.UK API Catalogue](uk-government/uk-api-catalogue.md) — \n- [ICO guidance on AI and data protection](uk-government/ico-ai-guidance.md) — \n- [NCSC Guidelines for secure AI system development](uk-government/ncsc-secure-ai.md) — \n- [State of digital government review](uk-government/state-of-digital-government.md) — \n\n## Organisations\n\n- [AI Security Institute (AISI)](organisations/aisi.md) — \n- [Anthropic](organisations/anthropic.md) — \n- [CNCF](organisations/cncf.md) — \n- [DSIT](organisations/dsit.md) — \n- [Flower Labs](organisations/flower-labs.md) — \n- [Google](organisations/google.md) — \n- [Government Digital Service (GDS)](organisations/gds.md) — \n- [ICO](organisations/ico.md) — \n- [IETF / RFC Editor](organisations/ietf.md) — \n- [Linux Foundation](organisations/linux-foundation.md) — \n- [NCSC](organisations/ncsc.md) — \n- [NVIDIA](organisations/nvidia.md) — \n- [OpenAI](organisations/openai.md) — \n- [OpenAPI Initiative](organisations/openapi-initiative.md) — \n- [OpenMined](organisations/openmined.md) — \n- [W3C](organisations/w3c.md) — ", "description": "Every source, standard, framework, paper and organisation in the bundle, with verified citations.", "id": "sources-index.md", "resource": "", "route": "sources-index.md", "route_aliases": [ "sources-index", "sources-index.md" ], "section": "root", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/sources-index", "semantic_type": "okf:Concept", "source": "sources-index.md", "status": "stable", "tags": [ "index", "sources" ], "title": "Sources index", "type": "Index" }, "stack/contracts-and-interfaces.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/contracts-and-interfaces", "@type": "okf:Concept", "aliases": "", "body": "# Role in the stack\nThe base layer: formal, machine-readable interface contracts. [OpenAPI](../standards/openapi.md) describes HTTP APIs; [AsyncAPI](../standards/asyncapi.md) describes message-driven ones; [GraphQL](../standards/graphql.md) exposes a typed query layer; [gRPC/protobuf](../standards/grpc-protobuf.md) define typed RPC; [JSON Schema](../standards/json-schema.md) validates arguments; [Arazzo](../standards/arazzo.md) describes multi-step workflows over them.\n\n# Principle\nA schema-valid call is **not** the same as a valid or authorised action — contracts give form, not authority or correctness. Prefer authoritative published contracts over inferred schemas.\n\nRelates to: [Understanding and grounding](understanding-and-grounding.md), [Control plane](control-plane.md).", "description": "Authoritative, machine-readable descriptions of what a capability is and how to call it.", "id": "stack/contracts-and-interfaces.md", "resource": "", "route": "stack/contracts-and-interfaces.md", "route_aliases": [ "stack-contracts-and-interfaces", "stack/contracts-and-interfaces", "stack/contracts-and-interfaces.md" ], "section": "stack", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/contracts-and-interfaces", "semantic_type": "okf:Concept", "source": "stack/contracts-and-interfaces.md", "status": "stable", "tags": [ "stack", "contracts", "standards" ], "title": "Contracts and interfaces", "type": "Stack layer" }, "stack/control-plane.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/control-plane", "@type": "okf:Concept", "aliases": "", "body": "# What it is\nThe architecture that emerges across the evidence is a **discovery-to-governance lifecycle**: a user expresses intent; the runtime retrieves current capability descriptions; the model selects tools and binds arguments against formal schemas; an authorisation layer establishes *who or what* is acting, for whom and with which limits; an execution substrate handles retries, timeouts and compensation; and an evidence layer records provenance, traces, policy decisions and consents.\n\n# Why it matters\nAPI-calling is only **one layer** of an agent-capable stack. Reliable deployment depends on capabilities outside the model: [contracts](contracts-and-interfaces.md), [discovery](discovery-and-retrieval.md), [identity](identity-and-authorisation.md), [execution](execution-and-orchestration.md), [policy](policy-enforcement.md) and [observability/provenance](observability-and-provenance.md). None substitutes for the others.\n\nRelates to: [Agent-ready, not agent-trusting](../document/themes/agent-ready-not-agent-trusting.md), [The federation layer](federation-layer.md).\n\n# Terms\nGlossary terms used here: [Compensation](../glossary/compensation.md), [Provenance](../glossary/provenance.md).", "description": "The end-to-end lifecycle that turns a tool-calling model into governed agent execution.", "id": "stack/control-plane.md", "resource": "", "route": "stack/control-plane.md", "route_aliases": [ "stack-control-plane", "stack/control-plane", "stack/control-plane.md" ], "section": "stack", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/control-plane", "semantic_type": "okf:Concept", "source": "stack/control-plane.md", "status": "stable", "tags": [ "architecture", "stack", "agentic" ], "title": "The discovery-to-governance control plane", "type": "Architecture" }, "stack/discovery-and-retrieval.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/discovery-and-retrieval", "@type": "okf:Concept", "aliases": "", "body": "# Role in the stack\nDiscovery should be a **first-class runtime capability**, not a side effect of stuffing all tools into one prompt. Discovery finds *that* a capability exists (catalogues, OpenAPI docs, A2A [Agent Cards](../glossary/agent-card.md), protocol registries, and content/skills registries such as [Context Hub](../frameworks/context-hub.md)); retrieval selects a small candidate set from a large inventory at inference time.\n\n# Evidence\n[Gorilla](../research/gorilla.md) + a retriever and [ToolLLM](../research/toolllm-toolbench.md) + a neural retriever both address the scaling problem when the tool set is too large for naïve prompting. Retrieval narrows the search space and improves freshness — necessary but insufficient for trustworthy action.\n\nRelates to: [UK API Catalogue](../uk-government/uk-api-catalogue.md), [Contracts and interfaces](contracts-and-interfaces.md).\n\n# Terms\nGlossary terms used here: [Agent Card](../glossary/agent-card.md).", "description": "Finding that a capability exists, and selecting a small candidate set at inference time.", "id": "stack/discovery-and-retrieval.md", "resource": "", "route": "stack/discovery-and-retrieval.md", "route_aliases": [ "stack-discovery-and-retrieval", "stack/discovery-and-retrieval", "stack/discovery-and-retrieval.md" ], "section": "stack", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/discovery-and-retrieval", "semantic_type": "okf:Concept", "source": "stack/discovery-and-retrieval.md", "status": "stable", "tags": [ "stack", "discovery", "retrieval" ], "title": "Discovery and current-context retrieval", "type": "Stack layer" }, "stack/execution-and-orchestration.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/execution-and-orchestration", "@type": "okf:Concept", "aliases": "", "body": "# Role in the stack\nSingle-call tool use is insufficient for many tasks. The **runtime, not the model**, should own retries, backoff, [idempotency](../glossary/idempotency.md), timeout budgets, batching, circuit breaking, webhook correlation and [compensation](../glossary/compensation.md). Where workflows matter, describe them explicitly with [Arazzo](../standards/arazzo.md) rather than leaving the model to infer every step.\n\n# Evidence\n[ToolSandbox](../research/toolsandbox.md) and [τ-bench](../research/tau-bench.md) show state dependence and consistency remain weak points — which is exactly why orchestration belongs in infrastructure.\n\nRelates to: [Workflow engine](../glossary/workflow-engine.md), [OpenAI Agents SDK](../frameworks/openai-agents-sdk.md).\n\n# Terms\nGlossary terms used here: [Compensation](../glossary/compensation.md), [Idempotency](../glossary/idempotency.md), [Tool use](../glossary/tool-use.md), [Workflow engine](../glossary/workflow-engine.md).", "description": "Durable, stateful multi-step execution owned by the runtime, not the prompt.", "id": "stack/execution-and-orchestration.md", "resource": "", "route": "stack/execution-and-orchestration.md", "route_aliases": [ "stack-execution-and-orchestration", "stack/execution-and-orchestration", "stack/execution-and-orchestration.md" ], "section": "stack", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/execution-and-orchestration", "semantic_type": "okf:Concept", "source": "stack/execution-and-orchestration.md", "status": "stable", "tags": [ "stack", "execution", "orchestration" ], "title": "Execution and orchestration", "type": "Stack layer" }, "stack/federation-layer.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/federation-layer", "@type": "okf:Concept", "aliases": "", "body": "# The missing layer\nMost AI stacks combine three layers — data platforms, application workflows, and model inference — but lack a **federation layer** that coordinates model training, evaluation and analytics *across organisational boundaries*. [MCP](../standards/mcp.md) and [Arazzo](../standards/arazzo.md) help with interoperability at inference and workflow time; [federated learning](../federated/federated-learning.md) frameworks solve interoperability at **optimisation and governance** time.\n\n# Why it matters for public services\nCouncils, NHS bodies and ALBs often need more than a tool-calling assistant: a controlled way for multiple data holders to contribute to shared intelligence without merging raw data — implying client selection, aggregation, privacy controls, node identity, auditability and federation governance.\n\nRelates to: [Flower](../frameworks/flower.md), [Cross-device vs cross-silo](../federated/cross-device-vs-cross-silo.md), [The missing collaborative-learning layer](../document/themes/missing-collaborative-learning-layer.md).\n\n# Terms\nGlossary terms used here: [Audit trail](../glossary/audit-trail.md).", "description": "The collaborative-learning plane that lets institutions improve a shared model without centralising data.", "id": "stack/federation-layer.md", "resource": "", "route": "stack/federation-layer.md", "route_aliases": [ "stack-federation-layer", "stack/federation-layer", "stack/federation-layer.md" ], "section": "stack", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/federation-layer", "semantic_type": "okf:Concept", "source": "stack/federation-layer.md", "status": "stable", "tags": [ "architecture", "federated", "stack" ], "title": "The federation layer (the missing plane)", "type": "Architecture" }, "stack/identity-and-authorisation.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/identity-and-authorisation", "@type": "okf:Concept", "aliases": "", "body": "# Role in the stack\nThe control plane must decide *whether*, *in whose name* and *under what constraints* a tool may be called — the model knowing *how* to call it is not enough. An agent runtime should almost never hold a single broad ambient credential; it should hold short-lived, narrowly-scoped, audience- and purpose-bound, preferably [sender-constrained](../glossary/sender-constrained-token.md) credentials.\n\n# Two questions\n[OAuth 2.0](../standards/oauth-2-0.md) (with [RFC 9700](../standards/oauth-2-0-security-bcp.md), [token exchange](../standards/token-exchange.md), [mTLS-bound tokens](../standards/mtls-bound-tokens.md), [DPoP](../standards/dpop.md)) answers *on whose behalf*; [SPIFFE/SPIRE](../standards/spiffe-spire.md) [workload identity](../glossary/workload-identity.md) answers *what is calling*; [zero trust](../standards/zero-trust.md) removes implicit network trust.\n\nRelates to: [Agent-ready, not agent-trusting](../document/themes/agent-ready-not-agent-trusting.md).\n\n# Terms\nGlossary terms used here: [Workload identity](../glossary/workload-identity.md).", "description": "Establishing who or what is acting, for whom, for what purpose, with which limits.", "id": "stack/identity-and-authorisation.md", "resource": "", "route": "stack/identity-and-authorisation.md", "route_aliases": [ "stack-identity-and-authorisation", "stack/identity-and-authorisation", "stack/identity-and-authorisation.md" ], "section": "stack", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/identity-and-authorisation", "semantic_type": "okf:Concept", "source": "stack/identity-and-authorisation.md", "status": "stable", "tags": [ "stack", "identity", "authorisation", "security" ], "title": "Identity and authorisation", "type": "Stack layer" }, "stack/index.md": { "aliases": "", "body": "# Stack layers\n\nThe agent-ready vertical stack: from contracts to evidence.\n\n- [The discovery-to-governance control plane](control-plane.md) — The end-to-end lifecycle that turns a tool-calling model into governed agent execution.\n- [Contracts and interfaces](contracts-and-interfaces.md) — Authoritative, machine-readable descriptions of what a capability is and how to call it.\n- [Discovery and current-context retrieval](discovery-and-retrieval.md) — Finding that a capability exists, and selecting a small candidate set at inference time.\n- [Understanding and grounding](understanding-and-grounding.md) — Schema grounding vs semantic grounding: matching types vs matching intent.\n- [Identity and authorisation](identity-and-authorisation.md) — Establishing who or what is acting, for whom, for what purpose, with which limits.\n- [Execution and orchestration](execution-and-orchestration.md) — Durable, stateful multi-step execution owned by the runtime, not the prompt.\n- [Policy enforcement](policy-enforcement.md) — Decoupling policy decisions from enforcement points across the stack.\n- [Observability and provenance](observability-and-provenance.md) — The evidence layer: traces, metrics, logs and an interoperable provenance graph.\n- [The federation layer (the missing plane)](federation-layer.md) — The collaborative-learning plane that lets institutions improve a shared model without centralising data.", "description": "The agent-ready vertical stack: from contracts to evidence.", "id": "stack/index.md", "resource": "", "route": "stack/index.md", "route_aliases": [ "stack-index", "stack/index", "stack/index.md" ], "section": "stack", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/index", "semantic_type": "https://chris-page-gov.github.io/okf-explorer/ns#Index", "source": "stack/index.md", "status": "stable", "title": "Stack layers", "type": "Index" }, "stack/observability-and-provenance.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/observability-and-provenance", "@type": "okf:Concept", "aliases": "", "body": "# Role in the stack\nThe evidence layer. [OpenTelemetry](../standards/opentelemetry.md) provides traces, metrics and logs; [W3C PROV](../standards/w3c-prov.md) provides an interoperable model of the entities, activities and agents that produced an outcome. Together they imply a **minimum evidence bundle** for agentic execution: intent, retrieved-context version, tool-selection rationale, delegated authority, execution trace, result and provenance graph.\n\n# Why it is load-bearing\nWhen an agent performs a lawful-but-undesired action, the question shifts from *what did the model know?* to *which principal delegated authority, under which policy, using which contract version, with what recorded consent and audit trail?*\n\nRelates to: [Provenance](../glossary/provenance.md), [Audit trail](../glossary/audit-trail.md), [UK public-sector implications](../document/themes/uk-public-sector-implications.md).\n\n# Terms\nGlossary terms used here: [Audit trail](../glossary/audit-trail.md), [Consent](../glossary/consent.md), [Provenance](../glossary/provenance.md).", "description": "The evidence layer: traces, metrics, logs and an interoperable provenance graph.", "id": "stack/observability-and-provenance.md", "resource": "", "route": "stack/observability-and-provenance.md", "route_aliases": [ "stack-observability-and-provenance", "stack/observability-and-provenance", "stack/observability-and-provenance.md" ], "section": "stack", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/observability-and-provenance", "semantic_type": "okf:Concept", "source": "stack/observability-and-provenance.md", "status": "stable", "tags": [ "stack", "observability", "provenance", "evidence" ], "title": "Observability and provenance", "type": "Stack layer" }, "stack/policy-enforcement.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/policy-enforcement", "@type": "okf:Concept", "aliases": "", "body": "# Role in the stack\nGuardrails belong in infrastructure, decoupled from model-generated reasoning. [Policy-as-code](../glossary/policy-as-code.md) — notably [OPA](../standards/opa.md) — separates the *decision* from the *enforcement point* and can run across microservices, API gateways, CI/CD and Kubernetes. Log policy decisions independently of the model's rationale.\n\nRelates to: [Identity and authorisation](identity-and-authorisation.md), [Observability and provenance](observability-and-provenance.md).\n\n# Terms\nGlossary terms used here: [Policy-as-code](../glossary/policy-as-code.md), [Provenance](../glossary/provenance.md).", "description": "Decoupling policy decisions from enforcement points across the stack.", "id": "stack/policy-enforcement.md", "resource": "", "route": "stack/policy-enforcement.md", "route_aliases": [ "stack-policy-enforcement", "stack/policy-enforcement", "stack/policy-enforcement.md" ], "section": "stack", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/policy-enforcement", "semantic_type": "okf:Concept", "source": "stack/policy-enforcement.md", "status": "stable", "tags": [ "stack", "policy", "governance" ], "title": "Policy enforcement", "type": "Stack layer" }, "stack/understanding-and-grounding.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/understanding-and-grounding", "@type": "okf:Concept", "aliases": "", "body": "# Role in the stack\nSchema grounding asks whether fields and types match a formal contract; **semantic grounding** asks whether the model mapped user intent to the right operation, entity and parameters. A call can be schema-valid yet semantically wrong, policy-violating or goal-failing.\n\n# Practice\nA hierarchy for schema extraction: first authoritative published contracts; then introspection / generated descriptors ([GraphQL](../standards/graphql.md) introspection, .proto); last resort, inferred schema from examples — useful for bootstrapping but not ground truth.\n\nRelates to: [Failure taxonomy](../document/themes/failure-taxonomy.md), [Contracts and interfaces](contracts-and-interfaces.md).\n\n# Terms\nGlossary terms used here: [Schema grounding](../glossary/schema-grounding.md), [Semantic grounding](../glossary/semantic-grounding.md).", "description": "Schema grounding vs semantic grounding: matching types vs matching intent.", "id": "stack/understanding-and-grounding.md", "resource": "", "route": "stack/understanding-and-grounding.md", "route_aliases": [ "stack-understanding-and-grounding", "stack/understanding-and-grounding", "stack/understanding-and-grounding.md" ], "section": "stack", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/stack/understanding-and-grounding", "semantic_type": "okf:Concept", "source": "stack/understanding-and-grounding.md", "status": "stable", "tags": [ "stack", "grounding", "semantics" ], "title": "Understanding and grounding", "type": "Stack layer" }, "standards/a2a.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/a2a", "@type": "okf:Concept", "aliases": "", "body": "Launched by [Google](../organisations/google.md) in April 2025 and donated to the [Linux Foundation](../organisations/linux-foundation.md) mid-2025. Uses JSON [Agent Cards](../glossary/agent-card.md) for capability discovery, with long-running tasks, streaming and enterprise auth. A2A states explicitly that it and MCP address different problems.\n\n# Terms\nGlossary terms used here: [Agent Card](../glossary/agent-card.md).", "description": "Agent-to-agent protocol: capability discovery, delegation, long-running tasks, streaming.", "id": "standards/a2a.md", "resource": "https://developers.googleblog.com/en/a2a-a-new-era-of-agent-interoperability/", "route": "standards/a2a.md", "route_aliases": [ "standards-a2a", "standards/a2a", "standards/a2a.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/a2a", "semantic_type": "okf:Concept", "source": "standards/a2a.md", "sources": [ { "last_modified": "2025-06-23", "resource": "https://developers.googleblog.com/en/a2a-a-new-era-of-agent-interoperability/" } ], "status": "stable", "tags": [ "a2a", "protocol", "agentic" ], "title": "Agent2Agent (A2A)", "type": "Specification" }, "standards/arazzo.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/arazzo", "@type": "okf:Concept", "aliases": "", "body": "Defines sequences of calls, dependencies, async coordination and success/failure actions — the bridge from single-call tool use to governed multi-step execution. v1.1.0 (2026) added AsyncAPI support. New and still early in tooling maturity; depends on the underlying [OpenAPI](openapi.md)/[AsyncAPI](asyncapi.md) descriptions.\n\n# Terms\nGlossary terms used here: [Tool use](../glossary/tool-use.md).", "description": "Machine-readable workflow narratives over API descriptions.", "id": "standards/arazzo.md", "resource": "https://spec.openapis.org/arazzo/latest.html", "route": "standards/arazzo.md", "route_aliases": [ "standards-arazzo", "standards/arazzo", "standards/arazzo.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/arazzo", "semantic_type": "okf:Concept", "source": "standards/arazzo.md", "sources": [ { "last_modified": "2026-04-15", "resource": "https://spec.openapis.org/arazzo/latest.html" } ], "status": "stable", "tags": [ "arazzo", "workflows", "standard" ], "title": "Arazzo", "type": "Specification" }, "standards/asyncapi.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/asyncapi", "@type": "okf:Concept", "aliases": "", "body": "Describes message-driven APIs across Kafka, MQTT, AMQP, WebSockets and more — channels, operations and protocol bindings. Strong for event-driven agents and subscriptions; less mature ecosystem than OpenAPI for enterprise design governance.", "description": "Protocol-agnostic description of channels, operations and messages.", "id": "standards/asyncapi.md", "resource": "https://www.asyncapi.com/docs/reference/specification/latest", "route": "standards/asyncapi.md", "route_aliases": [ "standards-asyncapi", "standards/asyncapi", "standards/asyncapi.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/asyncapi", "semantic_type": "okf:Concept", "source": "standards/asyncapi.md", "sources": [ { "last_modified": "2026-01-31", "resource": "https://www.asyncapi.com/docs/reference/specification/latest" } ], "status": "stable", "tags": [ "asyncapi", "events", "standard" ], "title": "AsyncAPI", "type": "Specification" }, "standards/dcat-ap.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/dcat-ap", "@type": "okf:Concept", "aliases": "", "body": "DCAT-AP is an application profile over DCAT for interoperable data portals. It matters for OKF API/data bundles because data.gov.uk and related public data catalogues already use DCAT-style concepts, and API catalogue records need to federate with datasets rather than create a parallel vocabulary.\n\nIn this repo, DCAT-AP is treated as a conformance target for future RDF exports. The generated OKF large-corpus descriptor records the likely DCAT/DCAT-AP class and missing export requirements for each API/data record, but it does not claim DCAT-AP conformance unless an RDF artefact is generated and validated.", "description": "European DCAT application profile for interoperable data portals and federated catalogue metadata.", "id": "standards/dcat-ap.md", "resource": "https://semiceu.github.io/DCAT-AP/releases/3.0.0/", "route": "standards/dcat-ap.md", "route_aliases": [ "standards-dcat-ap", "standards/dcat-ap", "standards/dcat-ap.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/dcat-ap", "semantic_type": "okf:Concept", "source": "standards/dcat-ap.md", "sources": [ { "last_modified": "2026-07-09", "resource": "https://semiceu.github.io/DCAT-AP/releases/3.0.0/" } ], "status": "stable", "tags": [ "dcat-ap", "dcat", "standard", "catalogue", "federation" ], "title": "DCAT Application Profile 3.0.0", "type": "Specification" }, "standards/dcat.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/dcat", "@type": "okf:Concept", "aliases": "", "body": "DCAT is the W3C vocabulary used to describe data catalogues. For API-related OKF bundles, the core alignment is `dcat:DataService` for API products and data-access services, `dcat:Dataset` for data products, `dcat:endpointURL` for service entry points, `dcat:endpointDescription` for human or machine-readable endpoint descriptions, and `dcterms:license` / `dcterms:publisher` for legal and organisational metadata.\n\nThe UK Government APIs OKF uses DCAT terms as export targets, not as the native authoring format. The pack is DCAT-alignable until a generator emits RDF and validates it against DCAT/DCAT-AP profile rules.", "description": "W3C vocabulary for catalogues, datasets, data services, endpoint URLs, endpoint descriptions, publishers, licences and distributions.", "id": "standards/dcat.md", "resource": "https://www.w3.org/TR/vocab-dcat-3/", "route": "standards/dcat.md", "route_aliases": [ "standards-dcat", "standards/dcat", "standards/dcat.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/dcat", "semantic_type": "okf:Concept", "source": "standards/dcat.md", "sources": [ { "last_modified": "2026-07-09", "resource": "https://www.w3.org/TR/vocab-dcat-3/" } ], "status": "stable", "tags": [ "dcat", "standard", "catalogue", "data-service", "dataset" ], "title": "Data Catalog Vocabulary (DCAT) Version 3", "type": "Specification" }, "standards/dpop.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/dpop", "@type": "okf:Concept", "aliases": "", "body": "Demonstrating Proof-of-Possession sender-constrains tokens at the application layer, mitigating replay of stolen tokens. Strong for browser/mobile or heterogeneous clients; still maturing in many stacks.\n\n# Terms\nGlossary terms used here: [Sender-constrained token](../glossary/sender-constrained-token.md).", "description": "Application-layer sender-constraining without mutual TLS.", "id": "standards/dpop.md", "resource": "https://www.rfc-editor.org/rfc/rfc9449", "route": "standards/dpop.md", "route_aliases": [ "standards-dpop", "standards/dpop", "standards/dpop.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/dpop", "semantic_type": "okf:Concept", "source": "standards/dpop.md", "sources": [ { "last_modified": "2023-09-01", "resource": "https://www.rfc-editor.org/rfc/rfc9449" } ], "status": "stable", "tags": [ "oauth", "dpop", "security" ], "title": "DPoP — RFC 9449", "type": "Specification" }, "standards/dqv.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/dqv", "@type": "okf:Concept", "aliases": "", "body": "DQV provides a vocabulary for describing data quality metadata and quality annotations. OKF Explorer metadata-quality percentages are deterministic catalogue-completeness signals, not assurance scores. DQV is therefore the closest standards-family anchor for future exports of those quality annotations, while the UI should keep the OKF labels and explanations explicit.\n\nUse DQV where an OKF bundle needs to export quality dimensions alongside DCAT, especially completeness, provenance of a score and source-observed metadata gaps.", "description": "W3C companion vocabulary for expressing data quality metadata and quality annotations alongside DCAT.", "id": "standards/dqv.md", "resource": "https://www.w3.org/TR/vocab-dqv/", "route": "standards/dqv.md", "route_aliases": [ "standards-dqv", "standards/dqv", "standards/dqv.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/dqv", "semantic_type": "okf:Concept", "source": "standards/dqv.md", "sources": [ { "last_modified": "2026-07-09", "resource": "https://www.w3.org/TR/vocab-dqv/" } ], "status": "stable", "tags": [ "dqv", "data-quality", "standard", "dcat" ], "title": "Data Quality Vocabulary (DQV)", "type": "Specification" }, "standards/graphql.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/graphql", "@type": "okf:Concept", "aliases": "", "body": "Strong typing, introspection and reduced over-fetching make it useful where agents need flexible reads. Mutation side-effects, pagination and auth boundaries are often under-specified relative to a task agent's needs.", "description": "Typed query language with introspection and client-specified responses.", "id": "standards/graphql.md", "resource": "https://spec.graphql.org/October2021/", "route": "standards/graphql.md", "route_aliases": [ "standards-graphql", "standards/graphql", "standards/graphql.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/graphql", "semantic_type": "okf:Concept", "source": "standards/graphql.md", "sources": [ { "last_modified": "2021-10-01", "resource": "https://spec.graphql.org/October2021/" } ], "status": "stable", "tags": [ "graphql", "query", "standard" ], "title": "GraphQL", "type": "Specification" }, "standards/grpc-protobuf.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/grpc-protobuf", "@type": "okf:Concept", "aliases": "", "body": "A `.proto` IDL, generated stubs, efficient binary encoding and cross-language compatibility. Strong typing helps runtime adapters and service-to-service execution; poorer human readability, and protobuf is not itself a formal standards-body standard; external discovery often needs gateway or reflection support.\n\n# Terms\nGlossary terms used here: [API gateway](../glossary/api-gateway.md).", "description": "Typed RPC and efficient binary serialisation with generated stubs.", "id": "standards/grpc-protobuf.md", "resource": "https://protobuf.dev/overview/", "route": "standards/grpc-protobuf.md", "route_aliases": [ "standards-grpc-protobuf", "standards/grpc-protobuf", "standards/grpc-protobuf.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/grpc-protobuf", "semantic_type": "okf:Concept", "source": "standards/grpc-protobuf.md", "sources": [ { "last_modified": "2016-01-01", "resource": "https://protobuf.dev/overview/" } ], "status": "stable", "tags": [ "grpc", "rpc", "standard" ], "title": "gRPC / Protocol Buffers", "type": "Specification" }, "standards/http-message-signatures.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/http-message-signatures", "@type": "okf:Concept", "aliases": "", "body": "Protects specific message components even through proxies and transformations. Useful for high-integrity requests, webhooks and regulated submission flows; not a full auth story on its own.", "description": "End-to-end integrity and authenticity across intermediaries.", "id": "standards/http-message-signatures.md", "resource": "https://www.rfc-editor.org/rfc/rfc9421", "route": "standards/http-message-signatures.md", "route_aliases": [ "standards-http-message-signatures", "standards/http-message-signatures", "standards/http-message-signatures.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/http-message-signatures", "semantic_type": "okf:Concept", "source": "standards/http-message-signatures.md", "sources": [ { "last_modified": "2024-02-01", "resource": "https://www.rfc-editor.org/rfc/rfc9421" } ], "status": "stable", "tags": [ "http", "integrity", "security" ], "title": "HTTP Message Signatures — RFC 9421", "type": "Specification" }, "standards/index.md": { "aliases": "", "body": "# Standards & specifications\n\nSpecs, protocols, identity, policy and observability — verified against primary sources.\n\n- [OAuth 2.0](oauth-2-0.md) — Delegated, scoped access to an HTTP service without sharing credentials.\n- [W3C PROV](w3c-prov.md) — Interoperable model of provenance: entities, activities, agents.\n- [PKCE — RFC 7636](pkce.md) — Proof Key for Code Exchange; protects auth-code flows from interception.\n- [gRPC / Protocol Buffers](grpc-protobuf.md) — Typed RPC and efficient binary serialisation with generated stubs.\n- [OAuth Token Exchange — RFC 8693](token-exchange.md) — Narrowing or translating authority for downstream services.\n- [mTLS-bound tokens — RFC 8705](mtls-bound-tokens.md) — Sender-constrains tokens to a client via mutual TLS.\n- [Zero trust architecture (NIST SP 800-207)](zero-trust.md) — No implicit trust based on network location.\n- [JSON Schema](json-schema.md) — Validation vocabulary; underpins strict tool arguments and structured output.\n- [GraphQL](graphql.md) — Typed query language with introspection and client-specified responses.\n- [DPoP — RFC 9449](dpop.md) — Application-layer sender-constraining without mutual TLS.\n- [HTTP Message Signatures — RFC 9421](http-message-signatures.md) — End-to-end integrity and authenticity across intermediaries.\n- [Structured Outputs](structured-outputs.md) — Constraining model output to conform to a supplied schema.\n- [Model Context Protocol (MCP)](mcp.md) — Agent-to-tool protocol: hosts, clients, servers, tools, resources, prompts over JSON-RPC.\n- [OAuth 2.0 Security BCP — RFC 9700](oauth-2-0-security-bcp.md) — Current best practice; deprecates insecure OAuth modes.\n- [Agent2Agent (A2A)](a2a.md) — Agent-to-agent protocol: capability discovery, delegation, long-running tasks, streaming.\n- [OpenAPI](openapi.md) — HTTP API contracts: ops, schemas, security metadata; machine- and human-readable.\n- [DCAT](dcat.md) — Catalogue vocabulary for datasets, data services, endpoint URLs, publishers and licences.\n- [DCAT-AP](dcat-ap.md) — Application profile for federated public data catalogue metadata.\n- [DQV](dqv.md) — Quality annotation vocabulary used alongside DCAT for metadata-quality signals.\n- [AsyncAPI](asyncapi.md) — Protocol-agnostic description of channels, operations and messages.\n- [Arazzo](arazzo.md) — Machine-readable workflow narratives over API descriptions.\n- [SPIFFE / SPIRE](spiffe-spire.md) — Workload identity and attestation for software systems.\n- [Open Policy Agent (OPA)](opa.md) — Policy-as-code: decoupled decisions across the stack.\n- [OpenTelemetry](opentelemetry.md) — Traces, metrics and logs for end-to-end observability.", "description": "Specs, protocols, identity, policy and observability — verified against primary sources.", "id": "standards/index.md", "resource": "", "route": "standards/index.md", "route_aliases": [ "standards-index", "standards/index", "standards/index.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/index", "semantic_type": "https://chris-page-gov.github.io/okf-explorer/ns#Index", "source": "standards/index.md", "status": "stable", "title": "Standards & specifications", "type": "Index" }, "standards/json-schema.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/json-schema", "@type": "okf:Concept", "aliases": "", "body": "Validation, annotations, dynamic references and meta-schemas. Excellent for strict argument validation and [structured output](../glossary/structured-output.md); does not itself define transport, operations or auth. Modern vendor tool APIs consume JSON Schema directly.\n\n# Terms\nGlossary terms used here: [Structured output](../glossary/structured-output.md).", "description": "Validation vocabulary; underpins strict tool arguments and structured output.", "id": "standards/json-schema.md", "resource": "https://json-schema.org/draft/2020-12", "route": "standards/json-schema.md", "route_aliases": [ "standards-json-schema", "standards/json-schema", "standards/json-schema.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/json-schema", "semantic_type": "okf:Concept", "source": "standards/json-schema.md", "sources": [ { "last_modified": "2020-12-01", "resource": "https://json-schema.org/draft/2020-12" } ], "status": "stable", "tags": [ "json-schema", "validation", "standard" ], "title": "JSON Schema", "type": "Specification" }, "standards/mcp.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/mcp", "@type": "okf:Concept", "aliases": "", "body": "Introduced by [Anthropic](../organisations/anthropic.md) in November 2024; standardises agent-to-tool interaction over JSON-RPC, exposing tools, resources and prompts with explicit consent expectations. Its security section requires user consent for data exposure, tool invocation and sampling, while acknowledging it cannot enforce those principles alone; it does not provide authoritative registry curation — that registry role is filled by a content/skills registry such as [Context Hub](../frameworks/context-hub.md).\n\n# Terms\nGlossary terms used here: [Consent](../glossary/consent.md).", "description": "Agent-to-tool protocol: hosts, clients, servers, tools, resources, prompts over JSON-RPC.", "id": "standards/mcp.md", "resource": "https://modelcontextprotocol.io/specification/2025-06-18", "route": "standards/mcp.md", "route_aliases": [ "standards-mcp", "standards/mcp", "standards/mcp.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/mcp", "semantic_type": "okf:Concept", "source": "standards/mcp.md", "sources": [ { "last_modified": "2024-11-25", "resource": "https://modelcontextprotocol.io/specification/2025-06-18" } ], "status": "stable", "tags": [ "mcp", "protocol", "agentic" ], "title": "Model Context Protocol (MCP)", "type": "Specification" }, "standards/mtls-bound-tokens.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/mtls-bound-tokens", "@type": "okf:Concept", "aliases": "", "body": "Strong sender constraint; good for confidential clients and service traffic. Operationally heavier (certificates, client auth). Strong for backend agents and high-trust enterprise environments.", "description": "Sender-constrains tokens to a client via mutual TLS.", "id": "standards/mtls-bound-tokens.md", "resource": "https://www.rfc-editor.org/rfc/rfc8705", "route": "standards/mtls-bound-tokens.md", "route_aliases": [ "standards-mtls-bound-tokens", "standards/mtls-bound-tokens", "standards/mtls-bound-tokens.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/mtls-bound-tokens", "semantic_type": "okf:Concept", "source": "standards/mtls-bound-tokens.md", "sources": [ { "last_modified": "2020-02-01", "resource": "https://www.rfc-editor.org/rfc/rfc8705" } ], "status": "stable", "tags": [ "oauth", "mtls", "security" ], "title": "mTLS-bound tokens — RFC 8705", "type": "Specification" }, "standards/oauth-2-0-security-bcp.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/oauth-2-0-security-bcp", "@type": "okf:Concept", "aliases": "", "body": "Updates the OAuth threat model and security advice and deprecates modes now considered insecure. Underpins the move from bearer access towards demonstrable, sender-constrained authority.\n\n# Terms\nGlossary terms used here: [Bearer token](../glossary/bearer-token.md).", "description": "Current best practice; deprecates insecure OAuth modes.", "id": "standards/oauth-2-0-security-bcp.md", "resource": "https://www.rfc-editor.org/rfc/rfc9700", "route": "standards/oauth-2-0-security-bcp.md", "route_aliases": [ "standards-oauth-2-0-security-bcp", "standards/oauth-2-0-security-bcp", "standards/oauth-2-0-security-bcp.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/oauth-2-0-security-bcp", "semantic_type": "okf:Concept", "source": "standards/oauth-2-0-security-bcp.md", "sources": [ { "last_modified": "2025-01-01", "resource": "https://www.rfc-editor.org/rfc/rfc9700" } ], "status": "stable", "tags": [ "oauth", "security", "bcp" ], "title": "OAuth 2.0 Security BCP — RFC 9700", "type": "Specification" }, "standards/oauth-2-0.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/oauth-2-0", "@type": "okf:Concept", "aliases": "", "body": "Grants limited access on behalf of a user or in its own right. Bearer tokens are vulnerable because possession is enough; current practice (see [RFC 9700](oauth-2-0-security-bcp.md), [PKCE](pkce.md), [token exchange](token-exchange.md), [mTLS-bound tokens](mtls-bound-tokens.md), [DPoP](dpop.md)) narrows, binds and sender-constrains authority.\n\n# Terms\nGlossary terms used here: [Bearer token](../glossary/bearer-token.md).", "description": "Delegated, scoped access to an HTTP service without sharing credentials.", "id": "standards/oauth-2-0.md", "resource": "https://www.rfc-editor.org/rfc/rfc6749", "route": "standards/oauth-2-0.md", "route_aliases": [ "standards-oauth-2-0", "standards/oauth-2-0", "standards/oauth-2-0.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/oauth-2-0", "semantic_type": "okf:Concept", "source": "standards/oauth-2-0.md", "sources": [ { "last_modified": "2012-10-01", "resource": "https://www.rfc-editor.org/rfc/rfc6749" } ], "status": "stable", "tags": [ "oauth", "security", "standard" ], "title": "OAuth 2.0", "type": "Specification" }, "standards/opa.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/opa", "@type": "okf:Concept", "aliases": "", "body": "A CNCF-graduated project that decouples policy *decisions* from *enforcement* across microservices, API gateways, CI/CD and Kubernetes, with policy testing support. Provides runtime guardrails and admission control; does not issue identity or provide observability.", "description": "Policy-as-code: decoupled decisions across the stack.", "id": "standards/opa.md", "resource": "https://www.openpolicyagent.org/docs/latest/", "route": "standards/opa.md", "route_aliases": [ "standards-opa", "standards/opa", "standards/opa.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/opa", "semantic_type": "okf:Concept", "source": "standards/opa.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.openpolicyagent.org/docs/latest/" } ], "status": "stable", "tags": [ "opa", "policy", "cncf" ], "title": "Open Policy Agent (OPA)", "type": "Specification" }, "standards/openapi.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/openapi", "@type": "okf:Concept", "aliases": "", "body": "Standard, language-agnostic description of HTTP APIs — request/response schemas and security metadata. Strong for discovery, codegen, validation, linting and tool-calling over REST; [GDS](../uk-government/gds-api-standards.md) recommends producing an OpenAPI document *first*. Weak for event choreography and end-to-end workflow without add-ons such as [Arazzo](arazzo.md).\n\nFor API-related OKF bundles, OpenAPI is the executable contract target. OKF records can carry enough metadata to generate service stubs or operation fragments, but a record is not OpenAPI-conformant unless an `openapi` document with servers, paths, methods, parameters, responses, schemas and security metadata is emitted and validated.", "description": "HTTP API contracts: ops, schemas, security metadata; machine- and human-readable.", "id": "standards/openapi.md", "resource": "https://spec.openapis.org/oas/v3.2.0.html", "route": "standards/openapi.md", "route_aliases": [ "standards-openapi", "standards/openapi", "standards/openapi.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/openapi", "semantic_type": "okf:Concept", "source": "standards/openapi.md", "sources": [ { "last_modified": "2026-07-09", "resource": "https://spec.openapis.org/oas/v3.2.0.html" } ], "status": "stable", "tags": [ "openapi", "standard", "contracts" ], "title": "OpenAPI", "type": "Specification" }, "standards/opentelemetry.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/opentelemetry", "@type": "okf:Concept", "aliases": "", "body": "A widely standardised instrumentation approach (CNCF) for tracing agent decisions and tool hops end-to-end. Supports operational diagnosis once agents are live; does not make decisions or enforce.", "description": "Traces, metrics and logs for end-to-end observability.", "id": "standards/opentelemetry.md", "resource": "https://opentelemetry.io/docs/concepts/observability-primer/", "route": "standards/opentelemetry.md", "route_aliases": [ "standards-opentelemetry", "standards/opentelemetry", "standards/opentelemetry.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/opentelemetry", "semantic_type": "okf:Concept", "source": "standards/opentelemetry.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://opentelemetry.io/docs/concepts/observability-primer/" } ], "status": "stable", "tags": [ "observability", "cncf", "standard" ], "title": "OpenTelemetry", "type": "Specification" }, "standards/pkce.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/pkce", "@type": "okf:Concept", "aliases": "", "body": "Better current practice for user-present (browser/native) OAuth flows; still usually bearer unless [sender-constrained](../glossary/sender-constrained-token.md). Suitable where a human user is present and consenting.\n\n# Terms\nGlossary terms used here: [Bearer token](../glossary/bearer-token.md).", "description": "Proof Key for Code Exchange; protects auth-code flows from interception.", "id": "standards/pkce.md", "resource": "https://www.rfc-editor.org/rfc/rfc7636", "route": "standards/pkce.md", "route_aliases": [ "standards-pkce", "standards/pkce", "standards/pkce.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/pkce", "semantic_type": "okf:Concept", "source": "standards/pkce.md", "sources": [ { "last_modified": "2015-09-01", "resource": "https://www.rfc-editor.org/rfc/rfc7636" } ], "status": "stable", "tags": [ "oauth", "pkce", "security" ], "title": "PKCE — RFC 7636", "type": "Specification" }, "standards/spiffe-spire.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/spiffe-spire", "@type": "okf:Concept", "aliases": "", "body": "SPIFFE defines open standards for identifying software systems in dynamic environments; SPIRE issues [workload identities](../glossary/workload-identity.md) after node and workload attestation. A complement to OAuth, not an alternative: workload identity establishes *what* is calling; OAuth establishes *on whose behalf*. Essential for service meshes and agent runtimes.\n\n# Terms\nGlossary terms used here: [Attestation](../glossary/attestation.md), [Workload identity](../glossary/workload-identity.md).", "description": "Workload identity and attestation for software systems.", "id": "standards/spiffe-spire.md", "resource": "https://spiffe.io/docs/latest/spiffe-about/overview/", "route": "standards/spiffe-spire.md", "route_aliases": [ "standards-spiffe-spire", "standards/spiffe-spire", "standards/spiffe-spire.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/spiffe-spire", "semantic_type": "okf:Concept", "source": "standards/spiffe-spire.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://spiffe.io/docs/latest/spiffe-about/overview/" } ], "status": "stable", "tags": [ "spiffe", "identity", "security" ], "title": "SPIFFE / SPIRE", "type": "Specification" }, "standards/structured-outputs.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/structured-outputs", "@type": "okf:Concept", "aliases": "", "body": "Guarantees that model output conforms to a supplied [JSON Schema](json-schema.md) — form, not authority or correctness. Distinct from [function calling](../glossary/function-calling.md): schema-valid JSON is not the same as a valid or authorised action.\n\n# Terms\nGlossary terms used here: [Function calling](../glossary/function-calling.md).", "description": "Constraining model output to conform to a supplied schema.", "id": "standards/structured-outputs.md", "resource": "https://platform.openai.com/docs/guides/structured-outputs", "route": "standards/structured-outputs.md", "route_aliases": [ "standards-structured-outputs", "standards/structured-outputs", "standards/structured-outputs.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/structured-outputs", "semantic_type": "okf:Concept", "source": "standards/structured-outputs.md", "sources": [ { "last_modified": "2024-08-06", "resource": "https://platform.openai.com/docs/guides/structured-outputs" } ], "status": "stable", "tags": [ "openai", "schema", "standard" ], "title": "Structured Outputs", "type": "Specification" }, "standards/token-exchange.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/token-exchange", "@type": "okf:Concept", "aliases": "", "body": "Supports narrowing audience/scope and service-to-service delegation — strong for planner-executor architectures and downstream APIs. Adds trust and STS design complexity.", "description": "Narrowing or translating authority for downstream services.", "id": "standards/token-exchange.md", "resource": "https://www.rfc-editor.org/rfc/rfc8693", "route": "standards/token-exchange.md", "route_aliases": [ "standards-token-exchange", "standards/token-exchange", "standards/token-exchange.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/token-exchange", "semantic_type": "okf:Concept", "source": "standards/token-exchange.md", "sources": [ { "last_modified": "2020-01-01", "resource": "https://www.rfc-editor.org/rfc/rfc8693" } ], "status": "stable", "tags": [ "oauth", "delegation", "security" ], "title": "OAuth Token Exchange — RFC 8693", "type": "Specification" }, "standards/w3c-prov.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/w3c-prov", "@type": "okf:Concept", "aliases": "", "body": "An interoperable model of the entities, activities and agents involved in producing data or an outcome — the basis for a provenance graph in the [evidence layer](../stack/observability-and-provenance.md).\n\n# Terms\nGlossary terms used here: [Provenance](../glossary/provenance.md).", "description": "Interoperable model of provenance: entities, activities, agents.", "id": "standards/w3c-prov.md", "resource": "https://www.w3.org/TR/prov-overview/", "route": "standards/w3c-prov.md", "route_aliases": [ "standards-w3c-prov", "standards/w3c-prov", "standards/w3c-prov.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/w3c-prov", "semantic_type": "okf:Concept", "source": "standards/w3c-prov.md", "sources": [ { "last_modified": "2013-04-30", "resource": "https://www.w3.org/TR/prov-overview/" } ], "status": "stable", "tags": [ "provenance", "w3c", "standard" ], "title": "W3C PROV", "type": "Specification" }, "standards/zero-trust.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/zero-trust", "@type": "okf:Concept", "aliases": "", "body": "Eliminates implicit trust derived from network position; every request is authenticated, authorised and continuously evaluated. A foundation for agent runtimes, paired with [workload identity](spiffe-spire.md) and [sender-constrained](../glossary/sender-constrained-token.md) credentials.\n\n# Terms\nGlossary terms used here: [Workload identity](../glossary/workload-identity.md).", "description": "No implicit trust based on network location.", "id": "standards/zero-trust.md", "resource": "https://csrc.nist.gov/pubs/sp/800/207/final", "route": "standards/zero-trust.md", "route_aliases": [ "standards-zero-trust", "standards/zero-trust", "standards/zero-trust.md" ], "section": "standards", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/standards/zero-trust", "semantic_type": "okf:Concept", "source": "standards/zero-trust.md", "sources": [ { "last_modified": "2020-08-01", "resource": "https://csrc.nist.gov/pubs/sp/800/207/final" } ], "status": "stable", "tags": [ "zero-trust", "security", "standard" ], "title": "Zero trust architecture (NIST SP 800-207)", "type": "Specification" }, "uk-government/ai-management-essentials.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/uk-government/ai-management-essentials", "@type": "okf:Concept", "aliases": "", "body": "A DSIT tool offering a baseline of responsible AI-management practices for organisations — relevant to assuring agentic and federated deployments.", "description": "A baseline self-assessment for responsible AI management.", "id": "uk-government/ai-management-essentials.md", "resource": "https://www.gov.uk/government/consultations/ai-management-essentials-tool", "route": "uk-government/ai-management-essentials.md", "route_aliases": [ "uk-government-ai-management-essentials", "uk-government/ai-management-essentials", "uk-government/ai-management-essentials.md" ], "section": "uk-government", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/uk-government/ai-management-essentials", "semantic_type": "okf:Concept", "source": "uk-government/ai-management-essentials.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.gov.uk/government/consultations/ai-management-essentials-tool" } ], "status": "stable", "tags": [ "assurance", "uk-government" ], "title": "AI Management Essentials", "type": "Government Publication" }, "uk-government/atrs.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/uk-government/atrs", "@type": "okf:Concept", "aliases": "", "body": "Mandatory across central government and relevant ALBs for tools that significantly influence decisions with public effect or interact with the public; recommended across the wider public sector. The accountability obligation an agent runtime must satisfy at the system boundary.", "description": "Mandatory transparency records for public-effect algorithmic tools.", "id": "uk-government/atrs.md", "resource": "https://www.gov.uk/government/collections/algorithmic-transparency-recording-standard-hub", "route": "uk-government/atrs.md", "route_aliases": [ "uk-government-atrs", "uk-government/atrs", "uk-government/atrs.md" ], "section": "uk-government", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/uk-government/atrs", "semantic_type": "okf:Concept", "source": "uk-government/atrs.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.gov.uk/government/collections/algorithmic-transparency-recording-standard-hub" } ], "status": "stable", "tags": [ "transparency", "uk-government" ], "title": "Algorithmic Transparency Recording Standard (ATRS)", "type": "Government Publication" }, "uk-government/blueprint-modern-digital-government.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/uk-government/blueprint-modern-digital-government", "@type": "okf:Concept", "aliases": "", "body": "Argues for a stronger digital centre, a standard set of APIs and events, and open APIs by default — the policy frame into which agent-ready infrastructure should fit.", "description": "A Digital Backbone, open APIs and a stronger digital centre.", "id": "uk-government/blueprint-modern-digital-government.md", "resource": "https://www.gov.uk/government/publications/a-blueprint-for-modern-digital-government", "route": "uk-government/blueprint-modern-digital-government.md", "route_aliases": [ "uk-government-blueprint-modern-digital-government", "uk-government/blueprint-modern-digital-government", "uk-government/blueprint-modern-digital-government.md" ], "section": "uk-government", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/uk-government/blueprint-modern-digital-government", "semantic_type": "okf:Concept", "source": "uk-government/blueprint-modern-digital-government.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.gov.uk/government/publications/a-blueprint-for-modern-digital-government" } ], "status": "stable", "tags": [ "policy", "uk-government" ], "title": "Blueprint for modern digital government", "type": "Government Publication" }, "uk-government/data-ethics-framework.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/uk-government/data-ethics-framework", "@type": "okf:Concept", "aliases": "", "body": "Guides the responsible development, procurement and use of data and AI in the public sector — a baseline for federated and agentic deployments.", "description": "Principles for responsible public-sector data and AI use.", "id": "uk-government/data-ethics-framework.md", "resource": "https://www.gov.uk/government/publications/data-ethics-framework", "route": "uk-government/data-ethics-framework.md", "route_aliases": [ "uk-government-data-ethics-framework", "uk-government/data-ethics-framework", "uk-government/data-ethics-framework.md" ], "section": "uk-government", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/uk-government/data-ethics-framework", "semantic_type": "okf:Concept", "source": "uk-government/data-ethics-framework.md", "sources": [ { "last_modified": "2026-06-27", "resource": "https://www.gov.uk/government/publications/data-ethics-framework" } ], "status": "stable", "tags": [ "policy", "ethics", "uk-government" ], "title": "Data Ethics Framework", "type": "Government Publication" }, "uk-government/dpia.md": { "@context": "https://chris-page-gov.github.io/okf-explorer/profile/bundle-wiki/v1/context.jsonld", "@id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/uk-government/dpia", "@type": "okf:Concept", "aliases": "", "body": "High-risk processing requires a DPIA before go-live — a mandatory gate for federated or agentic systems touching personal data.", "description": "A pre-deployment gate for high-risk processing.", "id": "uk-government/dpia.md", "resource": "https://ico.org.uk/for-organisations/uk-gdpr-guidance-and-resources/accountability-and-governance/data-protection-impact-assessments-dpias/", "route": "uk-government/dpia.md", "route_aliases": [ "uk-government-dpia", "uk-government/dpia", "uk-government/dpia.md" ], "section": "uk-government", "semantic_id": "https://chris-page-gov.github.io/okf-ai-infrastructure/id/uk-government/dpia", "semantic_type": "okf:Concept", "source": "uk-government/dpia.md", "sources": [ { "last_modified": "2026-06-27", "resource": 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