Agent-ready infrastructure, federated AI, standards, frameworks, research, and UK public-sector implications.
Overview, source documents, themes and the evaluation.
Two complementary threads: the agent-ready vertical stack and the federated collaborative-learning layer.
How this bundle was built and what is verified vs open.
The substantive paper on the agent-ready stack, benchmarks, protocols and governance.
From API-Calling LLMs to Agent-Ready Digital Infrastructure
A 15-slide visual summary of the agent-ready paper.
Engineering Agent-Ready Infrastructure (deck)
Multi-agent study of FL frameworks, deployments, privacy and UK policy.
The papers and deck this bundle is built from.
Understanding a tool is never authority to use it.
Intent → retrieve → select/bind → authorise → execute → record evidence.
Benchmarks shifted from argument syntax to state, policy and outcome reliability.
Evaluation moved from format to execution
Seven failure classes, each with its own controls — not just 'stale data'.
The load-bearing ideas across both threads.
Orchestration standards don't define how institutions jointly improve a model.
The missing collaborative-learning layer
Harden the substrate in stages: inventory → control plane → institutional capability.
Roles, SLAs and liability shift as agents move from answering to acting.
Large fleets of weak devices vs a few institutions with legal separation.
A formal bound on what any individual contributes to a released result.
Judge federations on utility *and* governance, not accuracy alone.
Distributed statistics and monitoring without training a model.
Measuring models when data and outcome definitions stay distributed.
Many clients train a shared model under orchestration while data stays decentralised.
Applying the federated pattern to LLM-era retrieval and generation.
Removing a participant's influence from a trained model.
Computing over encrypted data / across parties without revealing inputs.
Centralised aggregation vs hierarchical/asynchronous/enclave-backed designs.
Hub-and-spoke vs hierarchical coordination
The collaborative-learning layer: federated learning, privacy and evaluation.
Privacy attacks that recover information from model updates.
Malicious participants corrupt the shared model.
Heterogeneity is intrinsic, not incidental, in federated settings.
The server learns the aggregate of updates, not any individual update.
Hardware-isolated computation strengthening server-side confidentiality.
Conversational single- and multi-agent programming framework.
Andrew Ng open content/skills registry: curated, versioned docs (and skills) for coding agents.
Industrial-grade FL with HE/MPC secure computation.
Scalable distributed training/deployment across GPUs, cloud, edge, smartphones.
Research system for large-scale, asynchronous, fault-tolerant federations.
Framework-agnostic federated AI: simulation-to-deployment, secure agg, DP, audit, OIDC.
Agent frameworks and federated-learning frameworks.
Production-oriented FL SDK: admin, monitoring, access control, confidential computing.
Multi-tool/multi-agent orchestration, built-in tools, streaming, observability.
Open Federated Learning library (LF AI & Data).
Privacy-preserving remote analysis on data that stays put.
Middleware translating model requests into existing functions/plugins.
Production FL for regulated health/biotech; Kubernetes, auditable logs.
Research framework for custom federated computations.
A2A's machine-readable description of an agent's capabilities.
A reusable, packaged instruction/workflow bundle for an agent.
Outbound calls to remote services (REST, GraphQL, gRPC, events).
Runtime enforcement point for authn/z, rate limiting, routing and logging.
Cryptographic proof of a workload's or node's identity/integrity.
A trustworthy record of what an agent read, decided and did.
A credential where mere possession grants access.
Undoing or offsetting a completed step in a multi-step workflow.
A privileged component tricked into misusing its authority for another.
Explicit user permission for data exposure or action.
A model emitting a tool invocation against a declared function schema.
An operation that can be safely repeated with the same effect.
Plain-English definitions of the technical terms used across the bundle.
Granting only the minimum authority needed for a task.
Decoupling policy decisions from enforcement points across services.
Malicious instructions hidden in tool descriptions or retrieved content.
The recorded entities, activities and agents that produced an outcome.
Checking that fields and types match a formal contract.
Checking that intent maps to the right operation and entities.
A token usable only by the client that presents the right proof.
Constraining a model's output to a schema; guarantees form, not authority.
Finding that a capability exists (catalogues, agent cards, registries).
Selecting a small candidate set from a large inventory at inference time.
The widest term: APIs, code execution, search, retrieval, workflow calls.
Orchestrates multi-step, stateful processes; Arazzo describes them declaratively.
Cryptographic identity for software workloads; 'what is calling'.
An **Open Knowledge Format (OKF v0.2)** bundle covering **AI
Wiki profile byte for byte with its adjacent release lock. The producer
UK institute; evidence on agent/MCP tool usage.
Stewards OPA, OpenTelemetry; confidential-computing community.
Department behind the Blueprint and AI Management Essentials.
Maintains the Flower federated AI framework.
Author of the cross-government API standards.
Launched A2A; TensorFlow Federated; keyboard FL.
UK regulator; AI and data-protection guidance.
Publishes the OAuth, DPoP, mTLS and HTTP-signature RFCs.
Bodies that author or steward the standards, frameworks and policy.
Hosts A2A, OpenAPI Initiative, CNCF, LF AI & Data.
Guidelines for secure AI system development.
Function calling, Structured Outputs, Agents SDK & Responses API.
Open-source privacy-preserving ML community (PySyft).
Standards body for GraphQL-era web specs and PROV.
Multi-environment agent evaluation across 8 interactive environments.
Runnable evaluation exposing planning, retrieval and calling gaps.
Pipeline for verifiable function-calling data; 3,673 executable APIs.
Function-call accuracy: relevance, parallel and sequential calls.
Berkeley Function Calling Leaderboard (BFCL)
Communication-efficient decentralised training by model averaging.
On-device federated training for next-word prediction at production scale.
Fine-tuned LLM + document retriever; adapts to doc change, cuts hallucination.
The tool-use and federated-learning research lineage.
The field's open problems: heterogeneity, privacy, fairness, evaluation.
Kairouz et al. — Advances and open problems (2019)
Ten pharma companies trained a shared model without sharing raw data.
Neuro-symbolic modular routing to expert/knowledge modules.
Interleaving reasoning traces with actions improves task success.
Retrieval-augmented pre-training; knowledge can be retrieved, not only stored.
Tool-Agent-User evaluation with domain policies.
Self-evolution synthesis; 26,507 APIs; dual verification.
Self-supervised learning of when and how to call tools.
16,000+ APIs; ToolLLaMA with a neural API retriever; DFSDT.
Stateful, conversational evaluation with a user simulator.
Every source, standard, framework, paper and organisation in the bundle, with verified citations.
Authoritative, machine-readable descriptions of what a capability is and how to call it.
The end-to-end lifecycle that turns a tool-calling model into governed agent execution.
The discovery-to-governance control plane
Finding that a capability exists, and selecting a small candidate set at inference time.
Durable, stateful multi-step execution owned by the runtime, not the prompt.
The collaborative-learning plane that lets institutions improve a shared model without centralising data.
The federation layer (the missing plane)
Establishing who or what is acting, for whom, for what purpose, with which limits.
The agent-ready vertical stack: from contracts to evidence.
The evidence layer: traces, metrics, logs and an interoperable provenance graph.
Decoupling policy decisions from enforcement points across the stack.
Schema grounding vs semantic grounding: matching types vs matching intent.
Agent-to-agent protocol: capability discovery, delegation, long-running tasks, streaming.
Machine-readable workflow narratives over API descriptions.
Protocol-agnostic description of channels, operations and messages.
European DCAT application profile for interoperable data portals and federated catalogue metadata.
W3C vocabulary for catalogues, datasets, data services, endpoint URLs, endpoint descriptions, publishers, licences and distributions.
Data Catalog Vocabulary (DCAT) Version 3
Application-layer sender-constraining without mutual TLS.
W3C companion vocabulary for expressing data quality metadata and quality annotations alongside DCAT.
Typed query language with introspection and client-specified responses.
Typed RPC and efficient binary serialisation with generated stubs.
End-to-end integrity and authenticity across intermediaries.
Specs, protocols, identity, policy and observability — verified against primary sources.
Validation vocabulary; underpins strict tool arguments and structured output.
Agent-to-tool protocol: hosts, clients, servers, tools, resources, prompts over JSON-RPC.
Sender-constrains tokens to a client via mutual TLS.
Current best practice; deprecates insecure OAuth modes.
Delegated, scoped access to an HTTP service without sharing credentials.
Policy-as-code: decoupled decisions across the stack.
HTTP API contracts: ops, schemas, security metadata; machine- and human-readable.
Traces, metrics and logs for end-to-end observability.
Proof Key for Code Exchange; protects auth-code flows from interception.
Workload identity and attestation for software systems.
Constraining model output to conform to a supplied schema.
Narrowing or translating authority for downstream services.
Interoperable model of provenance: entities, activities, agents.
No implicit trust based on network location.
Zero trust architecture (NIST SP 800-207)
A baseline self-assessment for responsible AI management.
Mandatory transparency records for public-effect algorithmic tools.
Algorithmic Transparency Recording Standard (ATRS)
A Digital Backbone, open APIs and a stronger digital centre.
Principles for responsible public-sector data and AI use.
A pre-deployment gate for high-risk processing.
Data Protection Impact Assessment (DPIA)
REST-default, OpenAPI-first; auth, sandboxes, GDPR by design.
Accountability, transparency, lawfulness, fairness, security, minimisation.
UK policy, standards, guidance and registries.
Security across design, development, deployment and operation.
NCSC Guidelines for secure AI system development
Public-sector transformation constrained by technology debt and fragmentation.
Check existing catalogues before building a new API.
Deterministic normalisation of an authored local Markdown link
document/index.md -> document/overview.md
CC0-1.0 repository-authored reference assertion with `normalized` status
document/index.md -> document/peer-review.md
document/index.md -> document/sources/index.md
document/index.md -> document/themes/index.md
document/overview.md -> document/sources/agent-ready-infrastructure-paper.md
document/overview.md -> document/sources/engineering-deck.md
document/overview.md -> document/sources/federated-ai-report.md
document/overview.md -> glossary/provenance.md
document/overview.md -> sources-index.md
document/overview.md -> stack/control-plane.md
document/overview.md -> stack/federation-layer.md
document/peer-review.md -> frameworks/context-hub.md
document/peer-review.md -> glossary/agent-skill.md
document/peer-review.md -> standards/a2a.md
document/peer-review.md -> standards/mcp.md
document/sources/agent-ready-infrastructure-paper.md -> document/themes/discovery-to-governance.md
document/sources/agent-ready-infrastructure-paper.md -> document/themes/failure-taxonomy.md
document/sources/engineering-deck.md -> document/sources/agent-ready-infrastructure-paper.md
document/sources/federated-ai-report.md -> document/themes/missing-collaborative-learning-layer.md
document/sources/index.md -> document/sources/agent-ready-infrastructure-paper.md
document/sources/index.md -> document/sources/engineering-deck.md
document/sources/index.md -> document/sources/federated-ai-report.md
document/themes/agent-ready-not-agent-trusting.md -> glossary/sender-constrained-token.md
document/themes/agent-ready-not-agent-trusting.md -> stack/identity-and-authorisation.md
document/themes/discovery-to-governance.md -> glossary/compensation.md
document/themes/discovery-to-governance.md -> glossary/provenance.md
document/themes/discovery-to-governance.md -> stack/control-plane.md
document/themes/evaluation-format-to-execution.md -> research/agentbench.md
document/themes/evaluation-format-to-execution.md -> research/gorilla.md
document/themes/evaluation-format-to-execution.md -> research/tau-bench.md
document/themes/evaluation-format-to-execution.md -> research/toolsandbox.md
document/themes/failure-taxonomy.md -> glossary/confused-deputy.md
document/themes/failure-taxonomy.md -> glossary/consent.md
document/themes/failure-taxonomy.md -> glossary/idempotency.md
document/themes/failure-taxonomy.md -> glossary/least-privilege.md
document/themes/failure-taxonomy.md -> glossary/prompt-injection.md
document/themes/failure-taxonomy.md -> glossary/provenance.md
document/themes/failure-taxonomy.md -> glossary/semantic-grounding.md
document/themes/failure-taxonomy.md -> glossary/structured-output.md
document/themes/failure-taxonomy.md -> stack/understanding-and-grounding.md
document/themes/failure-taxonomy.md -> standards/json-schema.md
document/themes/index.md -> document/themes/agent-ready-not-agent-trusting.md
document/themes/index.md -> document/themes/discovery-to-governance.md
document/themes/index.md -> document/themes/evaluation-format-to-execution.md
document/themes/index.md -> document/themes/failure-taxonomy.md
document/themes/index.md -> document/themes/missing-collaborative-learning-layer.md
document/themes/index.md -> document/themes/recommendations-roadmap.md
document/themes/index.md -> document/themes/uk-public-sector-implications.md
document/themes/missing-collaborative-learning-layer.md -> federated/federated-learning.md
document/themes/missing-collaborative-learning-layer.md -> frameworks/flower.md
document/themes/missing-collaborative-learning-layer.md -> stack/federation-layer.md
document/themes/missing-collaborative-learning-layer.md -> standards/arazzo.md
document/themes/missing-collaborative-learning-layer.md -> standards/mcp.md
document/themes/recommendations-roadmap.md -> glossary/policy-as-code.md
document/themes/recommendations-roadmap.md -> glossary/provenance.md
document/themes/recommendations-roadmap.md -> glossary/workload-identity.md
document/themes/recommendations-roadmap.md -> stack/federation-layer.md
document/themes/recommendations-roadmap.md -> standards/opa.md
document/themes/recommendations-roadmap.md -> standards/spiffe-spire.md
document/themes/uk-public-sector-implications.md -> glossary/audit-trail.md
document/themes/uk-public-sector-implications.md -> glossary/consent.md
document/themes/uk-public-sector-implications.md -> glossary/provenance.md
document/themes/uk-public-sector-implications.md -> stack/observability-and-provenance.md
document/themes/uk-public-sector-implications.md -> standards/zero-trust.md
document/themes/uk-public-sector-implications.md -> uk-government/atrs.md
federated/cross-device-vs-cross-silo.md -> federated/federated-learning.md
federated/cross-device-vs-cross-silo.md -> research/melloddy.md
federated/differential-privacy.md -> federated/membership-inference.md
federated/differential-privacy.md -> federated/secure-aggregation.md
federated/differential-privacy.md -> federated/trusted-execution-environments.md
federated/evaluation-rubric.md -> glossary/audit-trail.md
federated/federated-analytics.md -> federated/federated-learning.md
federated/federated-analytics.md -> federated/trusted-execution-environments.md
federated/federated-evaluation.md -> federated/evaluation-rubric.md
federated/federated-evaluation.md -> federated/non-iid-data.md
federated/federated-learning.md -> federated/secure-aggregation.md
federated/federated-learning.md -> research/fedavg.md
federated/federated-learning.md -> stack/federation-layer.md
federated/federated-rag.md -> federated/federated-learning.md
federated/federated-rag.md -> frameworks/flower.md
federated/homomorphic-encryption-mpc.md -> federated/differential-privacy.md
federated/homomorphic-encryption-mpc.md -> federated/secure-aggregation.md
federated/homomorphic-encryption-mpc.md -> frameworks/fate.md
federated/hub-and-spoke-vs-hierarchical.md -> frameworks/flotilla.md
federated/hub-and-spoke-vs-hierarchical.md -> frameworks/flower.md
federated/index.md -> federated/cross-device-vs-cross-silo.md
federated/index.md -> federated/differential-privacy.md
federated/index.md -> federated/evaluation-rubric.md
federated/index.md -> federated/federated-analytics.md
federated/index.md -> federated/federated-evaluation.md
federated/index.md -> federated/federated-learning.md
federated/index.md -> federated/federated-rag.md
federated/index.md -> federated/federated-unlearning.md
federated/index.md -> federated/homomorphic-encryption-mpc.md
federated/index.md -> federated/hub-and-spoke-vs-hierarchical.md
federated/index.md -> federated/membership-inference.md
federated/index.md -> federated/model-poisoning-backdoors.md
federated/index.md -> federated/non-iid-data.md
federated/index.md -> federated/secure-aggregation.md
federated/index.md -> federated/trusted-execution-environments.md
federated/membership-inference.md -> federated/differential-privacy.md
federated/membership-inference.md -> federated/secure-aggregation.md
federated/model-poisoning-backdoors.md -> document/themes/uk-public-sector-implications.md
federated/model-poisoning-backdoors.md -> standards/spiffe-spire.md
federated/non-iid-data.md -> federated/federated-learning.md
federated/non-iid-data.md -> research/kairouz-open-problems.md
federated/secure-aggregation.md -> federated/differential-privacy.md
federated/secure-aggregation.md -> federated/federated-learning.md
federated/secure-aggregation.md -> federated/membership-inference.md
federated/trusted-execution-environments.md -> federated/federated-analytics.md
federated/trusted-execution-environments.md -> glossary/attestation.md
federated/trusted-execution-environments.md -> organisations/cncf.md
frameworks/context-hub.md -> document/peer-review.md
frameworks/context-hub.md -> glossary/agent-skill.md
frameworks/context-hub.md -> glossary/prompt-injection.md
frameworks/context-hub.md -> stack/discovery-and-retrieval.md
frameworks/context-hub.md -> standards/a2a.md
frameworks/context-hub.md -> standards/mcp.md
frameworks/fate.md -> federated/homomorphic-encryption-mpc.md
frameworks/flotilla.md -> federated/hub-and-spoke-vs-hierarchical.md
frameworks/flower.md -> organisations/flower-labs.md
frameworks/flower.md -> stack/federation-layer.md
frameworks/index.md -> frameworks/autogen.md
frameworks/index.md -> frameworks/context-hub.md
frameworks/index.md -> frameworks/fate.md
frameworks/index.md -> frameworks/fedml.md
frameworks/index.md -> frameworks/flotilla.md
frameworks/index.md -> frameworks/flower.md
frameworks/index.md -> frameworks/nvidia-flare.md
frameworks/index.md -> frameworks/openai-agents-sdk.md
frameworks/index.md -> frameworks/openfl.md
frameworks/index.md -> frameworks/pysyft.md
frameworks/index.md -> frameworks/semantic-kernel.md
frameworks/index.md -> frameworks/substra.md
frameworks/index.md -> frameworks/tensorflow-federated.md
frameworks/openai-agents-sdk.md -> organisations/openai.md
frameworks/openai-agents-sdk.md -> stack/execution-and-orchestration.md
frameworks/substra.md -> glossary/audit-trail.md
frameworks/substra.md -> research/melloddy.md
glossary/agent-card.md -> glossary/tool-discovery.md
glossary/agent-card.md -> stack/discovery-and-retrieval.md
glossary/agent-card.md -> standards/a2a.md
glossary/agent-skill.md -> frameworks/context-hub.md
glossary/agent-skill.md -> glossary/tool-use.md
glossary/agent-skill.md -> glossary/workflow-engine.md
glossary/agent-skill.md -> stack/control-plane.md
glossary/api-calling.md -> glossary/function-calling.md
glossary/api-calling.md -> glossary/tool-use.md
glossary/api-calling.md -> standards/openapi.md
glossary/api-gateway.md -> glossary/policy-as-code.md
glossary/api-gateway.md -> stack/policy-enforcement.md
glossary/api-gateway.md -> standards/openapi.md
glossary/attestation.md -> federated/trusted-execution-environments.md
glossary/attestation.md -> glossary/workload-identity.md
glossary/attestation.md -> standards/spiffe-spire.md
glossary/audit-trail.md -> glossary/consent.md
glossary/audit-trail.md -> glossary/provenance.md
glossary/audit-trail.md -> stack/observability-and-provenance.md
glossary/audit-trail.md -> uk-government/atrs.md
glossary/bearer-token.md -> glossary/sender-constrained-token.md
glossary/bearer-token.md -> glossary/workload-identity.md
glossary/bearer-token.md -> standards/oauth-2-0.md
glossary/compensation.md -> glossary/idempotency.md
glossary/compensation.md -> stack/execution-and-orchestration.md
glossary/confused-deputy.md -> glossary/least-privilege.md
glossary/confused-deputy.md -> stack/identity-and-authorisation.md
glossary/consent.md -> glossary/audit-trail.md
glossary/consent.md -> glossary/provenance.md
glossary/consent.md -> stack/observability-and-provenance.md
glossary/function-calling.md -> glossary/api-calling.md
glossary/function-calling.md -> glossary/structured-output.md
glossary/function-calling.md -> glossary/tool-use.md
glossary/function-calling.md -> organisations/openai.md
glossary/function-calling.md -> standards/structured-outputs.md
glossary/idempotency.md -> glossary/compensation.md
glossary/idempotency.md -> stack/execution-and-orchestration.md
glossary/index.md -> glossary/agent-card.md
glossary/index.md -> glossary/agent-skill.md
glossary/index.md -> glossary/api-calling.md
glossary/index.md -> glossary/api-gateway.md
glossary/index.md -> glossary/attestation.md
glossary/index.md -> glossary/audit-trail.md
glossary/index.md -> glossary/bearer-token.md
glossary/index.md -> glossary/compensation.md
glossary/index.md -> glossary/confused-deputy.md
glossary/index.md -> glossary/consent.md
glossary/index.md -> glossary/function-calling.md
glossary/index.md -> glossary/idempotency.md
glossary/index.md -> glossary/least-privilege.md
glossary/index.md -> glossary/policy-as-code.md
glossary/index.md -> glossary/prompt-injection.md
glossary/index.md -> glossary/provenance.md
glossary/index.md -> glossary/schema-grounding.md
glossary/index.md -> glossary/semantic-grounding.md
glossary/index.md -> glossary/sender-constrained-token.md
glossary/index.md -> glossary/structured-output.md
glossary/index.md -> glossary/tool-discovery.md
glossary/index.md -> glossary/tool-retrieval.md
glossary/index.md -> glossary/tool-use.md
glossary/index.md -> glossary/workflow-engine.md
glossary/index.md -> glossary/workload-identity.md
glossary/least-privilege.md -> glossary/confused-deputy.md
glossary/least-privilege.md -> glossary/sender-constrained-token.md
glossary/least-privilege.md -> stack/identity-and-authorisation.md
glossary/policy-as-code.md -> glossary/api-gateway.md
glossary/policy-as-code.md -> stack/policy-enforcement.md
glossary/policy-as-code.md -> standards/opa.md
glossary/prompt-injection.md -> document/themes/failure-taxonomy.md
glossary/prompt-injection.md -> glossary/least-privilege.md
glossary/prompt-injection.md -> standards/mcp.md
glossary/provenance.md -> glossary/audit-trail.md
glossary/provenance.md -> glossary/consent.md
glossary/provenance.md -> stack/observability-and-provenance.md
glossary/provenance.md -> standards/w3c-prov.md
glossary/schema-grounding.md -> glossary/semantic-grounding.md
glossary/schema-grounding.md -> glossary/structured-output.md
glossary/schema-grounding.md -> stack/understanding-and-grounding.md
glossary/schema-grounding.md -> standards/json-schema.md
glossary/semantic-grounding.md -> glossary/schema-grounding.md
glossary/semantic-grounding.md -> stack/understanding-and-grounding.md
glossary/sender-constrained-token.md -> glossary/bearer-token.md
glossary/sender-constrained-token.md -> stack/identity-and-authorisation.md
glossary/sender-constrained-token.md -> standards/dpop.md
glossary/sender-constrained-token.md -> standards/mtls-bound-tokens.md
glossary/structured-output.md -> glossary/function-calling.md
glossary/structured-output.md -> glossary/schema-grounding.md
glossary/structured-output.md -> standards/json-schema.md
glossary/structured-output.md -> standards/structured-outputs.md
glossary/tool-discovery.md -> glossary/agent-card.md
glossary/tool-discovery.md -> glossary/tool-retrieval.md
glossary/tool-discovery.md -> stack/discovery-and-retrieval.md
glossary/tool-discovery.md -> standards/openapi.md
glossary/tool-discovery.md -> uk-government/uk-api-catalogue.md
glossary/tool-retrieval.md -> glossary/tool-discovery.md
glossary/tool-retrieval.md -> research/gorilla.md
glossary/tool-retrieval.md -> stack/discovery-and-retrieval.md
glossary/tool-use.md -> glossary/agent-skill.md
glossary/tool-use.md -> glossary/api-calling.md
glossary/tool-use.md -> glossary/function-calling.md
glossary/tool-use.md -> stack/control-plane.md
glossary/workflow-engine.md -> glossary/compensation.md
glossary/workflow-engine.md -> glossary/idempotency.md
glossary/workflow-engine.md -> stack/execution-and-orchestration.md
glossary/workflow-engine.md -> standards/arazzo.md
glossary/workload-identity.md -> glossary/attestation.md
glossary/workload-identity.md -> glossary/bearer-token.md
glossary/workload-identity.md -> stack/identity-and-authorisation.md
glossary/workload-identity.md -> standards/spiffe-spire.md
organisations/anthropic.md -> standards/mcp.md
organisations/cncf.md -> standards/opa.md
organisations/cncf.md -> standards/opentelemetry.md
organisations/dsit.md -> uk-government/ai-management-essentials.md
organisations/dsit.md -> uk-government/blueprint-modern-digital-government.md
organisations/flower-labs.md -> frameworks/flower.md
organisations/gds.md -> uk-government/gds-api-standards.md
organisations/gds.md -> uk-government/uk-api-catalogue.md
organisations/google.md -> frameworks/tensorflow-federated.md
organisations/google.md -> research/google-keyboard-fl.md
organisations/google.md -> standards/a2a.md
organisations/ico.md -> uk-government/dpia.md
organisations/ico.md -> uk-government/ico-ai-guidance.md
organisations/ietf.md -> standards/dpop.md
organisations/ietf.md -> standards/http-message-signatures.md
organisations/ietf.md -> standards/mtls-bound-tokens.md
organisations/ietf.md -> standards/oauth-2-0-security-bcp.md
organisations/ietf.md -> standards/oauth-2-0.md
organisations/ietf.md -> standards/token-exchange.md
organisations/index.md -> organisations/aisi.md
organisations/index.md -> organisations/anthropic.md
organisations/index.md -> organisations/cncf.md
organisations/index.md -> organisations/dsit.md
organisations/index.md -> organisations/flower-labs.md
organisations/index.md -> organisations/gds.md
organisations/index.md -> organisations/google.md
organisations/index.md -> organisations/ico.md
organisations/index.md -> organisations/ietf.md
organisations/index.md -> organisations/linux-foundation.md
organisations/index.md -> organisations/ncsc.md
organisations/index.md -> organisations/nvidia.md
organisations/index.md -> organisations/openai.md
organisations/index.md -> organisations/openapi-initiative.md
organisations/index.md -> organisations/openmined.md
organisations/index.md -> organisations/w3c.md
organisations/linux-foundation.md -> frameworks/openfl.md
organisations/linux-foundation.md -> frameworks/substra.md
organisations/linux-foundation.md -> organisations/cncf.md
organisations/linux-foundation.md -> organisations/openapi-initiative.md
organisations/linux-foundation.md -> standards/a2a.md
organisations/ncsc.md -> uk-government/ncsc-secure-ai.md
organisations/nvidia.md -> frameworks/nvidia-flare.md
organisations/openai.md -> frameworks/openai-agents-sdk.md
organisations/openai.md -> glossary/function-calling.md
organisations/openai.md -> glossary/structured-output.md
organisations/openai.md -> standards/structured-outputs.md
organisations/openapi-initiative.md -> standards/arazzo.md
organisations/openapi-initiative.md -> standards/openapi.md
organisations/openmined.md -> frameworks/pysyft.md
organisations/w3c.md -> standards/w3c-prov.md
research/apigen.md -> glossary/function-calling.md
research/fedavg.md -> federated/federated-learning.md
research/google-keyboard-fl.md -> federated/cross-device-vs-cross-silo.md
research/gorilla.md -> document/themes/failure-taxonomy.md
research/gorilla.md -> stack/discovery-and-retrieval.md
research/index.md -> research/agentbench.md
research/index.md -> research/api-bank.md
research/index.md -> research/google-keyboard-fl.md
research/index.md -> research/gorilla.md
research/index.md -> research/kairouz-open-problems.md
research/index.md -> research/melloddy.md
research/index.md -> research/tau-bench.md
research/index.md -> research/toolace.md
research/index.md -> research/toolformer.md
research/index.md -> research/toolllm-toolbench.md
research/index.md -> research/toolsandbox.md
research/kairouz-open-problems.md -> federated/federated-evaluation.md
research/kairouz-open-problems.md -> federated/non-iid-data.md
research/melloddy.md -> federated/cross-device-vs-cross-silo.md
research/melloddy.md -> frameworks/substra.md
research/realm.md -> stack/discovery-and-retrieval.md
research/tau-bench.md -> stack/policy-enforcement.md
research/toolsandbox.md -> stack/execution-and-orchestration.md
sources-index.md -> federated/cross-device-vs-cross-silo.md
sources-index.md -> federated/differential-privacy.md
sources-index.md -> federated/evaluation-rubric.md
sources-index.md -> federated/federated-analytics.md
sources-index.md -> federated/federated-evaluation.md
sources-index.md -> federated/federated-learning.md
sources-index.md -> federated/federated-rag.md
sources-index.md -> federated/federated-unlearning.md
sources-index.md -> federated/homomorphic-encryption-mpc.md
sources-index.md -> federated/hub-and-spoke-vs-hierarchical.md
sources-index.md -> federated/membership-inference.md
sources-index.md -> federated/model-poisoning-backdoors.md
sources-index.md -> federated/non-iid-data.md
sources-index.md -> federated/secure-aggregation.md
sources-index.md -> federated/trusted-execution-environments.md
sources-index.md -> frameworks/autogen.md
sources-index.md -> frameworks/context-hub.md
sources-index.md -> frameworks/flotilla.md
sources-index.md -> frameworks/flower.md
sources-index.md -> frameworks/nvidia-flare.md
sources-index.md -> frameworks/openai-agents-sdk.md
sources-index.md -> frameworks/openfl.md
sources-index.md -> frameworks/pysyft.md
sources-index.md -> frameworks/semantic-kernel.md
sources-index.md -> frameworks/substra.md
sources-index.md -> frameworks/tensorflow-federated.md
sources-index.md -> organisations/aisi.md
sources-index.md -> organisations/anthropic.md
sources-index.md -> organisations/cncf.md
sources-index.md -> organisations/dsit.md
sources-index.md -> organisations/flower-labs.md
sources-index.md -> organisations/gds.md
sources-index.md -> organisations/google.md
sources-index.md -> organisations/ico.md
sources-index.md -> organisations/ietf.md
sources-index.md -> organisations/linux-foundation.md
sources-index.md -> organisations/ncsc.md
sources-index.md -> organisations/nvidia.md
sources-index.md -> organisations/openai.md
sources-index.md -> organisations/openapi-initiative.md
sources-index.md -> organisations/openmined.md
sources-index.md -> organisations/w3c.md
sources-index.md -> research/agentbench.md
sources-index.md -> research/api-bank.md
sources-index.md -> research/google-keyboard-fl.md
sources-index.md -> research/kairouz-open-problems.md
sources-index.md -> research/melloddy.md
sources-index.md -> research/tau-bench.md
sources-index.md -> research/toolformer.md
sources-index.md -> research/toolllm-toolbench.md
sources-index.md -> research/toolsandbox.md
sources-index.md -> standards/asyncapi.md
sources-index.md -> standards/graphql.md
sources-index.md -> standards/grpc-protobuf.md
sources-index.md -> standards/http-message-signatures.md
sources-index.md -> standards/json-schema.md
sources-index.md -> standards/mtls-bound-tokens.md
sources-index.md -> standards/oauth-2-0-security-bcp.md
sources-index.md -> standards/oauth-2-0.md
sources-index.md -> standards/openapi.md
sources-index.md -> standards/opentelemetry.md
sources-index.md -> standards/spiffe-spire.md
sources-index.md -> standards/structured-outputs.md
sources-index.md -> standards/token-exchange.md
sources-index.md -> standards/w3c-prov.md
sources-index.md -> standards/zero-trust.md
sources-index.md -> uk-government/ai-management-essentials.md
sources-index.md -> uk-government/atrs.md
sources-index.md -> uk-government/blueprint-modern-digital-government.md
sources-index.md -> uk-government/data-ethics-framework.md
sources-index.md -> uk-government/dpia.md
sources-index.md -> uk-government/gds-api-standards.md
sources-index.md -> uk-government/ico-ai-guidance.md
sources-index.md -> uk-government/ncsc-secure-ai.md
sources-index.md -> uk-government/state-of-digital-government.md
sources-index.md -> uk-government/uk-api-catalogue.md
stack/contracts-and-interfaces.md -> stack/control-plane.md
stack/contracts-and-interfaces.md -> stack/understanding-and-grounding.md
stack/contracts-and-interfaces.md -> standards/arazzo.md
stack/contracts-and-interfaces.md -> standards/asyncapi.md
stack/contracts-and-interfaces.md -> standards/graphql.md
stack/contracts-and-interfaces.md -> standards/grpc-protobuf.md
stack/contracts-and-interfaces.md -> standards/json-schema.md
stack/contracts-and-interfaces.md -> standards/openapi.md
stack/control-plane.md -> document/themes/agent-ready-not-agent-trusting.md
stack/control-plane.md -> glossary/compensation.md
stack/control-plane.md -> glossary/provenance.md
stack/control-plane.md -> stack/contracts-and-interfaces.md
stack/control-plane.md -> stack/discovery-and-retrieval.md
stack/control-plane.md -> stack/execution-and-orchestration.md
stack/control-plane.md -> stack/federation-layer.md
stack/control-plane.md -> stack/identity-and-authorisation.md
stack/control-plane.md -> stack/observability-and-provenance.md
stack/control-plane.md -> stack/policy-enforcement.md
stack/discovery-and-retrieval.md -> frameworks/context-hub.md
stack/discovery-and-retrieval.md -> glossary/agent-card.md
stack/discovery-and-retrieval.md -> research/gorilla.md
stack/discovery-and-retrieval.md -> research/toolllm-toolbench.md
stack/discovery-and-retrieval.md -> stack/contracts-and-interfaces.md
stack/discovery-and-retrieval.md -> uk-government/uk-api-catalogue.md
stack/execution-and-orchestration.md -> frameworks/openai-agents-sdk.md
stack/execution-and-orchestration.md -> glossary/compensation.md
stack/execution-and-orchestration.md -> glossary/idempotency.md
stack/execution-and-orchestration.md -> glossary/tool-use.md
stack/execution-and-orchestration.md -> glossary/workflow-engine.md
stack/execution-and-orchestration.md -> research/tau-bench.md
stack/execution-and-orchestration.md -> research/toolsandbox.md
stack/execution-and-orchestration.md -> standards/arazzo.md
stack/federation-layer.md -> document/themes/missing-collaborative-learning-layer.md
stack/federation-layer.md -> federated/cross-device-vs-cross-silo.md
stack/federation-layer.md -> federated/federated-learning.md
stack/federation-layer.md -> frameworks/flower.md
stack/federation-layer.md -> glossary/audit-trail.md
stack/federation-layer.md -> standards/arazzo.md
stack/federation-layer.md -> standards/mcp.md
stack/identity-and-authorisation.md -> document/themes/agent-ready-not-agent-trusting.md
stack/identity-and-authorisation.md -> glossary/sender-constrained-token.md
stack/identity-and-authorisation.md -> glossary/workload-identity.md
stack/identity-and-authorisation.md -> standards/dpop.md
stack/identity-and-authorisation.md -> standards/mtls-bound-tokens.md
stack/identity-and-authorisation.md -> standards/oauth-2-0-security-bcp.md
stack/identity-and-authorisation.md -> standards/oauth-2-0.md
stack/identity-and-authorisation.md -> standards/spiffe-spire.md
stack/identity-and-authorisation.md -> standards/token-exchange.md
stack/identity-and-authorisation.md -> standards/zero-trust.md
stack/index.md -> stack/contracts-and-interfaces.md
stack/index.md -> stack/control-plane.md
stack/index.md -> stack/discovery-and-retrieval.md
stack/index.md -> stack/execution-and-orchestration.md
stack/index.md -> stack/federation-layer.md
stack/index.md -> stack/identity-and-authorisation.md
stack/index.md -> stack/observability-and-provenance.md
stack/index.md -> stack/policy-enforcement.md
stack/index.md -> stack/understanding-and-grounding.md
stack/observability-and-provenance.md -> document/themes/uk-public-sector-implications.md
stack/observability-and-provenance.md -> glossary/audit-trail.md
stack/observability-and-provenance.md -> glossary/consent.md
stack/observability-and-provenance.md -> glossary/provenance.md
stack/observability-and-provenance.md -> standards/opentelemetry.md
stack/observability-and-provenance.md -> standards/w3c-prov.md
stack/policy-enforcement.md -> glossary/policy-as-code.md
stack/policy-enforcement.md -> glossary/provenance.md
stack/policy-enforcement.md -> stack/identity-and-authorisation.md
stack/policy-enforcement.md -> stack/observability-and-provenance.md
stack/policy-enforcement.md -> standards/opa.md
stack/understanding-and-grounding.md -> document/themes/failure-taxonomy.md
stack/understanding-and-grounding.md -> glossary/schema-grounding.md
stack/understanding-and-grounding.md -> glossary/semantic-grounding.md
stack/understanding-and-grounding.md -> stack/contracts-and-interfaces.md
stack/understanding-and-grounding.md -> standards/graphql.md
standards/a2a.md -> glossary/agent-card.md
standards/a2a.md -> organisations/google.md
standards/a2a.md -> organisations/linux-foundation.md
standards/arazzo.md -> glossary/tool-use.md
standards/arazzo.md -> standards/asyncapi.md
standards/arazzo.md -> standards/openapi.md
standards/dpop.md -> glossary/sender-constrained-token.md
standards/grpc-protobuf.md -> glossary/api-gateway.md
standards/index.md -> standards/arazzo.md
standards/index.md -> standards/asyncapi.md
standards/index.md -> standards/dcat-ap.md
standards/index.md -> standards/graphql.md
standards/index.md -> standards/grpc-protobuf.md
standards/index.md -> standards/http-message-signatures.md
standards/index.md -> standards/json-schema.md
standards/index.md -> standards/mtls-bound-tokens.md
standards/index.md -> standards/oauth-2-0-security-bcp.md
standards/index.md -> standards/oauth-2-0.md
standards/index.md -> standards/openapi.md
standards/index.md -> standards/opentelemetry.md
standards/index.md -> standards/spiffe-spire.md
standards/index.md -> standards/structured-outputs.md
standards/index.md -> standards/token-exchange.md
standards/index.md -> standards/w3c-prov.md
standards/index.md -> standards/zero-trust.md
standards/json-schema.md -> glossary/structured-output.md
standards/mcp.md -> frameworks/context-hub.md
standards/mcp.md -> organisations/anthropic.md
standards/oauth-2-0-security-bcp.md -> glossary/bearer-token.md
standards/oauth-2-0.md -> glossary/bearer-token.md
standards/oauth-2-0.md -> standards/dpop.md
standards/oauth-2-0.md -> standards/mtls-bound-tokens.md
standards/oauth-2-0.md -> standards/oauth-2-0-security-bcp.md
standards/oauth-2-0.md -> standards/pkce.md
standards/oauth-2-0.md -> standards/token-exchange.md
standards/openapi.md -> standards/arazzo.md
standards/openapi.md -> uk-government/gds-api-standards.md
standards/pkce.md -> glossary/bearer-token.md
standards/pkce.md -> glossary/sender-constrained-token.md
standards/spiffe-spire.md -> glossary/attestation.md
standards/spiffe-spire.md -> glossary/workload-identity.md
standards/structured-outputs.md -> glossary/function-calling.md
standards/structured-outputs.md -> standards/json-schema.md
standards/w3c-prov.md -> glossary/provenance.md
standards/w3c-prov.md -> stack/observability-and-provenance.md
standards/zero-trust.md -> glossary/sender-constrained-token.md
standards/zero-trust.md -> glossary/workload-identity.md
standards/zero-trust.md -> standards/spiffe-spire.md
uk-government/gds-api-standards.md -> standards/openapi.md
uk-government/index.md -> uk-government/ai-management-essentials.md
uk-government/index.md -> uk-government/atrs.md
uk-government/index.md -> uk-government/blueprint-modern-digital-government.md
uk-government/index.md -> uk-government/data-ethics-framework.md
uk-government/index.md -> uk-government/dpia.md
uk-government/index.md -> uk-government/gds-api-standards.md
uk-government/index.md -> uk-government/ico-ai-guidance.md
uk-government/index.md -> uk-government/ncsc-secure-ai.md
uk-government/index.md -> uk-government/state-of-digital-government.md
uk-government/index.md -> uk-government/uk-api-catalogue.md