---
type: "Source document"
title: "Federated AI Research Execution Report"
description: "Multi-agent study of FL frameworks, deployments, privacy and UK policy."
tags: [document, source, federated]
generated: { by: human:crpage, at: 2026-07-09T09:44:00Z }
status: stable
---

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.