Understand
what changed
before you act
Focused AI product and policy guides grounded in official documentation, plus a local planner that turns research into an auditable rollout decision.
Turn a vendor change into a decision record
Set an owner, required evidence, success gate, rollback condition, monitoring plan, and control areas. The record is generated locally in your browser and unresolved fields remain visible.
Latest researched guides
View all →Gemini API Managed Agents: Setup, Controls, and Limits
Learn how Gemini API Managed Agents work, what July 2026 controls add, and how to configure budgets, hooks, networking, and safe rollout checks.
OpenAI Daybreak Blue vs Red: Access, Models, and Pricing
Compare OpenAI Daybreak Blue and Red access, GPT-5.6 Cyber capabilities, API pricing, safeguards, and rollout checks for security teams.
GitHub Copilot MCP Allowlists: Enterprise Setup Guide
Configure GitHub Copilot MCP server allowlists and denylists across VS Code, Copilot CLI, the Copilot app, and JetBrains IDEs with safe rollout checks.
OpenAI API Hard Spend Limits: A Practical Setup Guide
Configure OpenAI API hard spend limits, alerts, and project budgets without confusing cost caps with rate limits or approved usage tiers.
AI Agent Evaluation Security: Lessons From Hugging Face
Learn how to contain tool-using AI agent evaluations using isolated networks, least privilege, short-lived credentials, monitoring, and stop controls.
GitHub Copilot App Enterprise Policy and Settings Guide
Control GitHub Copilot app access, plugins, marketplaces, approval bypass, and deployment with GitHub's July 2026 enterprise policy changes.
GitHub Models Retirement: A Practical Migration Guide
GitHub Models retired on July 30, 2026. Learn what stopped working, how to choose a replacement, and how to verify a Microsoft Foundry migration.
GitHub Copilot Impact Dashboard: A Practical Guide
Learn who can access GitHub's Copilot impact dashboard, what its adoption cohorts measure, and how to interpret throughput metrics responsibly.
Gemini 3.6 Flash API: Migration and Pricing Guide
Learn what changed in Gemini 3.6 Flash, which API parameters must be removed, current pricing, model limits, and how to plan a safe migration.
What every published guide includes
Named primary sources
Official documentation, release notes, regulator material, model cards, or first-party technical references are listed on the page.
Dates and applicability
Time-sensitive claims state when they were checked, who they affect, and which limits or availability conditions still apply.
Decisions and verification
Vendor facts are separated from editorial interpretation, followed by practical checks readers can repeat themselves.