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This directory holds curated contributor-facing reference notes. These notes are public repo-native artifacts. They are not imported source material and they are not replacements for lab pages.

What belongs here

  • source maps for future lab topics
  • bounded comparison notes
  • short reading roundups
  • contributor briefings that help future drafting

Current notes

  • AI Education Policy To Practice: a product-agnostic education workshop planning note on shared AI language, teacher-led implementation, peer learning, and practical roadmaps.
  • Enterprise Agent Control Planes: a contributor-facing note on separating managed runtime, partner delivery, observability, governance, and security layers for enterprise agent systems.
  • Deep Research Product Signals: a contributor-facing comparison of current OpenAI deep-research positioning and Google’s Interactions-API-based developer surface for long-running research agents.
  • Deep Research Source Map
  • Evaluation Workbench Signals: a contributor-facing note on current evaluation workbench patterns across development-loop evals, agent-workflow evals, and durable open-source repos.
  • Local Agent Tooling Source Map: a contributor briefing for keeping local execution boundaries, runtimes, skills, discovery registries, MCP roots, resources, connectors, prompt-injection trust boundaries, and file-grounded workflows distinct in future drafts.
  • Open Agent Environments: a contributor note on separating environment contracts, harnesses, trainers, and MCP-native execution surfaces in agentic RL work.