Analyze this session and extract non-obvious learnings to add to AGENTS.md files.

AGENTS.md files can exist at any directory level, not just the project root. When an agent reads a file, any AGENTS.md in parent directories are automatically loaded into the context of the tool read. Place learnings as close to the relevant code as possible:

• Project-wide learnings → root AGENTS.md
• Package/module-specific → packages/foo/AGENTS.md
• Feature-specific → src/auth/AGENTS.md

What counts as a learning (non-obvious discoveries only):

• Hidden relationships between files or modules
• Execution paths that differ from how code appears
• Non-obvious configuration, env vars, or flags
• Debugging breakthroughs when error messages were misleading
• API/tool quirks and workarounds
• Build/test commands not in README
• Architectural decisions and constraints
• Files that must change together

What NOT to include:

• Obvious facts from documentation
• Standard language/framework behavior
• Things already in an AGENTS.md
• Verbose explanations
• Session-specific details

Process:

1. Review session for discoveries, errors that took multiple attempts, unexpected connections
2. Determine scope - what directory does each learning apply to?
3. Read existing AGENTS.md files at relevant levels
4. Create or update AGENTS.md at the appropriate level
5. Keep entries to 1-3 lines per insight

After updating, summarize which AGENTS.md files were created/updated and how many learnings per file.

$ARGUMENTS