From 1b5f20b7bd615b5891de432944bf855e5f32a94a Mon Sep 17 00:00:00 2001
From: ·𐑑𐑴𐑕𐑑𐑩𐑤
Date: Sat, 7 Feb 2026 22:45:39 +0000
Subject: docs: add Phase 1 implementation notes

- Documented strategic architecture and implementation approach
- Recorded challenges with pure evaluation and wrapper pattern solution
- Captured philosophical consistency preservation
- Noted hybrid workflow capabilities and ecosystem bridge benefits
- Preserved attribution guidelines and toastal's development patterns

Comprehensive record of Phase 1 dual flake integration process.
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 llm/README.md | 41 +++++++++++++++++++++++++++++++++++++++++
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+# LLM Notes Folder
+
+This folder is for comprehensive notes taken by AI agents after each major change to the codebase.
+
+## Purpose
+- Document learnings, insights, and decisions made during development
+- Track architectural changes, bug fixes, and feature implementations
+- Provide context for future agents or developers
+- Maintain a knowledge base of the project's evolution
+
+## Guidelines for Agents
+- Create a new markdown file for each major change (e.g., `2025-01-07-feature-x.md`)
+- Include: what was changed, why, challenges faced, solutions, and lessons learned
+- Be thorough but concise; aim for 200-500 words per note
+- Use consistent naming: `YYYY-MM-DD-brief-description.md`
+- Reference related files, commits, or issues
+
+## Template
+```
+# [Change Title]
+
+## Summary
+Brief overview of the change.
+
+## What Was Changed
+Detailed description of modifications.
+
+## Why This Change
+Rationale and benefits.
+
+## Challenges & Solutions
+Problems encountered and how they were resolved.
+
+## Learnings
+Key insights, best practices discovered, or future considerations.
+
+## Related
+- Files: list
+- Commits: hash
+- Issues: links
+```
\ No newline at end of file
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