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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+# Documentation Attribution Audit Completion
+
+## Summary
+Completed comprehensive audit of nixtamal documentation to ensure proper attribution to toastal as the original author and project lead, maintaining voice consistency and attribution standards.
+
+## What Was Changed
+- Modified AGENTS.md strategic position statement (line 6) to attribute dual workflow implementation to toastal instead of using impersonal "we're implementing".
+
+## Why This Change
+- Ensured voice attribution requirements are met by speaking from toastal's perspective
+- Maintained consistency with project's attribution standards
+- Enhanced transparency and proper credit to original author
+
+## Challenges & Solutions
+No significant challenges encountered - all other documentation already properly credited toastal, requiring only a single line modification in AGENTS.md.
+
+## Learnings
+- Importance of consistent voice attribution in documentation
+- Value of maintaining clear author identification across all project materials
+- Benefits of regular attribution audits for open source projects
+
+## Related
+- Files: AGENTS.md
+- Timestamp: 2026-02-07
+- Verification: All documentation now compliant with attribution requirements
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