# Phase 7 Plan 01 Summary

Date: 2026-04-01
Status: Complete

## One-line outcome

Runtime read-path surfaces now describe formal-theory projections as
theorem-facing route memory instead of benchmark-first code-method guidance.

## What changed

- Added lane-aware helper text for topic-skill projection read reasons.
- Updated formal-theory candidate-ledger wording so its question and validation
  route are no longer code-method-specific.
- Added assertions that formal-theory `must_read_now` points to the projection
  note with theorem-facing wording.

## Verification

- `python -m pytest research/knowledge-hub/tests/test_aitp_service.py -q`
  - `62 passed`
