---
phase: 76-mode-learning-and-route-reuse
plan: 01
type: execute
wave: 1
depends_on:
  - 75-research-trajectory-and-cross-session-continuity
files_modified:
  - research/knowledge-hub/knowledge_hub/mode_learning_support.py
  - research/knowledge-hub/knowledge_hub/topic_shell_support.py
  - research/knowledge-hub/knowledge_hub/runtime_bundle_support.py
  - research/knowledge-hub/knowledge_hub/aitp_service.py
  - research/knowledge-hub/knowledge_hub/kernel_markdown_renderers.py
  - research/knowledge-hub/runtime/schemas/progressive-disclosure-runtime-bundle.schema.json
  - research/knowledge-hub/tests/test_aitp_service.py
  - research/knowledge-hub/tests/test_schema_contracts.py
autonomous: true
requirements:
  - REQ-MODE-01
  - REQ-MODE-02
must_haves:
  truths:
    - learned route guidance must be durable and operator-visible
    - mode learning must stay distinct from raw strategy-memory rows
    - watchlisted hotspot budgets must remain green
---

<objective>
Make learned route and lane preferences visible through a durable mode-learning
surface instead of leaving them inside hidden heuristics.
</objective>
