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Steering-section extension of the AI Hero course vetting effort — contract in docs/topics/pocock-course-lanes/PLAN.md (branch claude/plan-mode-discussion-55kszx); lanes 1–6 are #2899–#2904; sibling steering lanes are #2909 and #2910. This lane sweeps the steering lessons whose territory we believe is already covered, validates that belief instead of assuming it, and verifies the section's harness-behavior claims per the contract's claim ladder.
Expected-parity surfaces to validate, not assume: claude-memory:audit (memory-layer hygiene), claude-memory:stateless (auto-memory), docs-hygiene:rename-references (stale pointers), docs-hygiene pruning machinery.
Proposed work
Open with /planning:interview me per contract; lane discusses and decides — implementation leaves as filed work items
Navigation pointers (lesson 6): check claude-memory:audit criteria for coverage of: navigation sections in CLAUDE.md, stale-pointer risk ("a stale highway is worse than no highway" — pointer targets that moved), nested/subdirectory CLAUDE.md loading (the course doesn't mention it; our guidance should), and @-mention as the one-turn-scoped equivalent. Patch criteria if absent
Design-smell caveat (user-raised): a navigation pointer that exists because changes must be mirrored across distant folders can mask low cohesion ("things that change together live together") — remediation guidance should consider restructuring before adding a pointer. Decide where this caveat lives
Auto-memory (lesson 9): validate claude-memory:stateless + audit fully cover the lesson (expect no work; record the parity rows)
/init-then-prune eval fixture (lesson 8, user-suggested): evaluate generating a bloated memory file with /init, running claude-memory:audit (or the lane-7 authoring skill) against it, and grading against expected findings — as an eval fixture / benchmark flow (evals:design)
Harness-claims bundle (claim ladder tier i — verify against current official docs before repeating): auto-memory file location (per-project state dir keyed by cwd, outside the repo), /memory command behavior, MEMORY.md index shape, disable-model-invocation listing behavior, nested CLAUDE.md loading semantics, ~/.agents/skills vs ~/.claude/skills path equivalence claim, agentskills.io open-standard claim, /context Memory Files accounting
Context
Steering-section extension of the AI Hero course vetting effort — contract in
docs/topics/pocock-course-lanes/PLAN.md(branchclaude/plan-mode-discussion-55kszx); lanes 1–6 are #2899–#2904; sibling steering lanes are #2909 and #2910. This lane sweeps the steering lessons whose territory we believe is already covered, validates that belief instead of assuming it, and verifies the section's harness-behavior claims per the contract's claim ladder.Expected-parity surfaces to validate, not assume:
claude-memory:audit(memory-layer hygiene),claude-memory:stateless(auto-memory),docs-hygiene:rename-references(stale pointers),docs-hygienepruning machinery.Proposed work
/planning:interview meper contract; lane discusses and decides — implementation leaves as filed work itemsclaude-memory:auditcriteria for coverage of: navigation sections in CLAUDE.md, stale-pointer risk ("a stale highway is worse than no highway" — pointer targets that moved), nested/subdirectory CLAUDE.md loading (the course doesn't mention it; our guidance should), and @-mention as the one-turn-scoped equivalent. Patch criteria if absentclaude-memory:stateless+auditfully cover the lesson (expect no work; record the parity rows)/init, runningclaude-memory:audit(or the lane-7 authoring skill) against it, and grading against expected findings — as an eval fixture / benchmark flow (evals:design)/memorycommand behavior, MEMORY.md index shape,disable-model-invocationlisting behavior, nested CLAUDE.md loading semantics,~/.agents/skillsvs~/.claude/skillspath equivalence claim, agentskills.io open-standard claim,/contextMemory Files accountingAcceptance criteria
docs/upstream/aihero-course.mdfor lessons 6 (Navigation Pointers), 8 (Trying Out Pruning), 9 (Automatic Memory), plus leftover claims of lessons 1–2 not owned by playbooks/docs-hygiene: aihero course lane 7: authoring-time steering doctrine (writing-for-agents re-decision) #2909claude-memory:auditcriteria gaps decided (patched or explicitly declined with reason)References
docs/topics/pocock-course-lanes/PLAN.md(claim ladder; harness-claims verdict table shape)plugins/claude-memory/skills/audit/SKILL.md+reference/criteria.mdplugins/claude-memory/skills/stateless/SKILL.mddocs/upstream/mattpocock-skills.md— decomposition tableMetadata