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foxhunt/docs/superpowers/specs
jgrusewski 3a62e23056 spec(dqn): review fixes — clarify hot-path scope, add Invariant 8 named dims
Self-review pass on the DQN v2 unified design spec (d13b53586). Fixes
applied inline:

Ambiguity fixes:
- §3 Invariant 3: explicit definition of "training step loop" (per-step
  code in fused_training::step_fused and captured graph children; NOT
  per-epoch / per-fold / per-checkpoint code).
- §2 Tier 1: "stable epochs" defined as epochs [warmup_end..run_end)
  with warmup_end from B.3's seed-phase decay or explicit flag.
- §4 A.2: migration mechanism clarified as fail-fast initially; helpers
  added only when a specific migration need arises (no speculative
  scaffolding).
- §4 A.3: N=5, K=6 stated as DEFAULTS with ≥ MINIMUMS per Invariant 6;
  resource budget flagged (~8-10 GPU-hours per validation pass).
- §4 B.3: "≥ 100K experiences" (minimum), warm-restart clarified as
  runtime condition not feature flag.
- §4 C.3: adaptive KL threshold mechanism made explicit (second ISV
  slot for threshold EMA, third for amplification multiplier).
- §4 C.6: cleanup timing explicit — old scaffolding removed in the SAME
  commit that migrates its last consumer (no deferred pass).
- §4 D.1: DQN-path-specific scope clarified; validation via grad-norm
  smoke + integration test.
- §4 D.6: plan_isv index naming made consistent with existing layout;
  coordinated state-layout migration commit called out.

New Invariant 8 — Named dimensions, not indices:
Every dimension, slot, offset, or semantic position in a multi-field
buffer has a named constant. Raw numeric indices (`[0]`, `[6]`, `[23]`)
appear ONLY in the definition site. Named constants specified for ISV
slots (existing), portfolio state ps[0..30), plan_isv[0..7), plan_params
[0..6), state-vector offsets, branch indices (BRANCH_DIR/MAG/ORD/URG),
action sub-indices (DIR_SHORT/HOLD/LONG/FLAT, MAG_QUARTER/HALF/FULL).
Enforcement: audit pass during A.1/A.2, lint via grep for raw-index
access outside definition modules.

Landing order revision:
- Dependency graph explicit (A.2 before new ISV slots, D.1 before
  D.2-4-8, state-layout changes in ONE coordinated commit).
- Spec decomposition note added — writing-plans may produce multiple
  sequential plans rather than one monolithic plan.

New doc tracked by pre-commit: docs/dqn-named-dims.md (Invariant 8).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-04-24 09:28:45 +02:00
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