plan(dqn-v2): Plan 2 — temporal core implementation plan

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Second of five sequential plans decomposing the DQN v2 unified spec
(docs/superpowers/specs/2026-04-24-dqn-v2-unified-design.md).

Covers spec sections:
- §4.C.1 Quantile-based atom support (8 new ISV slots, q_quantile_reduce kernel)
- §4.D.1 Mamba2 backward pipeline completion (no atomicAdd — per-sample arrays + host reduce)
- §4.D.2 Per-branch gamma via AdaptiveController (4 new ISV slots)
- §4.D.5 Soft fold-boundary transitions (extends StateResetRegistry with SoftReset category)
- §4.D.7 Liquid Time-constant audit (trace fire rate, decide wire-or-delete)
- §4.D.3 + §4.D.6 + §4.D.8 coordinated state-layout migration (horizon-decomposed V +
  plan_isv[6] + TLOB integration with atomic ISV schema version bump 1→2)

Plan structure: 7 tasks + pre-plan verification, all TDD-disciplined with
bite-sized steps (test → fail → implement → pass → commit). Task 6 is
explicitly atomic to preserve Invariant 5 (state-layout consistency).

Plan 2 prerequisites: Plan 1 landed (StateResetRegistry, AdaptiveController
trait, ISV schema version, audit docs). Plan 2 exit: all 9 invariants
preserved; convergence-scaffolding run passes with 16 new ISV slots
populated; ISV schema version == 2.

Preserves all 9 invariants. No stubs. No TODO/FIXME. Every new module
wired to production path in the same task it lands in.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

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2026-04-24 09:53:11 +02:00

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