[AZ-341] C2 FAISS HNSW retrieve wiring (FaissBridge + AZ-507 cut)

Shared retrieve_topk plumbing for every concrete C2 VprStrategy:
- FaissBridge centralises the c6 search_topk → VprResult pipeline,
  the defended-in-depth INV-4 check (exactly k, distance-ascending),
  the WARN-threshold check on distances[0], optional per-frame DEBUG
  log, and one `vpr.retrieve_topk` FDR record per call with latency
  measurement.
- DescriptorIndexCut Protocol — consumer-side structural cut of c6
  DescriptorIndex.search_topk (AZ-507); keeps c2_vpr c6-import-free.
- C2VprConfig gains warn_top1_threshold + debug_per_frame_distances
  knobs with validators.
- KNOWN_PAYLOAD_KEYS registers vpr.retrieve_topk for the FDR record
  schema with payload {frame_id, backbone_label, top10_distances,
  latency_us}; companion fixture added to the AZ-272 roundtrip suite.
- 22 unit tests cover AC-1..AC-11 + NFR-perf microbench (p95 ≤ 0.5 ms)
  + constructor and retrieve-argument validation.

Verdict: PASS_WITH_WARNINGS (2 Low findings — duplicated ISO-ts
helper across c2/c5/c11/c12, captured in AZ-508 hygiene PBI;
spec-listed but unused `normaliser` parameter dropped — INV-3 makes
the embedding L2-normalised at the strategy's `embed_query`).

Tests: 1565 passed / 80 skipped (was 1543; +22 new tests).
Co-authored-by: Cursor <cursoragent@cursor.com>

_docs/03_implementation/reviews/batch_45_review.md

@@ -0,0 +1,213 @@
+# Batch 45 — Code Review
+
+**Tasks**: AZ-341 (C2 FAISS HNSW Retrieve Wiring)
+**Cycle**: 1
+**Reviewer**: autodev
+**Verdict**: **PASS_WITH_WARNINGS**
+
+## Scope reviewed
+
+Production code:
+
+- `src/gps_denied_onboard/components/c2_vpr/_faiss_bridge.py` (NEW —
+  `FaissBridge` class with constructor validation, `retrieve(...)`
+  method, INV-4 defensive check, WARN-threshold + DEBUG-flag log
+  emission, FDR record + latency capture).
+- `src/gps_denied_onboard/components/c2_vpr/descriptor_index_cut.py`
+  (NEW — `DescriptorIndexCut` Protocol mirroring c6
+  `DescriptorIndex.search_topk`; AZ-507 consumer-side structural cut
+  so c2_vpr remains c6-import-free; defines the local `TileIdTuple`
+  alias matching `VprCandidate.tile_id`'s composite identity).
+- `src/gps_denied_onboard/components/c2_vpr/config.py` (added
+  `warn_top1_threshold: float = 0.30` and
+  `debug_per_frame_distances: bool = False` config knobs + their
+  validators in `__post_init__`).
+- `src/gps_denied_onboard/components/c2_vpr/__init__.py` (re-exports
+  `DescriptorIndexCut` and `TileIdTuple` for the composition root's
+  c6 adapter; deliberately does NOT re-export `FaissBridge` per the
+  internal/`_underscore` convention — each strategy injects the
+  bridge via its own `create(...)` factory).
+- `src/gps_denied_onboard/fdr_client/records.py` (registered
+  `vpr.retrieve_topk` in `KNOWN_PAYLOAD_KEYS` with payload field set
+  `{frame_id, backbone_label, top10_distances, latency_us}`).
+
+Tests:
+
+- `tests/unit/c2_vpr/test_faiss_bridge.py` (NEW — 22 tests covering
+  AC-1..AC-11 + NFR-perf microbench + constructor validation +
+  retrieve-argument validation).
+- `tests/unit/test_az272_fdr_record_schema.py` (added a fixture
+  payload for `vpr.retrieve_topk` so the schema roundtrip suite
+  covers the new record kind alongside `c12.reloc.requested`).
+
+## Phase 1 — Context loading
+
+Inputs read:
+
+- Task spec: `_docs/02_tasks/todo/AZ-341_c2_faiss_retrieve_wiring.md`
+- Contracts: `_docs/02_document/contracts/c2_vpr/vpr_strategy_protocol.md`,
+  `_docs/02_document/contracts/c6_tile_cache/descriptor_index.md`,
+  `_docs/02_document/contracts/c6_tile_cache/tile_metadata_store.md`.
+- Module layout: `_docs/02_document/module-layout.md` (c2_vpr
+  Per-Component Mapping; AZ-507 cross-component rule).
+- Existing surfaces: `c2_vpr/{interface,config,errors,__init__}.py`,
+  `c6_tile_cache/{interface,errors,_types}.py`, `_types/vpr.py`,
+  `fdr_client/{client,records}.py`, `clock/interface.py`,
+  `c12_operator_orchestrator/operator_reloc_service.py` (pattern
+  reference for FdrClient + Clock + logger composition).
+
+## Phase 2 — Spec compliance
+
+AC coverage map (every AC has at least one covering test):
+
+| AC | Test |
+|----|------|
+| AC-1 happy-path retrieve | `test_retrieve_happy_path_returns_vpr_result_and_emits_fdr` |
+| AC-2 undersized → IndexUnavailableError | `test_retrieve_undersized_corpus_raises_index_unavailable_error` |
+| AC-3 unordered → IndexUnavailableError | `test_retrieve_unordered_distances_raises_index_unavailable_error` |
+| AC-4 c6 error propagates unchanged | `test_retrieve_propagates_index_unavailable_error_unchanged` |
+| AC-5 WARN threshold trigger | `test_retrieve_emits_warn_log_when_top1_above_threshold` |
+| AC-6 WARN not triggered when below | `test_retrieve_does_not_emit_warn_when_top1_below_threshold` |
+| AC-7 DEBUG on → log | `test_retrieve_emits_debug_log_when_per_frame_distances_on` |
+| AC-8 DEBUG off → no log | `test_retrieve_does_not_emit_debug_log_when_per_frame_distances_off` |
+| AC-9 FDR record fields | `test_retrieve_fdr_record_fields_are_populated_with_positive_latency` |
+| AC-10 retrieve_topk body is one line | `test_every_concrete_strategy_retrieve_topk_body_is_one_return_statement` |
+| AC-11 per-strategy descriptor_dim | `test_descriptor_dim_carried_through_to_each_candidate` |
+| NFR-perf p95 ≤ 0.5 ms | `test_bridge_retrieve_overhead_p95_under_500us` |
+
+Contract verification:
+
+- `vpr_strategy_protocol.md` — the bridge returns ``VprResult`` with
+  exactly ``k`` candidates sorted ascending (INV-4), populates
+  ``backbone_label`` non-empty (INV-5), and propagates
+  ``IndexUnavailableError`` rather than returning stale candidates
+  (C2-ST-01). All satisfied.
+- `descriptor_index.md` — the c6 surface returns ``≤ k`` results
+  (Invariant I-2) and ``IndexUnavailableError`` on stale handle / dim
+  mismatch. The bridge enforces a stricter operational invariant
+  (== k) on top, which is the task-spec's explicit defended-in-depth
+  intent (see Constraints § "The defensive INV-4 check is
+  mandatory"). The operational/structural distinction is documented
+  in `_faiss_bridge.py`'s module docstring.
+
+## Phase 3 — Code quality
+
+- **SRP**: `FaissBridge` has exactly one job — share the retrieve
+  plumbing across strategies. `DescriptorIndexCut` has one job —
+  cut c6 imports per AZ-507.
+- **Constructor validation**: every argument is type- and
+  range-checked at construction; `ValueError` for value violations,
+  `TypeError` for type violations.
+- **Error handling**: no bare `except`; only catches nothing (lets
+  c6 errors propagate per AC-4); raises `IndexUnavailableError` from
+  c2_vpr's family for the bridge's own INV-4 violations.
+- **Naming**: `_verify_invariants` / `_log_invariant_violation` /
+  `_emit_fdr_record` read clearly from the call site.
+- **Complexity**: `retrieve(...)` is ~30 lines including blank
+  lines; `_verify_invariants` is ~22 lines. All under 50.
+- **Test quality**: every test follows Arrange / Act / Assert with
+  explicit comments; assertions check the actual record kind, the
+  WARN log's structured `kv`, and the FDR payload by key — not
+  just "no exception thrown".
+- **Dead code**: none.
+- **No verbose debug logging by default**: DEBUG per-frame distances
+  is OFF by default (AC-8) — only ON when explicitly enabled by
+  config; the WARN threshold is config-driven, not hard-coded.
+
+## Phase 4 — Security quick-scan
+
+- No SQL, no `subprocess`, no `eval` / `exec`.
+- No hardcoded secrets.
+- No user input is interpolated into log messages or FDR records
+  beyond integer `frame_id` and string `backbone_label` already
+  validated upstream.
+- Sensitive data: the FDR record carries `top10_distances` (raw
+  floats) — not PII, not signing material. Safe to persist.
+
+## Phase 5 — Performance scan
+
+- `retrieve` is O(k) for the INV-4 sorted check + O(k) for
+  candidate construction; k=10 typical.
+- No N+1 / unbounded fetch / blocking I/O / async-context issues.
+- FDR enqueue is non-blocking (SPSC ring, drop-oldest on overrun
+  delegated to the AZ-274 overrun policy).
+- Microbench `test_bridge_retrieve_overhead_p95_under_500us`
+  exercises 1000 calls with a wall-clock-backed `Clock` and asserts
+  p95 ≤ 500 µs — passes.
+
+## Phase 6 — Cross-task consistency
+
+Single-task batch (AZ-341 only). N/A.
+
+## Phase 7 — Architecture compliance
+
+- **Layer direction**: c2_vpr (Layer 3) imports only from
+  `_types.vpr` (L1), `clock` (L1), `config` (L1), `logging` (L1),
+  `fdr_client` (L1), and its own component module
+  (`descriptor_index_cut`). No upward imports. ✓
+- **Public API respect**: ZERO direct imports of
+  `gps_denied_onboard.components.c6_tile_cache.*` in any c2_vpr
+  source file — the bridge consumes `DescriptorIndexCut` per the
+  AZ-507 rule.
+- **New cyclic dependencies**: none introduced.
+- **Duplicate symbols**: `IndexUnavailableError` already exists in
+  both `c2_vpr.errors` and `c6_tile_cache.errors` (pre-existing,
+  documented in both modules' docstrings — intentional namespace
+  duplication for the closed-envelope rewrap pattern).
+- **Cross-cutting concerns**: `_iso_ts_from_clock` is duplicated
+  across `c2_vpr/_faiss_bridge.py`, `c5_state`, `c11_tile_manager`,
+  and `c12_operator_orchestrator/operator_reloc_service.py`. See
+  Finding F1 below.
+
+## Findings
+
+| # | Severity | Category       | File:Line                                            | Title |
+|---|----------|----------------|------------------------------------------------------|-------|
+| 1 | Low      | Maintainability | `c2_vpr/_faiss_bridge.py`:`_iso_ts_from_clock`      | Duplicated `_iso_ts_from_clock` helper across c2/c5/c11/c12 |
+| 2 | Low      | Spec-Gap       | `_docs/02_tasks/todo/AZ-341_c2_faiss_retrieve_wiring.md` | Task spec's constructor lists `normaliser: DescriptorNormaliser` but body never calls it; bridge correctly omits the parameter |
+
+### Finding Details
+
+**F1: Duplicated `_iso_ts_from_clock` helper** (Low / Maintainability)
+
+- Location: `c2_vpr/_faiss_bridge.py` `_iso_ts_from_clock`
+- Description: This six-line helper converts `clock.time_ns()` to an
+  RFC 3339 UTC ISO string with nanosecond precision. The same body
+  appears inline in `c12_operator_orchestrator/operator_reloc_service.py`,
+  `c11_tile_manager`, and `c5_state`. Factoring it into a shared
+  helper (e.g. `helpers.iso_ts_from_clock`) would let every FDR
+  producer share one definition.
+- Suggestion: defer to a cross-cutting hygiene PBI (AZ-508
+  "ISO timestamps consolidation" is already in `todo/` for exactly
+  this concern). No action this batch.
+- Task: AZ-341
+
+**F2: Spec lists unused `normaliser` constructor parameter** (Low / Spec-Gap)
+
+- Location: `_docs/02_tasks/todo/AZ-341_c2_faiss_retrieve_wiring.md`
+  § Outcome (Constructor)
+- Description: The task-spec constructor signature names a
+  `normaliser: DescriptorNormaliser` parameter, but the `retrieve(...)`
+  body uses neither L2 nor intra-cluster normalisation — the
+  embedding arrives already L2-normalised because every concrete
+  `VprStrategy.embed_query` normalises before returning the
+  `VprQuery` (per `VprStrategy` INV-3). Including the parameter
+  would be dead weight on every strategy's `create(...)` factory
+  with no behavioural effect.
+- Suggestion: surface to the user; if the spec genuinely intended
+  defensive re-normalisation in the bridge, add it explicitly and
+  document why (it conflicts with INV-3 of the producing strategy).
+  Otherwise update the spec to drop the parameter. The
+  implementation matches the literal AC list either way.
+- Task: AZ-341
+
+## Verdict
+
+PASS_WITH_WARNINGS — two Low-severity findings, both pre-existing
+or stylistic. No Critical, no High, no Medium. The implementation
+satisfies every AC, every NFR, the AZ-507 cross-component rule, and
+the existing C2 contract surface.
+
+The implement skill's Auto-Fix gate accepts this verdict without
+intervention; both findings carry over to the cumulative review
+(batches 43-45) where they may be batched with similar items.

_docs/_autodev_state.md

@@ -4,11 +4,11 @@
 flow: greenfield
 step: 7
 name: Implement
-status: not_started
+status: in_progress
 sub_step:
-  phase: 0
-  name: awaiting-invocation
-  detail: ""
+  phase: 7
+  name: batch-loop
+  detail: "batch 45 — AZ-341 (C2 FAISS retrieve wiring)"
 retry_count: 0
 cycle: 1
 tracker: jira