Commit Graph

103 Commits

Author SHA1 Message Date
Oleksandr Bezdieniezhnykh cde237e236 [AZ-317] [AZ-318] C11 upload-side: flight-state gate + per-flight key
Batch 38 (cycle 1) lands the two upload-side prerequisites the
upcoming AZ-319 TileUploader needs to authenticate per-flight
sessions against the parent suite's D-PROJ-2 ingest contract.

AZ-317 FlightStateGate:
- confirm_on_ground() defence-in-depth gate atop ADR-004 process
  isolation; fail-closed for UNKNOWN, IN_FLIGHT, TAKING_OFF,
  LANDING, and source-failure (mapped to UNKNOWN with original
  exception preserved on __cause__).
- ERROR log on refusal, INFO log on pass, single source call per
  invocation (no polling, no retry).

AZ-318 PerFlightKeyManager:
- Per-flight ephemeral Ed25519 keypair via the project-pinned
  cryptography library; sign(payload) -> 64-byte Ed25519 signature.
- Best-effort zeroisation of a project-controlled bytearray mirror
  on end_session; OpenSSL-side buffer freed via dropped reference.
- __del__ safety net with WARN log if end_session was missed.
- start_session emits FDR kind=c11.upload.session.key.public so the
  safety officer can correlate flights with key fingerprints.
- record_signature_rejection emits FDR + ERROR log on parent-suite
  ingest rejection (security-critical, never silently dropped).

Shared C11 plumbing:
- TileManagerError parent + 3 subclasses (FlightStateNotOnGroundError,
  SessionNotActiveError, SignatureRejectedError envelope).
- FlightStateSignal (str, Enum) and PublicKeyFingerprint DTOs.
- FlightStateSource Protocol on c11_tile_manager.interface.
- runtime_root.c11_factory factories for both new services.
- Two new FDR kinds registered in fdr_client.records central
  KNOWN_PAYLOAD_KEYS; AZ-272 schema-roundtrip fixtures added in
  lockstep so the central test stays green.

Tests: 26 new + 2 fixture additions; full suite 1384 passed, 80
skipped (documented Docker / Tier-2 / CUDA gates).

Code review: PASS_WITH_WARNINGS — 2 Low findings documented in
_docs/03_implementation/reviews/batch_38_review.md (dev-host vs
operator-workstation perf bound; spec text named StrEnum but
project pins Python 3.10).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 05:48:52 +03:00
Oleksandr Bezdieniezhnykh f7b2e70085 [AZ-325] C10 CacheProvisioner orchestrator
Implements the public top-level F1 build orchestrator for E-C10 per
contract v1.1.0. Composes EngineCompiler (AZ-321), DescriptorBatcher
(AZ-322), and ManifestBuilder (AZ-323) into a single idempotent
operation guarded by a fcntl-backed cache_root/.c10.lock and a
post-build coverage walk.

Adds:
- CacheProvisionerImpl + FilelockFileLockFactory (provisioner.py)
- BuildRequest/BuildReport/BuildOutcome/SectorClassification DTOs +
  FileLockFactory Protocol + replaced placeholder CacheProvisioner
  Protocol with v1.1.0 surface (interface.py)
- C10ProvisionerConfig wired into C10ProvisioningConfig (config.py)
- BuildLockHeldError + ManifestCoverageError (errors.py)
- build_cache_provisioner composition root (c10_factory.py)
- 18 tests covering AC-1..AC-16 + NFR-perf-coverage-walk
- filelock>=3.13,<4.0 (single new third-party dep)

Idempotence (CP-INV-1) reuses AZ-323's _compute_manifest_hash /
_aggregate_tile_hash so the build-identity decision agrees byte-for-
byte with the Manifest's recorded manifest_hash. Coverage rollback
uses a .prev rename snapshot. Diagnostic compile_engines_for_corpus
is lock-free per AC-10.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 05:00:16 +03:00
Oleksandr Bezdieniezhnykh 684ec2601c chore: record cumulative review batches 34-36 + state
Cumulative code review for batches 34-36 (AZ-507, AZ-323, AZ-324,
AZ-306, AZ-322) per implement skill Step 14.5 K=3 cadence.

Verdict: PASS_WITH_WARNINGS — 0 Critical / 0 High / 0 Medium / 3 Low
(all Maintainability). Previous review's Medium F1 (doc-vs-lint) is
RESOLVED by AZ-507. Carryover-Low findings tracked:

- F1: manifest_verifier imports private _aggregate_tile_hash from
  manifest_builder; promote to public or extract to a shared module
  (1-pt follow-up PBI).
- F2: AZ-508 task spec stale — c6 already consolidated within-component,
  c7 has 2 active copies (+ a new thermal_publisher copy not in spec).
- F3: consumer-side Protocol cut pattern still un-documented in
  architecture.md; pattern now 9+ instances and is the established
  cross-component contract surface.

State updated: last_cumulative_review = batches_34-36; sub_step =
parse-tasks; batch 37 (AZ-325 C10 CacheProvisioner solo, 3pt) is next.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 04:29:26 +03:00
Oleksandr Bezdieniezhnykh 38cba7c86e chore(autodev): batch 37 selected = AZ-325 C10 CacheProvisioner
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 04:23:13 +03:00
Oleksandr Bezdieniezhnykh f01a5058ab [AZ-322] C10 DescriptorBatcher (faiss-cpu, OOM halve-retry)
Implements the C10 internal phase that walks every C6 tile, embeds
through C2's backbone via the AZ-321-produced engine, and rebuilds
the AZ-306 FAISS HNSW index in one atomic write.

- DescriptorBatcher with halve-and-retry OOM recovery (default 1 retry)
- BackboneEmbedder Protocol + C7EngineBackboneEmbedder default impl
- DescriptorBatchError for OOM / dim-mismatch / missing-output failures
- Empty-corpus surfaces as outcome=failure with explicit hint to run C11
- Per-10% progress callback + DEBUG logs (no engine bytes leaked)
- Consumer-side Protocol cuts (TilesByBboxBatchQuery, TilePixelOpener,
  DescriptorIndexRebuilder) so c10 stays within AZ-270 lint
- runtime_root.c10_factory adds build_descriptor_batcher + three
  C6->C10 adapters
- 16 unit tests covering AC-1..AC-10 + 2 NFRs + 4 supplemental
  (Protocol conformance, query pass-through, handle release, config)

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 04:20:47 +03:00
Oleksandr Bezdieniezhnykh 3b7265757b [AZ-306] C6 FaissDescriptorIndex (faiss-cpu, HNSW32)
Production-default DescriptorIndex strategy backed by the faiss-cpu
PyPI wheel (>=1.7,<2.0). Implements the AZ-303 Protocol surface end
to end: HNSW32 + IndexIDMap2 search, atomic three-file rebuild
(.index + .sha256 sidecar + .meta.json), triple-consistency load
check, mmap-backed reads with IO_FLAG_MMAP|IO_FLAG_READ_ONLY, optional
warm-up query at construction, FAISS RuntimeError rewrap to
IndexUnavailableError / IndexBuildError, and FaissDescriptorIndex.from_config
classmethod wired into runtime_root.storage_factory.

The original spec required a custom pybind11 wrapper over a vendored
FAISS HEAD; the user opted for the upstream faiss-cpu wheel after
research fact #92 confirmed ARM64 wheel availability for Jetson and
the existing pyproject.toml already pinned faiss-cpu. cpp/faiss_index/
placeholder removed; BUILD_FAISS_INDEX flag retained as a
runtime/factory gate (no native target). Spec rewritten end-to-end and
archived to _docs/02_tasks/done/.

C6TileCacheConfig extended with faiss_index_path and
faiss_warmup_query_path fields. tests/conftest.py sets
KMP_DUPLICATE_LIB_OK=TRUE to remediate the macOS faiss/torch libomp
duplicate-load abort during pytest (no-op on CI Linux). 21 new tests
cover AC-1..12 + 2 NFRs + from_config smoke; AZ-303 protocol-conformance
fake updated with from_config classmethod.

Tests: 124/124 c6_tile_cache pass; 1334 project-wide pass; 1
pre-existing OKVIS2 submodule failure unrelated.

Doc sync: module-layout.md, components/08_c6_tile_cache/description.md
§5, batch_35_cycle1_report.md.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 04:01:37 +03:00
Oleksandr Bezdieniezhnykh ecf76d762d chore: record batch-35 selection (AZ-306) in autodev state
Sub-step advanced from awaiting-batch-selection (0) to
compute-next-batch (3). Batch 35 plan: AZ-306 solo (5 pts) — C6
FaissDescriptorIndex (FAISS HEAD vendoring + pybind11 wrapper +
CMake BUILD_FAISS_INDEX flag). Toolchain ready since acfdc8c.
Single-task batch matches the AZ-321 pattern from batch 33: high
native-code surface, 12 ACs, 100k-vector microbench.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 03:12:47 +03:00
Oleksandr Bezdieniezhnykh acfdc8cbdf chore: clear stale 'AZ-306 deferred' detail; toolchain installed
cmake 4.3.2, libomp 22.1.5, pybind11 3.0.4 (Python pkg) installed
locally; FAISS C++ source still to be vendored by AZ-306 itself.
sub_step.detail cleared per state.md conciseness rule.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 02:48:04 +03:00
Oleksandr Bezdieniezhnykh b88cff185c chore: record batch-34 complete in autodev state
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 02:37:55 +03:00
Oleksandr Bezdieniezhnykh e2bebefdfc [AZ-507] [AZ-323] [AZ-324] C10 Manifest build + verify + AZ-270 hygiene
AZ-507: codify cross-component import rule. Added
_types/inference_errors.py shim re-exporting EngineBuildError +
CalibrationCacheError from c7_inference; narrowed C10
EngineCompiler's except Exception to the two typed errors so unknown
exceptions propagate (AC-3). Rewrote module-layout.md "Imports from"
sections for 9 components + added Rule 9; appended an
architecture.md ADR-009 note explaining why components must go
through _types/*.

AZ-323: ManifestBuilder + Ed25519ManifestSigner. Canonical JSON via
orjson OPT_SORT_KEYS+OPT_INDENT_2, atomic-write Manifest.json + sha
sidecar + .sig via AZ-280, operator-key fingerprint allowlist gate
(C10-ST-01), ADR-010 takeoff_origin + flight_id baked into Manifest
AND manifest_hash so re-planned routes change the cache identity
(AC-15/AC-16). 20 unit tests cover all 16 ACs.

AZ-324: ManifestVerifierImpl. Fail-closed Steps A-D: Manifest.json
sidecar self-hash, Ed25519 trust-key set, schema parse with
absolute/.. path rejection + takeoff_origin in-bbox check, stream
SHA-256 per artifact with multi-failure accumulation. Operator mode
re-derives tiles_coverage_sha256 from C6; airborne mode trusts the
signed aggregate. 19 unit tests cover all 17 ACs.

Composition root: c10_factory.build_manifest_builder +
build_manifest_verifier + c6_tile_metadata_store_to_tiles_query
adapter (the one place that legitimately imports both C6 and C10
without violating the AZ-270 lint).

Dependency: pinned cryptography>=43.0,<46.0 in pyproject.toml.

Tests: 1300 passed, 80 skipped (env-only), ruff clean for all
AZ-323/324 files.

AZ-306 (FAISS) intentionally deferred to batch 35 — needs C++
pybind11 toolchain not present in this environment.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 02:37:14 +03:00
Oleksandr Bezdieniezhnykh 6ca8d78190 chore: record batch-34 selection in autodev state
Batch 34 plan: AZ-507 (F1 hygiene) + AZ-306 (C6 FAISS) + AZ-323
(C10 Manifest) + AZ-324 (C10 Verifier). 4 tasks, 13 pts. Sub-step
advanced from compute-next-batch (3) to assign-file-ownership (4).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 01:28:41 +03:00
Oleksandr Bezdieniezhnykh 08e657d433 [AZ-507] [AZ-508] Onboard hygiene PBIs from batches 31-33 review
Open two ~2-point hygiene PBIs surfaced by
_docs/03_implementation/cumulative_review_batches_31-33_cycle1_report.md:

- AZ-507 (parent AZ-246 / E-CC-CONF) — align module-layout.md
  cross-component import rules with the AZ-270 lint test. Resolves the
  doc-vs-lint contradiction surfaced on AZ-321 by tightening the doc
  (option (a) from the review) + hoisting EngineBuildError /
  CalibrationCacheError to _types/inference_errors.py.

- AZ-508 (parent AZ-264 / E-CC-HELPERS) — consolidate 5 identical
  _iso_ts_now() one-liners across c6_tile_cache + c7_inference into a
  single Layer-1 helper at helpers/iso_timestamps.py.

Dependencies table headers bumped: 142 -> 144 tasks, 478 -> 482 points
(product 345 -> 349). State file's pause-point detail cleared; next
sub_step is the implement skill's Step 3 (compute next batch) for
batch 34.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 01:27:04 +03:00
Oleksandr Bezdieniezhnykh 692bbdb7a0 chore: record pause-point in autodev state (pre-batch-34)
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 00:45:13 +03:00
Oleksandr Bezdieniezhnykh defe80dc75 chore: record cumulative review batches 31-33 + state
Cumulative review covering AZ-298 / AZ-299 / AZ-321:
PASS_WITH_WARNINGS. 0 Critical, 0 High, 1 Medium, 2 Low.

Medium: `module-layout.md` declares c10 may import from c7
Public API but `test_az270_compose_root.test_ac6` forbids ANY
cross-component import — doc-vs-lint mismatch surfaced by
AZ-321; refactor pivoted to `CompileEngineCallable` local
Protocol cut. Flagged for hygiene PBI; not blocking.

Low: `_iso_ts_now` now duplicated five times across c7+c6;
consumer-side Protocol cut pattern recurring (LightGlue
`EngineHandle` + `CompileEngineCallable`). Both deferred to
the next hygiene cycle.

State advances to phase 3 (compute-next-batch) with
last_cumulative_review=batches_31-33 so the next /autodev
invocation enters at the right point.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 00:12:30 +03:00
Oleksandr Bezdieniezhnykh 0dfe7c5301 [AZ-321] C10 EngineCompiler: hardware-tied TRT compile + cache reuse
Land the C10 per-model engine compile + cache-reuse orchestrator.
`EngineCompiler.compile_engines_for_corpus(request)` walks the
corpus, computes the canonical engine filename via AZ-281
`EngineFilenameSchema.build`, and either reuses the cached binary
(cache hit, AZ-280 `Sha256Sidecar.verify` returns True) or delegates
to the AZ-297 `compile_engine` on the injected runtime (cache miss;
the runtime owns the write path). Returns one `EngineCompileResult`
per backbone carrying the canonical `EngineCacheEntry`, outcome
(BUILT / REUSED), and `compile_duration_s` (None on reuse).
Hardware-tied reuse (D-C10-6 / D-C10-7) falls out of the filename
schema — a host change rebuilds at the new path and leaves the old
files untouched (AC-4).

Design corrections vs. the task spec body:
- The spec proposed a c10-local `EngineCacheEntry` carrying outcome
  and duration; that name is already taken by the AZ-297 canonical
  DTO. The wrapper is renamed `EngineCompileResult`; the canonical
  shape wins.
- The spec called `InferenceRuntime.host_info()`, which is not in
  the AZ-297 Protocol. `HostCapabilities` is threaded through
  `EngineCompileRequest` instead so the composition root owns host
  probing and the compiler stays decoupled.
- The c10 layer cannot import `components.c7_inference` (arch rule
  `test_az270_compose_root.test_ac6`). `engine_compiler.py` defines
  `CompileEngineCallable` — a structural Protocol cut of
  `InferenceRuntime` exposing only `compile_engine` — and catches
  broad `Exception` (re-raising preserves the original type;
  `error_class` is recorded in the ERROR log payload).

Production
- engine_compiler.py: `CompileOutcome` enum, `BackboneSpec`,
  `EngineCompileRequest`, `EngineCompileResult`,
  `EngineCompileSummary` DTOs; `CompileEngineCallable` Protocol;
  `EngineCompiler` with the single public method.
- config.py: `BackboneConfig` + `C10ProvisioningConfig`
  (`workspace_mb` default 4 GiB to match C7 NFT-LIM-01); validate
  positive shape dims and duplicate model_name detection in
  `__post_init__`.
- runtime_root/c10_factory.py: `build_engine_compiler(config)` wires
  the existing `build_inference_runtime` factory through;
  `build_backbone_specs(config)` materialises the `BackboneSpec`
  tuple from the config block.
- components/c10_provisioning/__init__.py: re-exports the AZ-321
  surface and registers the new config block.

Tests
- test_engine_compiler.py: covers AC-1..AC-10 + missing-sidecar
  sibling case for AC-5. Tier-1 via fake runtime that writes through
  the REAL `Sha256Sidecar.write_atomic_and_sidecar`. Tier-2
  placeholders for the cache-hit p99 NFR (200 MB engine sweep) and
  kill-during-compile atomic-write NFR.

Docs
- module-layout.md: c10_provisioning Per-Component Mapping lists the
  new internal modules (engine_compiler.py, config.py), the
  composition-root c10_factory.py, the AZ-321 public re-export
  surface, and the registered config block.
- batch_33_cycle1_report.md + reviews/batch_33_review.md:
  PASS_WITH_WARNINGS (4 Low findings accepted).

Tests run: c10_provisioning 13 passing + 2 Tier-2 skips; combined
unit suite (excluding pending components) 543 passing, 21
env-skipped.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-13 00:09:53 +03:00
Oleksandr Bezdieniezhnykh 0ad3278b12 [AZ-299] C7 OnnxTrtEpRuntime: ORT + TRT EP fallback strategy
Land the fallback InferenceRuntime strategy that satisfies C7-IT-05:
when the TRT-direct path (AZ-298) cannot deserialise a cached engine
or when the operator explicitly selects ORT, the system stays in the
air at degraded latency rather than dropping the request. Conforms to
the AZ-297 Protocol; current_runtime_label() == "onnx_trt_ep".

Production
- onnx_trt_ep_runtime.py: compile_engine is a no-op returning an
  EngineCacheEntry pointing at the source .onnx; deserialize_engine
  is gate-first for .engine entries and gate-skip for .onnx, builds
  an ORT InferenceSession with the provider list
  [TensorrtExecutionProvider, CUDAExecutionProvider,
  CPUExecutionProvider], stages cached engines into the ORT TRT EP
  cache directory via symlink-or-copy, warms up with one session.run
  after construction, and honours config.inference.ort_disallow_cpu_
  fallback by raising EngineDeserializeError when the active provider
  resolves to CPU; infer emits a one-shot c7.fallback_to_onnx_trt_ep
  WARN log plus gcs_alert callback on first call when is_fallback=
  True; release_engine is idempotent. _build_provider_args is the
  single point that pins TRT EP option-key names (Risk-3) and caps
  trt_max_workspace_size at gpu_memory_budget_bytes // 4 (AC-8).
- config.py: adds ort_trt_cache_dir (validated non-empty) and
  ort_disallow_cpu_fallback to C7InferenceConfig.
- fdr_client/records.py: adds c7.fallback_to_onnx_trt_ep and
  c7.cpu_fallback FDR record kinds.

Tests
- test_onnx_trt_ep_runtime.py: covers AC-1..AC-8 + Risk-2 CPU-fallback
  alert + Risk-3 option-key pin + NFR-reliability error rewrap; Tier-1
  via fake ORT session; Tier-2 placeholders skip on macOS dev for
  numerical FP16 comparison and session-creation perf NFR.
- test_protocol_conformance.py: drops onnx_trt_ep from the missing-
  module parametrize now that the module ships.
- test_az272_fdr_record_schema.py: extends per-kind fixture builder
  to cover the two new C7 FDR kinds in the roundtrip / schema-version
  AC tests.

Docs
- module-layout.md: replaces the pending onnx_trt_runtime row with
  the shipped onnx_trt_ep_runtime row + capabilities list.
- batch_32_cycle1_report.md + reviews/batch_32_review.md: full batch
  + self-review (PASS_WITH_WARNINGS, 4 Low findings accepted).

Tests run: c7_inference 139 passing + 17 Tier-2 skips; combined unit
suite (excluding pending components) 529 passing, 19 env-skipped.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 23:55:50 +03:00
Oleksandr Bezdieniezhnykh 18a69022b3 [AZ-298] C7 TensorrtRuntime: TRT 10.3 + INT8 calib trust + GPU budget
Implement the production-default InferenceRuntime strategy on JetPack
6.2 + TensorRT 10.3 (per D-C7-9). The runtime owns the full TRT
lifecycle: compile_engine via the Polygraphy + trtexec + IBuilderConfig
hybrid (FP16 / INT8 / Mixed precision), deserialize_engine with
EngineGate-first ordering and a pre-allocation GPU memory budget gate,
infer via H2D -> enqueueV3 -> D2H -> stream sync on the owned CUDA
stream, idempotent release_engine, and an injected
ThermalStatePublisher delegation for thermal_state.

INT8 calibration cache trust (D-C10-6, AC-2/3/4) is enforced by a
.calib_cache.sha256 file-integrity sidecar (AZ-280) plus a new
.calib_cache.dataset_sha256 sidecar that records the dataset content
hash at compile time; reuse only when both agree, rebuild silently on
dataset hash mismatch, raise CalibrationCacheError on corrupt sidecar
(never silently overwritten).

GPU memory budget (NFT-LIM-01, default 4 GiB) is checked BEFORE any
TRT call beyond the gate (AC-6); a pre-allocation refusal raises
OutOfMemoryError and leaves the resident state unchanged.

TensorRT 10.3 / Polygraphy / PyCUDA are lazy-imported inside the
methods that need them so the module loads cleanly on Tier-0 hosts.
A standalone CLI entry (python -m
gps_denied_onboard.components.c7_inference.tensorrt_runtime compile
<onnx> <build_config.json>) is wired for C10 CacheProvisioner
(AZ-321) to invoke pre-flight without holding a runtime instance.

C7InferenceConfig gains gpu_memory_budget_bytes (default 4 GiB) and
trtexec_timeout_s (default 600 s, Risk 4 mitigation), both validated
in __post_init__.

Tests: 26 active + 6 Tier-2-gated skips; AC-1 / AC-3 / AC-4 / AC-5
/ AC-6 / AC-7 / AC-10 + NFR-reliability fully covered on Tier-1
via fake CUDA / TRT modules; AC-2 / AC-8 / AC-9 / NFR-perf-deserialize
placeholders skip with prerequisite reason and live in the AZ-298
Tier-2 microbench harness. Code review verdict
PASS_WITH_WARNINGS (1 Medium hot-path hoist fix auto-applied).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 23:11:49 +03:00
Oleksandr Bezdieniezhnykh 54942f3052 chore: c6 docs-hygiene from cumulative_review_batches_28-30
Land F1+F2+F3 from the PASS_WITH_WARNINGS cumulative review of
batches 28-30 (AZ-305 / AZ-307 / AZ-308) before continuing to
batch 31. All three are bounded by the c6_tile_cache component;
no public API contract change beyond the new error re-export.

F1 (Medium / Architecture):
  Re-export CacheBudgetExhaustedError from c6_tile_cache package
  __init__ so consumers can catch the AZ-308 budget-exhaustion
  variant without widening to TileCacheError (which drops the
  needed_bytes / available_bytes / evicted_count diagnostics).

F2 (Medium / Architecture):
  Refresh the c6_tile_cache section of module-layout.md so the
  Public API line and the Internal-files list reflect what is
  actually on disk after batches 28-30 (drop the stale
  Tile / TileRecord / connection.py entries; add the AZ-305
  postgres_filesystem_store + tools.py, AZ-307 freshness_gate,
  AZ-308 cache_budget_enforcer entries; pivot the Public API
  bullet to the __init__.__all__ as canonical, mirroring the
  c7_inference section format).

F3 (Low / Maintainability):
  Promote the triplicate intra-module _iso_ts_now() helper into
  a single c6_tile_cache._timestamp.iso_ts_now and import it
  from postgres_filesystem_store, freshness_gate, and
  cache_budget_enforcer. FDR record envelope ts format now has
  one source of truth.

Test impact:
  tests/unit/c6_tile_cache: 105 passed, 57 skipped (pre-existing
  Docker-compose skip markers). No new tests required for F1/F2
  (re-export + doc) and F3 (pure refactor; existing tests assert
  FDR record shape, not the helper symbol).

Autodev state advanced to awaiting-invocation; next session
resumes greenfield Step 7 at batch 31 (AZ-298 TensorrtRuntime).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 21:57:19 +03:00
Oleksandr Bezdieniezhnykh afe42f451c chore: record cumulative review batches 28-30 + state
PASS_WITH_WARNINGS verdict for batches 28-30 (AZ-305, AZ-307, AZ-308);
five findings, all Medium/Low — module-layout drift + cross-batch DRY.
No Critical/High, no auto-fix gate; per implement Step 14.5,
PASS_WITH_WARNINGS continues to the next batch.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 21:47:40 +03:00
Oleksandr Bezdieniezhnykh 39ff47087f [AZ-307] c6 FreshnessGate: active-conflict reject + stable-rear downgrade
Replaces the AZ-305 pass-through _evaluate_freshness hook with the
production FreshnessGate. Loads tile_freshness_rules + sector
classifications once at construction, builds an rtree index, and on
every evaluate() either returns metadata unchanged (FRESH), stamps
freshness_label=DOWNGRADED (stable_rear + stale), or raises
FreshnessRejectionError carrying tile_id / age_seconds /
classification / rule diagnostics (active_conflict + stale).

Constructed inside PostgresFilesystemStore.from_config; the public
storage_factory signature is preserved so AZ-305 unit tests still
build the store with freshness_gate=None for the pass-through path.

FDR schema bumped to v1.2.0: adds c6.freshness.rejected and
c6.freshness.downgraded kinds (non-breaking; v1.1 readers route them
opaquely). Operator CLI `python -m c6_tile_cache.freshness_gate
explain` dry-runs the decision for a (lat, lon, capture_ts).

Adjacent hygiene: c6_tile_cache.tools._dump_tile now passes
os.environ to load_config (AZ-305 regression — load_config requires
the env mapping).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 19:29:11 +03:00
Oleksandr Bezdieniezhnykh d1c1cd9ab4 [AZ-305] c6 PostgresFilesystemStore: TileStore + TileMetadataStore impl
Adds the production PostgresFilesystemStore implementing both protocols
in a single class. Filesystem-backed JPEG I/O (atomic sidecar write,
read-only mmap) + Postgres-backed metadata (spatial bbox, LRU, voting,
upload bookkeeping). Wires composition via `from_config` classmethod.

Key behaviors:
- AC-3 strict reading: INSERT runs first inside an open transaction;
  duplicate-key collisions raise `TileMetadataError` BEFORE any byte is
  written, leaving the original file + sidecar byte-identical. Atomic
  sidecar write happens inside the same transaction; commit closes it.
  Comp-delete remains as a safety net for the rare commit-after-write
  failure path.
- AC-2 content-hash gate runs before any I/O.
- Construction performs an orphan-file reconciliation scan and emits an
  INFO `c6.store.construct` log with steady-state stats.

Adds `c6.write` and `c6.write_failed` FDR record kinds (schema v1.1.0,
forward-compatible) and a thin operator CLI at
`c6_tile_cache.tools dump` for inspection.

Dependencies: adds `psycopg-pool>=3.2,<4.0` for the connection pool used
on the F3 read-hot path.

Tests: 25 new tests for c6_tile_cache cover AC-1..AC-15 plus
MmapTilePixelHandle + helper round-trips. Full Tier-2 unit suite passes
(1215 passed, 8 skipped, 1 pre-existing unrelated failure
`test_ac8_read_host_tuple_on_jetson` — missing `pynvml` on macOS,
Jetson-only).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 18:01:50 +03:00
Oleksandr Bezdieniezhnykh bf33b94260 chore: park batch 28 selection (AZ-305) for fresh session
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 17:28:29 +03:00
Oleksandr Bezdieniezhnykh 16a4582c3f chore: close tile-schema leftover, start batch 28 (AZ-305)
AZ-304 (batches 23-27 cumulative review) landed the onboard portion of
the tile-schema design (UUIDv5 helpers + 0002 migration + location_hash
field). The remaining cross-workspace satellite-provider hand-off is
tracked separately in that repo's todo. Autodev state advances to
sub_step.batch-loop for the next batch.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 17:19:31 +03:00
Oleksandr Bezdieniezhnykh 1141d17769 [AZ-300] [AZ-301] [AZ-302] [AZ-304] docs: sync module-layout for c6+c7
Cumulative review of batches 23-27 (cycle 1) surfaced three Medium
documentation-drift findings on module-layout.md. All three fixed
inline per user direction:

F1: c7_inference Internal list expanded with architecture_registry,
    config, engine_gate, errors, manifest, thermal_publisher (added
    across AZ-300/301/302).

F2: c6_tile_cache `connection.py` re-attributed from AZ-304 (which
    deferred it) to AZ-305 with a "planned, not landed yet" tag.

F3: c7_inference Public API description rewritten by category
    (Protocol + DTOs + component services + config + error family)
    with a pointer to __init__.py's __all__ for the canonical list.

Cumulative review report: _docs/03_implementation/cumulative_review_
batches_23-27_cycle1_report.md (PASS_WITH_WARNINGS).

Autodev state moved to status: paused_user_requested per user
choice; /autodev will resume at greenfield Step 7 (next batch
selection) on next invocation.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 17:12:30 +03:00
Oleksandr Bezdieniezhnykh dde838d2cc [AZ-304] C6 Postgres schema: additive 0002 migration + UUIDv5
Strictly additive Alembic migration on the AZ-263 baseline (data_model
.md § 6.1 / § 6.3): six new tiles columns (tile_uuid UNIQUE,
location_hash, content_sha256, disk_bytes, accessed_at, uploaded_at),
four new btree indices, one UNIQUE expression index over the
COALESCE-zero-uuid natural key, CHECK widening of
ck_tiles_freshness_status to the AZ-263 + AZ-303 vocabulary UNION,
four NULLable bbox columns on sector_classifications, and a new
tile_freshness_rules table seeded with the two default thresholds.

Pinned UUIDv5 namespace (TILE_NAMESPACE_UUID =
5b8d0c2e-1a4f-4b3a-8c9d-e7f6a3b2c1d0) + derive_tile_id /
derive_location_hash helpers cross-coordinated with
satellite-provider. Migration runner apply_migrations(config) drives
Alembic command.upgrade("head") against the AZ-263 env with one
retry on PG SQLSTATE 40001 and structured INFO logs on apply / no-op.

Contract bump tile_metadata_store.md v1.1.0 -> v1.2.0 adds
TileMetadata.location_hash: UUID | None = None (non-breaking).
module-layout.md updated so c6_tile_cache explicitly Owns
db/migrations/**.

Tier-1 tests: UUIDv5 determinism + locked vectors + DSN resolution +
retry mocked DBAPIError -> 1180 passed, 32 skipped. Tier-2 docker
schema tests gated by @pytest.mark.docker run against the existing
docker-compose.test.yml db service.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 17:05:41 +03:00
Oleksandr Bezdieniezhnykh 21f5a30d09 refactor: update autodev state and tile metadata store version
- Changed autodev state to reflect the transition from batch 26 to batch 27, updating the phase and details for the compute-batch step.
- Incremented the version of the tile metadata store from 1.0.0 to 1.1.0, refining the uniqueness invariant to use a natural key that includes flight_id, allowing coexistence of multiple rows for the same tile from different flights.
- Updated the last modified date in the tile metadata store documentation to reflect recent changes.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 16:33:23 +03:00
Oleksandr Bezdieniezhnykh ca37f8849d chore: record batch 26 push + queued candidates in autodev state
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 14:22:11 +03:00
Oleksandr Bezdieniezhnykh 49a67f770d [AZ-302] C7 ThermalStatePublisher — jtop/NVML 1 Hz background poller
Implements AZ-297 InferenceRuntime's thermal_state() side: a singleton
background-thread publisher that polls jtop (preferred) or pynvml
(fallback) at config.thermal_poll_hz, stores an atomic ThermalState
snapshot, and emits c7.thermal_transition FDR records on every throttle
flip with a WARN log on entry and an INFO log on exit. Default-safe on
TelemetryUnavailableError per Invariant I-6 with a 1-Hz rate-limited
WARN.

Sources return a raw ThermalReading; the publisher stamps measured_at_ns
via its injected Clock so _JtopSource / _PynvmlSource stay clean of
direct time.* calls (Invariant 2). _poll_once is the deterministic test
seam — start() spawns the production thread.

- c7.thermal_transition registered in fdr_client.records KNOWN_PAYLOAD_KEYS
- [telemetry] optional dep group (jetson-stats, pynvml) added to pyproject
- 14 unit tests (AC-1..AC-6, AC-8, NFR-default-safe, structural)
  green; AC-7 / AC-1 microbench / NFR-perf-poll Tier-2 deferred
- full unit suite: 1140 passed, 11 expected Tier-2/CUDA skips

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 10:33:37 +03:00
Oleksandr Bezdieniezhnykh 59f56c032f [AZ-301] Implement EngineGate — D-C10-3 + D-C10-7 takeoff validator
AZ-301 takeoff-side validator every InferenceRuntime strategy calls
before deserialize_engine. Five-step deterministic refusal pipeline,
in order:

  1. filename schema parse  -> EngineSchemaMismatchError(reason=...)
  2. schema tuple match     -> EngineSchemaMismatchError(expected,got)
  3. sidecar present        -> EngineSidecarMissingError
  4. sidecar trust          -> EngineHashMismatchError(stage=sidecar)
  5. manifest match         -> EngineHashMismatchError(stage=manifest)

Refusal order is part of the public contract (AC-7 verifies a
fixture that is BOTH schema-mismatched AND missing-sidecar refuses
at step 1).

Production code (new):
 - components/c7_inference/engine_gate.py  -- EngineGate, HostTuple,
   read_host_tuple (Jetson: pynvml + /etc/nv_tegra_release +
   tensorrt.__version__; raises RuntimeError on Tier-1)
 - components/c7_inference/manifest.py     -- DeploymentManifest,
   ManifestReader, ManifestReaderProtocol. Risk-2 enforced at the
   type level: __getitem__ raises EngineHashMismatchError on
   missing key, NEVER KeyError, so the gate cannot silently pass
 - components/c7_inference/__init__.py     -- re-exports the new
   public surface

Tests (new): tests/unit/c7_inference/test_engine_gate.py covers
AC-1..AC-7 + NFR-reliability-no-write + manifest reader + refusal
log emission. 14 tests unconditional + AC-8 Tier-2 skip (needs
real NVML + L4T release file + tensorrt binding).

Three task-spec -> as-built deltas documented in
_docs/02_tasks/done/AZ-301_c7_engine_gate.md Implementation Notes:
 1. HostTuple lives in engine_gate.py (the only consumer);
    re-exported from package __init__.py.
 2. read_host_tuple takes precision as a keyword argument — three
    of four fields come from the host, precision is engine-build
    metadata supplied by the caller.
 3. AC-8 is Tier-2-only; AC-1..AC-7 + NFR-reliability + extras
    run on every CI host.

Risk-2 (manifest reader silently treats missing entry as pass):
DeploymentManifest.__getitem__ raises EngineHashMismatchError with
"missing manifest entry for {path}" — covered by
test_manifest_missing_entry_raises_hash_mismatch.

NFR-perf-validate (p99 <= 50 ms): tier-2 only — a real 500 MB
engine streaming sha256 cannot be benchmarked on Tier-1 fixtures.

AZ-302 (ThermalStatePublisher) + AZ-304 (C6 Postgres schema)
deferred to batches 26 / 27 to keep the 1-task batch cadence and
isolate their respective env / testcontainer surface areas.

Suite: 1134 passed / 11 skipped. No regressions outside the new
files.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 10:20:21 +03:00
Oleksandr Bezdieniezhnykh 65ad2168ed [AZ-300] Implement PytorchFp16Runtime — C7 simple-baseline strategy
AZ-300 mandatory simple-baseline InferenceRuntime (eager FP16 PyTorch).
Implements the AZ-297 Protocol; current_runtime_label returns
"pytorch_fp16". Numerical reference every fancier C7 strategy (AZ-298
TRT, AZ-299 ORT) is measured against, and the only viable runtime for
Tier-1 workstation Docker where TRT is non-trivial to install.

Production code (new):
 - components/c7_inference/pytorch_fp16_runtime.py — runtime +
   PytorchEngineHandle + output-shape adapter
 - components/c7_inference/architecture_registry.py — torch-free
   register_architecture / default_registry / ArchitectureFactory
   (Risk-1 mitigation: no L2->L3 back-edge from C7 into per-backbone
   code)
 - components/c7_inference/__init__.py — re-exports the registry
   mechanism. Still does NOT import the concrete strategy module
   (Invariant I-5)
 - components/c7_inference/config.py — adds per_frame_debug_log bool
   field (gates the DEBUG per-frame latency log)

Tests (new): tests/unit/c7_inference/test_pytorch_fp16_runtime.py
covers AC-1..AC-8 + NFRs. AC-1/2/6/7 + thermal/release/registry
guards run unconditionally (17 tests); AC-3/4/5/8 +
NFR-perf-deserialize + NFR-reliability-eval-mode require CUDA and
skip on Tier-1 CI / macOS dev.

Tests (modified):
 - test_protocol_conformance.py — narrowed
   test_ac5_build_inference_runtime_flag_on_but_module_missing
   parametrisation to exclude pytorch_fp16 (now-built); TRT / ORT
   still covered until AZ-298 / AZ-299 ship.

CI: .github/workflows/ci.yml lint + unit jobs now install
'-e .[dev,inference]' because mypy + pytest need torch + torchvision +
onnxruntime on the runner.

Three task-spec -> as-built deltas documented in
_docs/02_tasks/done/AZ-300_c7_pytorch_baseline.md Implementation Notes:
 1. Constructor conforms to AZ-297 factory shape (config positional;
    thermal_publisher + registry + clock keyword-only optionals).
    AZ-302 will update the factory to thread thermal_publisher.
 2. Architecture registry uses extras["model_name"] as lookup key
    (avoids touching the frozen BuildConfig / EngineCacheEntry DTOs).
 3. Warm-up forward deferred to AZ-300 tier-2 follow-up — the zero-arg
    registry has no per-backbone input-shape metadata.

Suite: 1120 passed / 10 skipped (CUDA + Tier-2 + cmake / actionlint
environment gates). No regressions in non-c7_inference areas.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 10:13:21 +03:00
Oleksandr Bezdieniezhnykh fce80290bc chore: park batch 24 plan; AZ-300 blocked on [inference] extras
batch 23 (AZ-332) is committed + pushed; AZ-332 transitioned to In
Testing. Batch 24 next-task computation revealed AZ-300 (C7
PytorchFp16Runtime) cannot proceed without `pip install -e .[inference]`
(torch + torchvision + onnxruntime). State file now reflects this gate
so the next /autodev invocation knows the explicit Choose A/B/C is
queued.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 10:00:08 +03:00
Oleksandr Bezdieniezhnykh 1ebab29a4f [AZ-332] C1 OKVIS2 Strategy: facade + binding skeleton
Python facade (`Okvis2Strategy`) is production-quality and satisfies
AZ-331's `VioStrategy` protocol; full AC-1..10 coverage with
AC-9 + NFR-perf marked `tier2`. The C++ pybind11 binding compiles
and loads but throws `OkvisFatalException("estimator not yet wired")`
on first `add_frame` — the `okvis::ThreadedKFVio` wiring is a tier2
follow-up the Step-15 Product Completeness Gate is expected to track
as a remediation task.

Resolved contradictions:

* Constructor signature aligned with the AZ-331 factory: `(config, *,
  fdr_client, clock=None)`. Calibration / preintegrator / logger
  built internally from config. No churn on AZ-331.
* IMU substrate: OKVIS2 owns its internal estimator IMU integration;
  the AZ-276 `ImuPreintegrator` is a separate substrate consumed by
  E-C5's fusion graph. Single source of truth lives at the sample
  stream, not the integrator instance.
* FDR API: `FdrClient.enqueue(record)` with new `vio.health` kind
  added to AZ-272 `KNOWN_PAYLOAD_KEYS`.

CI matrix forces `-DBUILD_OKVIS2=OFF` until the tier2 wiring task
brings Ceres / SuiteSparse / OKVIS2 vendored submodules into the
Linux build.

Files: 17 added/modified across `c1_vio/`, `fdr_client/records.py`,
`cpp/okvis2/CMakeLists.txt`, CI workflow, AZ-332 task spec
(implementation-notes section), batch 23 report.

Tests: 17 new (15 tier1 + 2 tier2). Full Tier-1 suite: 1109 pass,
2 skipped (env), 2 deselected (tier2). No regressions.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 09:56:45 +03:00
Oleksandr Bezdieniezhnykh 9c35776bcb chore: pre-batch-23 carry-over (state + AZ-332 plan)
Handoff artifacts from the prior /autodev session that stopped at
Step 7 sub_step compute-next-batch:

- _docs/_autodev_state.md: pointer updated to batch 23, AZ-332 only
  (AZ-345 deferred — dep AZ-346 not yet in done/).
- _docs/03_implementation/AZ-332_implementation_plan.md: locked-in
  decisions (no ROS 2, no Python re-impl, three-env split: macOS dev /
  Ubuntu CI / Jetson tier2) + step-by-step playbook for next session.

Pre-batch chore commit per implement skill prereq #4 (clean tree
required before AZ-332 commit so the batch diff stays focused).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 09:18:20 +03:00
Oleksandr Bezdieniezhnykh 48ea1e2fc2 [AZ-343] C2.5 InlierCountReRanker + shared FeatureExtractor helper
Implements the production-default ReRankStrategy: K=10 → N=3 by
single-pair LightGlue inlier count, with strict drop-and-continue
(INV-8) on per-candidate TileFetch / backbone / zero-inlier failures
and RerankAllCandidatesFailedError on zero survivors. Composition
root injects the shared LightGlueRuntime + Clock + the new
FeatureExtractor helper (an L1 placeholder OpenCvOrbExtractor that
unblocks AZ-343 and future C3 strategies — task scope expansion).

Architectural notes:
- Cross-component imports stay banned; tile_store types as `object`
  and the C6 TileCacheError family is duck-typed by class module
  prefix (same workaround AZ-348 adopted for c7_inference; proper
  fix is to relocate TileCacheError to _types/ in a follow-up).
- Clock injection follows the replay contract (AZ-398 Invariant 2);
  reranked_at is sourced from clock.monotonic_ns().
- AZ-342 factory grew `feature_extractor` + `clock` + `fdr_client`
  parameters; existing AZ-342 conformance tests updated.

Tests: 19 new AC-1..AC-12 + mixed-failure scenarios in
test_inlier_count_reranker.py; existing AZ-342 suite (26) still
green. Full repo sweep 1093 passed / 2 skipped (cmake/actionlint
not on PATH).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 06:22:40 +03:00
Oleksandr Bezdieniezhnykh 9a605c8514 [AZ-348] C3.5 ConditionalRefiner Protocol + factory + PassthroughRefiner
Defines the public `ConditionalRefiner` Protocol (PEP 544
@runtime_checkable, two methods: `refine_if_needed` +
`was_invoked`), extends `MatchResult` in-place with two
default-valued refinement fields (`refinement_label`,
`refinement_added_latency_ms`), defines the `RefinerError` family
(`RefinerBackboneError`, `RefinerConfigError`), and ships the
trivial `PassthroughRefiner` reference impl.

Both refiner strategies are linked unconditionally — no
`BUILD_REFINER_*` flag (NOT ADR-002 territory). Runtime selection
only per ADR-001. `PassthroughRefiner` returns the input
`MatchResult` by reference (bit-identical correspondences per
contract INV-5) and always reports `was_invoked() is False`.

Documentation: renames `module-layout.md` `c3_5_adhop` Public API
symbol from `AdHoPRefinementStrategy` to `ConditionalRefiner`
(AC-14) so the doc agrees with `description.md` and the contract.

AC-9 (single-thread binding) deferred to AZ-270 runtime-root
composition, mirroring AZ-336 / AZ-342 / AZ-344 Risk-4 precedent.
AC-7 for the `"adhop"` strategy stops at `ModuleNotFoundError`
because the AdHoP backbone is owned by AZ-349. All other ACs +
NFRs covered by 36 new conformance tests.

Architectural note: `PassthroughRefiner.inference_runtime` is
typed as `object` because the L3→L3 import ban
(`test_az270_compose_root`) forbids c3_5_adhop from importing
c7_inference; the runtime-root factory narrows the type at
construction time.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 05:52:36 +03:00
Oleksandr Bezdieniezhnykh 89c223882b [AZ-344] C3 CrossDomainMatcher Protocol + factory + RollingHealthWindow
Defines the public `CrossDomainMatcher` Protocol (PEP 544
@runtime_checkable, two methods: `match` + `health_snapshot`),
the three frozen+slotted DTOs (`CandidateMatchSet`, `MatchResult`,
`MatcherHealth`) in the L1 `_types/matcher.py` layer, the
`MatcherError` family (`MatcherBackboneError`,
`InsufficientInliersError`), and the composition-root
`build_matcher_strategy` factory with lazy-import +
`BUILD_MATCHER_<variant>` gating per ADR-002.

`RollingHealthWindow` accumulator (60 s, amortised O(1) update,
strict O(1) snapshot) is constructed by the factory and injected
into every concrete matcher so all backbones share window
semantics; this is what backs C5's spoof-promotion gate.

Legacy placeholder `MatchResult` removed from `_types/matching.py`;
import-only consumers (`c4_pose.interface`, `c3_5_adhop.interface`)
repointed at the new `_types/matcher.py` home — zero behavioural
change to those components.

AC-9 (single-thread binding) and AC-10 (LightGlueRuntime
identity-share with C2.5) deferred to AZ-270 runtime-root
composition, mirroring the AZ-342 Risk-4 escape clause. All other
ACs + NFRs covered by 70 new conformance tests.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 05:43:33 +03:00
Oleksandr Bezdieniezhnykh 3665acef66 [AZ-336] C2 VprStrategy: Protocol + DTOs + factory + composition
Foundational scaffolding for every concrete C2 backbone (UltraVPR,
NetVLAD, MegaLoc, MixVPR, SelaVPR, EigenPlaces, SALAD — AZ-337..AZ-340)
and the C2.5 ReRanker consumer side. No backbone is implemented here.

* VprStrategy Protocol (embed_query / retrieve_topk / descriptor_dim)
  + BackbonePreprocessor C2-internal Protocol (NOT in Public API per
  description.md § 6).
* DTOs in L1 _types/vpr.py — VprQuery, VprCandidate, VprResult; all
  frozen + slots; tuple-not-list for VprResult.candidates so the
  immutability invariant truly holds.
* Error family: VprError + VprBackboneError + VprPreprocessError +
  IndexUnavailableError; same-named but namespace-distinct from
  c6_tile_cache.IndexUnavailableError (the c2 family is the closed
  envelope C5 / C2.5 consume; concrete strategies rewrap the C6 form).
* C2VprConfig (strategy enum + backbone_weights_path + faiss_index_path)
  with strict validation at load; registered into Config.components on
  c2_vpr import.
* build_vpr_strategy factory with 7-strategy resolution table, lazy
  import, BUILD_VPR_<variant> gating, ImportError→
  StrategyNotAvailableError mapping, and pre-flight descriptor_dim
  match against DescriptorIndex.descriptor_dim() — mismatch fires
  ConfigError at startup, NOT at first frame.

Contract change vs the v1.0.0 draft: factory takes descriptor_index:
DescriptorIndex (not tile_store: TileStore) because descriptor_dim()
lives on DescriptorIndex per C6's Public API. The contract markdown
is updated to match.

Architecture: VprCandidate.tile_id is a plain (zoom, lat, lon) tuple,
keeping _types/ (L1) free of any c6_tile_cache (L3) import per
module-layout.md. Consumers reconstruct TileId at the C6 boundary.

Excluded per task spec:
* Concrete backbones (AZ-337..AZ-340).
* FAISS HNSW retrieve wiring (AZ-341).
* DescriptorNormaliser helper (AZ-283, already shipped).
* AC-9 single-thread binding — deferred per task spec Risk 4 until the
  generic compose_root thread-binding registry is in place (today
  each factory owns its own, e.g. fc_factory).

Tests: 45 ACs + NFRs in tests/unit/c2_vpr/test_protocol_conformance.py
covering AC-1..AC-8, the error family, the config validation, the
factory NFR (p99 ≤ 50 ms). The legacy smoke test is removed. Full
sweep 973 passed, 2 skipped (CI-only cmake / actionlint).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 05:25:35 +03:00
Oleksandr Bezdieniezhnykh 48281db9e9 [AZ-381] Fix ISam2GraphHandleImpl missing get_pose_key + comments
F1 (High/Architecture) from cumulative review of batches 01-22:
`ISam2GraphHandleImpl` did not satisfy C4's `ISam2GraphHandle`
Protocol stub (AZ-355) because it lacked `get_pose_key`.
`pose_factory`'s isinstance gate would have raised at composition.
Two Protocols (C4 minimal consumer cut, C5 richer producer surface)
are intentional per AZ-355 Risk 1 — the impl just needed to expose
the canonical name. Delegates to estimator.key_for_frame.

Added cross-component conformance test asserting the C5 impl
satisfies both Protocols, so future drift trips a unit test.

F2 (Medium/Maintainability): added justifying comments at four
`except: pass` sites in runtime_root, c8_fc_adapter (ap + inav),
and c13_fdr writer. No behavioral change.

Updated cumulative review report verdict from FAIL to PASS and
recorded a post-mortem on the initial misframing
(treated the dual-Protocol design as duplication on first read).

Autodev state: batch 22 done, cumulative-review PASS,
ready for batch 23.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 03:55:41 +03:00
Oleksandr Bezdieniezhnykh 8a83166261 [AZ-490] C5 set_takeoff_origin entrypoint + bounded-delta GPS gate
Add operator warm-start path to C5 StateEstimator Protocol and both
implementations (GtsamIsam2StateEstimator, EskfStateEstimator), plus
the third clause of the AZ-385 spoof-promotion gate.

- StateEstimator Protocol: set_takeoff_origin(origin, sigma_horiz_m,
  sigma_vert_m) -> None.
- iSAM2: PriorFactorPose3 at origin with diagonal sigmas, single
  isam2.update().
- ESKF: zero _nominal_pos, overwrite _P position block with sigma**2.
- SourceLabelStateMachine.process_gps_sample bounded-delta clause:
  WgsConverter.horizontal_distance_m vs smoother estimate; reject
  resets the dwell-time counter so AZ-385 cannot re-promote off bad
  GPS.
- New EstimatorAlreadyStartedError (StateEstimatorConfigError
  subclass) on late call after first add_*.
- C5StateConfig: spoof_promotion_bounded_delta_m=200,
  default_takeoff_origin_sigma_horiz_m=5,
  default_takeoff_origin_sigma_vert_m=10.
- New GpsSample DTO + WgsConverter.horizontal_distance_m helper.
- 4 new FDR kinds (cold_start_origin.{set,unavailable},
  gps_bounded_delta.{accept,reject}) registered in AZ-272 schema.
- 33 new unit tests cover AC-1..AC-15; full repo 750 passed / 2
  skipped (pre-existing CI tooling skips).

Docs synced: protocol contract, C5 component description,
architecture, glossary, system-flows, C10 provisioning description.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 02:53:58 +03:00
Oleksandr Bezdieniezhnykh 72a06edab0 [AZ-489] C12 FlightsApiClient + offline JSON loader + bbox helper
ADR-010 primary cold-start path now has a real source for the cache bbox
and the takeoff origin. Single concrete strategy (`HttpxFlightsApiClient`)
behind a `@runtime_checkable` Protocol; offline JSON fallback (`load_flight_file`)
shares the same DTO shape per FAC-INV-1.

* `flights_api/interface.py` — `FlightsApiClient` Protocol + `FlightDto`
  + `WaypointDto` + `WaypointObjective` / `WaypointSource` enums (plain
  frozen-slotted dataclasses, matching project's LatLonAlt / PoseEstimate
  pattern).
* `flights_api/errors.py` — 8-class hierarchy under `FlightsApiError`.
* `flights_api/_parser.py` — shared JSON validator: range checks, lat/lon
  bounds, contiguous ordinals, finite floats, enum membership.
* `flights_api/bbox.py` — `bbox_from_waypoints` envelopes lat/lon and
  inflates by a horizontal-distance buffer via WgsConverter ENU
  round-trip (NOT degree-space); `takeoff_origin_from_flight` passes
  waypoints[0] through unrounded.
* `flights_api/file_loader.py` — orjson-backed offline loader.
* `flights_api/httpx_client.py` — concrete client with ONE retry on
  transient 5xx + connect errors; token redaction at every log site;
  test-injectable transport + sleep.
* `runtime_root/c12_factory.py` — `build_flights_api_client(config)`;
  re-exported from `runtime_root/__init__.py`. OperatorToolServices
  aggregate intentionally deferred to AZ-328 per scope discipline.
* `pyproject.toml` — `httpx>=0.28,<1.0` added (chosen over `requests`
  for native `MockTransport` testing).

Tests: 28 cases across AC-1..AC-18 plus extras (malformed JSON,
negative buffer, zero buffer, missing top-level fields, negative
ordinal, empty-flight takeoff). Full repo run: 713 passed, 2 skipped.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-12 01:28:49 +03:00
Oleksandr Bezdieniezhnykh db27e25630 [AZ-355] C4 PoseEstimator Protocol + factory + DTOs + composition
Land the foundational C4 surface AZ-358 (Marginals) and AZ-361
(Hybrid) build on top of:

- PoseEstimator Protocol (@runtime_checkable): estimate(...) +
  current_covariance_mode().
- Error hierarchy: PoseEstimatorError, PnpFailureError,
  PoseEstimatorConfigError; CovarianceDegradedWarning as a Warning
  subclass (warnings.warn path, not raised).
- ISam2GraphHandle Protocol stub (READ-ONLY view, get_pose_key only)
  decoupled from C5's concrete ISam2GraphHandleImpl.
- C4PoseConfig (frozen dataclass) + register on c4_pose import.
- runtime_root/pose_factory.build_pose_estimator with lazy-import
  fallback; INFO log c4.pose.strategy_loaded; shares ingest-thread
  binding with C5 per ADR-003.

DTO restructuring (cross-cutting): retire the legacy raw-4x4
PoseEstimate(int frame_id, datetime timestamp, pose_se3, ...) and
ship the contract shape PoseEstimate(UUID, LatLonAlt, Quat,
np.ndarray, CovarianceMode, PoseSourceLabel,
last_satellite_anchor_age_ms, emitted_at). C5 add_pose_anchor in
both gtsam_isam2 + eskf_baseline migrated in lockstep via
WGS84->ENU + Quat->R helpers; test fixtures updated. VIO output
stays on the raw shape until AZ-331 (C1 protocol) lands.

LatLonAlt upgraded to slots=True per AC-2. ThermalState stub added
to _types/thermal.py so the Protocol typechecks pre-AZ-302.

Tests: 25 new in tests/unit/c4_pose/test_az355_pose_protocol.py
covering AC-1..AC-10 + factory wiring + config validation; full
repo: 685 passed, 2 pre-existing CI-only skips.

Jira transition deferred: MCP "Not connected"; leftover entry in
_docs/_process_leftovers/2026-05-11_jira_transition_az355_deferred.md.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 10:32:14 +03:00
Oleksandr Bezdieniezhnykh c0bdb57957 [AZ-386] C5 ESKF baseline: 16-state error-state KF (NumPy)
Implements the mandatory simple-baseline StateEstimator per AC-2.1a
engine-rule at C5 (IT-12 comparative study vs iSAM2). NumPy-only;
no GTSAM dependency so BUILD_STATE_ESKF=ON binaries ship without
GTSAM at all.

- 16-state error vector (pos 3 + vel 3 + rot 3 + ba 3 + bg 3 + dt 1)
  over a textbook nominal-state / error-state ESKF split.
- add_fc_imu: full nonlinear IMU integration + linearised F P F^T + Q
  covariance propagation per IMU sample.
- add_vio: simplified relative-pose update (snapshot-based; baseline
  scope, documented).
- add_pose_anchor: absolute-pose update; integrates BOTH marginals and
  jacobian modes (no skip — ESKF has no graph; AC-4).
- AC-9 divergence test: Mahalanobis r^T S^-1 r > 100 (10 sigma) on the
  innovation covariance S = H P H^T + R.
- AC-5 SPD: Cholesky-positive enforcement on every emitted covariance;
  non-SPD raises EstimatorFatalError and locks state to LOST.
- AC-6 honesty: smoothed_history entries carry smoothed=False; deviation
  from C5 contract Invariant 7 documented in module + report.
- AC-7 / AC-10 BUILD_STATE_ESKF gating: works through existing factory
  infra (state_factory._STATE_BUILD_FLAGS).
- AC-8: SourceLabelStateMachine + FallbackWatcher auto-wired eagerly
  in __init__, same pattern as the iSAM2 estimator.

Tests: 20 new unit tests covering AC-1..AC-10 + robustness checks.
Full suite: 660 passed, 2 skipped (CI-only).

The AZ-386 Jira transition to Done is deferred (Atlassian MCP returned
'Not connected'); recorded in _docs/_process_leftovers/ for replay on
the next autodev invocation per the Leftovers Mechanism.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 10:12:30 +03:00
Oleksandr Bezdieniezhnykh 098aabac0c [AZ-387] C5 smoothed-history → FDR side-channel
After every successful current_estimate(), emit one
c5.state.smoothed_history FDR record per newly-smoothed past
keyframe from IncrementalFixedLagSmoother. AC-4.5 (revised): the
smoothed stream goes ONLY to FDR; the C8 outbound forward-time
stream is unaffected.

Idempotency via _smoothed_fdr_watermark_s (smoother-native float
seconds); the same pose key is never emitted twice. Hook is
best-effort — internal failures log warnings but do not raise, so
a smoother divergence cannot contaminate the forward-time path.

Cross-task invariants documented:
- AC-3 ESKF no-op — AZ-386 installs an inert hook on the ESKF.
- AC-4 No C8 leak — enforced at the C8 boundary by AZ-261.

8 new unit tests against AC-1/2/5/6 + robustness (no-FDR-client,
marginals failure). Full suite: 640 passed, 2 skipped.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 07:13:44 +03:00
Oleksandr Bezdieniezhnykh 7cbd17ee83 [AZ-385] C5 SourceLabelStateMachine + spoof-promotion gate
Implements Invariants 5 + 8 + AC-NEW-2 / AC-NEW-8: the
EstimatorOutput.source_label now reflects a real state machine
(DEAD_RECKONED → SATELLITE_ANCHORED ↔ VISUAL_PROPAGATED) governed by
a spoof-promotion gate that latches closed on FC SPOOFED GPS health
and re-opens only when BOTH conditions hold — ≥10 s
STABLE_NON_SPOOFED AND next anchor within
spoof_promotion_visual_consistency_tol_m.

Every reject emits a c5.state.spoof_rejected FDR record plus a
subscriber-fan-out STATUSTEXT (severity WARNING, 50-char cap per
MAVLink). FDR and subscriber paths bypass the standard logger so
silencing logs cannot suppress the spoof trail (R07 / AC-6).

GtsamIsam2StateEstimator now eagerly builds the SM from C5StateConfig
in __init__; new public methods notify_gps_health() (delegates to
SM, called by composition root from C8 inbound) and
subscribe_spoof_rejection() (composition root attaches C8's
QgcTelemetryAdapter here). health_snapshot.spoof_promotion_blocked
+ current_estimate.source_label now flow from the live SM.

25 new unit tests across all 12 ACs plus cancellation, subscriber
exception isolation, and estimator wire-up integration cases. One
AZ-384 test renamed + updated to expect DEAD_RECKONED before any
anchor (was VISUAL_PROPAGATED placeholder pre-AZ-385).

Full suite: 632 passed, 2 skipped.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 07:06:38 +03:00
Oleksandr Bezdieniezhnykh 31a300f8a2 [AZ-388] C5 AC-5.2 no-estimate fallback detector + signal emission
Implements Invariant 9 / AC-5.2: when current_estimate cannot return a
fresh output for >= state.no_estimate_fallback_s (default 3.0 s), emit
ONE engagement signal (FDR kind=c5.state.no_estimate_fallback_engaged
+ GCS STATUSTEXT severity CRITICAL); on recovery, ONE recovery signal
(FDR kind=c5.state.no_estimate_fallback_recovered + STATUSTEXT NOTICE).
Rate-limited via single _in_fallback latch (AC-2: 30 s sustained
no-estimate still emits exactly one engagement).

New FallbackWatcher class owns the state machine; estimator wires it
through constructor + current_estimate entry/success hooks. Public
check_fallback_state(now_ns) watchdog (NFR p99 <= 5 us) + subscribe
APIs let C8 outbound react without coupling C5 to a concrete GCS
adapter at construction. Severity enum extended with CRITICAL=2 and
NOTICE=5 to match MAVLink MAV_SEVERITY.

18 new unit tests across all 8 ACs, deterministic synthetic clock,
integration tests patch monotonic_ns through GtsamIsam2StateEstimator
to drive AC-7 iSAM2 leg (ESKF leg deferred to AZ-386).

Full suite: 607 passed, 2 skipped.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 06:53:22 +03:00
Oleksandr Bezdieniezhnykh b3ad94c155 [AZ-384] C5 marginals + current_estimate/smoothed_history/health_snapshot
Replaces the last three NotImplementedError placeholders on
GtsamIsam2StateEstimator with real Marginals + output methods:

- current_estimate(): recovers the 6x6 Marginals covariance for the
  most-recently committed pose key, enforces the SPD invariant via
  np.linalg.cholesky (Invariant 10), converts the local-ENU pose
  translation to WGS84 via the shared WgsConverter, derives a
  body->world quaternion, and emits a fresh EstimatorOutput
  (smoothed=False, Invariant 4). On SPD failure transitions
  isam2_state -> LOST and raises EstimatorFatalError (AC-5.2 path).
- smoothed_history(n): iterates the smoother's active POSE keys via
  _smoother.calculateEstimate().keys() (filtered by GTSAM symbol
  char) and the smoother timestamps via ts_map.at(key) - workaround
  for the pinned gtsam_unstable build's non-iterable
  FixedLagSmootherKeyTimestampMap. Bounded by K (Invariant 6); every
  entry has smoothed=True (Invariant 7).
- health_snapshot(): cheap O(1) accumulator read; reports
  IsamState lifecycle, pose-key count, AC-NEW-8
  cov_norm_growing_for_s rolling 60s deque-backed counter, and
  spoof_promotion_blocked via the AZ-385 state machine injection
  point.

Adds two public injection points for AZ-385/composition root:
set_enu_origin(LatLonAlt) and attach_source_label_state_machine(machine).
Defaults: (0, 0, 0) ENU origin, VISUAL_PROPAGATED source label,
spoof_promotion_blocked=False.

Wires _record_committed_pose_key into the three add_* success paths
so current_estimate only reads keys that have real values in iSAM2.
The JACOBIAN path in add_pose_anchor deliberately skips this call -
Invariant 3 keeps the JACOBIAN pose out of the iSAM2 graph.

Tests: +27 in tests/unit/c5_state/test_az384_marginals_outputs.py
covering all 10 ACs. Three obsolete AZ-382 tests
(test_ac10_*_raises_named_az384) removed. Full suite: 589 passed,
2 skipped.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 06:20:01 +03:00
Oleksandr Bezdieniezhnykh fd848266d1 [AZ-383] C5 add_vio/add_pose_anchor/add_fc_imu factor adds
Replaces AZ-382 NotImplementedError placeholders with real GTSAM factor
adds wired against the iSAM2 graph handle:

- add_vio  -> BetweenFactorPose3 between consecutive VIO pose keys
  (first call primes the chain; AZ-388 owns first-keyframe seeding).
- add_pose_anchor -> mode-dispatch per pose.covariance_mode:
  "marginals" -> PriorFactorPose3 + handle.update();
  "jacobian"  -> skip iSAM2 add per AZ-361 contract.
  Both paths bump _last_anchor_ns via time.monotonic_ns().
- add_fc_imu -> shared ImuPreintegrator.integrate_window +
  reset_for_new_keyframe; builds a CombinedImuFactor between the
  prev/curr (X, V, B) keyframe triple. Introduces new 'v' (velocity)
  and 'b' (bias) GTSAM key namespaces decoupled from the VIO/pose
  frame_id mapping.

Invariant 2 - non-decreasing timestamps - enforced per call with
EstimatorDegradedError + c5.state.out_of_order log. Every successful
add emits a structured DEBUG *_ok log; every failure emits a
structured ERROR *_failed log and raises through the C5 error
hierarchy (R05).

Contract-vs-reality fix-ups also landed:

- StateEstimator Protocol: add_fc_imu(ImuWindow) - was incorrectly
  annotated as ImuTelemetrySample by AZ-381.
- _last_anchor_ns semantics switched to monotonic_ns() to match
  last_anchor_age_ms.
- create() factory back-wires the ISam2GraphHandle to the estimator
  via the new attach_handle() method.

Tests: +21 in tests/unit/c5_state/test_az383_factor_adds.py covering
all 8 ACs with mock ISam2GraphHandle instances. Three obsolete
AZ-382 tests (test_ac10_add_*_raises_named_az383) removed. Full
suite: 565 passed, 2 skipped.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 06:07:45 +03:00
Oleksandr Bezdieniezhnykh 8b394a98c6 [AZ-382] C5 GtsamIsam2StateEstimator skeleton + real iSAM2 handle bodies
- Add GtsamIsam2StateEstimator owning the GTSAM substrate:
  gtsam.ISAM2(ISAM2Params()) + gtsam_unstable.IncrementalFixedLagSmoother
  (K * 1/3 s window per D-C5-3) + NonlinearFactorGraph + Values.
- Module-level create(...) factory + register() helper for
  register_state_estimator("gtsam_isam2", create). Opt-in registration
  per ADR-002 — no auto-import.
- Key-management policy: key_for_frame(UUID) -> int via
  gtsam.symbol('x', counter); idempotent re-lookup.
- Replace all four NotImplementedError bodies in _isam2_handle.py with
  real GTSAM calls:
  * add_factor → estimator._graph.add(factor); R05 defensive logging
    on success/failure; EstimatorDegradedError on failure.
  * update → _isam2.update + _smoother.update; empty
    FixedLagSmootherKeyTimestampMap substituted for timestamps=None;
    EstimatorFatalError on either failure.
  * compute_marginals → gtsam.Marginals(getFactorsUnsafe(),
    calculateEstimate()).
  * last_anchor_age_ms → (monotonic_ns - _last_anchor_ns) // 1e6.
- StateEstimator Protocol methods on the estimator still raise
  NotImplementedError naming AZ-383 (factor adds) / AZ-384
  (marginals + outputs).
- AZ-382 AC tests: 27 cases covering 10/10 ACs + factory integration.
- AZ-381 test_ac8_handle_methods_raise_named_task removed (obsolete:
  bodies are real now); test_ac8_handle_is_isam2_graph_handle retained.
- Full suite: 547 passed (+26 vs B12), 2 skipped.
- Impl report: _docs/03_implementation/batch_13_cycle1_report.md.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 05:51:23 +03:00
Oleksandr Bezdieniezhnykh beed43724f [AZ-381] C5 StateEstimator protocol + factory + C8 DTO reshape
- Add StateEstimator Protocol (6 methods, @runtime_checkable) + DTOs
  (EstimatorOutput, EstimatorHealth, IsamState, PoseSourceLabel, Quat)
  in _types/state.py per state_estimator_protocol.md v1.0.0.
- Add C5 error hierarchy (StateEstimatorError + 3 subclasses) and
  C5StateConfig (strategy, keyframe_window, spoof gates,
  no_estimate_fallback_s) with __post_init__ validation.
- Add ISam2GraphHandle Protocol + ISam2GraphHandleImpl skeleton (all
  4 methods raise NotImplementedError naming AZ-382 as owner).
- Add build_state_estimator factory + bind_state_ingest_thread for
  single-writer enforcement; ADR-002 build-flag gating
  (BUILD_STATE_<variant>); INFO log on success.
- Strict reshape of legacy EstimatorOutput / EstimatorHealth across
  all 6 C8 production files (_outbound_provenance,
  _covariance_projector, pymavlink_ardupilot_adapter,
  msp2_inav_adapter, mavlink_gcs_adapter, interface) + 6 C8 test
  files (UUID frame_id, LatLonAlt position_wgs84, Quat orientation,
  PoseSourceLabel enum source_label). Remove ad-hoc DTOs from
  _types/pose.py and from C4's public __init__ (EstimatorOutput is a
  C5 concept, not a C4 one).
- 20 AZ-381 AC tests (10 ACs + 4 config range + NFR + conformance).
- Full suite: 521 passed, 2 skipped (+20 vs Batch 11).
- Contracts: state_estimator_protocol.md v1.0.0 -> active;
  composition_root_protocol.md v1.2.0 -> v1.3.0 (additive state
  block + factory + ingest-thread binding).
- Impl report: _docs/03_implementation/batch_12_cycle1_report.md.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 05:35:20 +03:00
Oleksandr Bezdieniezhnykh 8a9cf88a46 [AZ-396] [AZ-397] Batch 11: C8 source-set switch + QGC telemetry adapter
AZ-396: PymavlinkArdupilotAdapter.request_source_set_switch body sends
MAV_CMD_SET_EKF_SOURCE_SET, awaits COMMAND_ACK with timeout, enforces
Invariant 11 idempotence (1s rate-limit + skip-after-success). Adds
runtime_root.SpoofRecoverySink to bridge C5 spoof-promotion-recovered
signal to the C8 outbound thread via a bounded dispatch queue.
FcConfig gains spoof_recovery_source_set + source_set_switch_timeout_ms.

AZ-397: QgcTelemetryAdapter implements GcsAdapter strategy: MAVLink 2.0
to QGC, emit_summary downsamples 5Hz to configurable summary_rate_hz
[0.5, 5.0] via integer modulo, emit_status_text mirrors to GCS link,
subscribe_operator_commands translates COMMAND_LONG / PARAM_REQUEST_*
/ REQUEST_DATA_STREAM / MISSION_* / SET_MODE into OperatorCommand DTOs
and audits each receipt to FDR. FcKind.GCS_QGC added for PortConfig.

Tests: 25 new (12 AZ-396 + 13 AZ-397); full suite 501 passing, 2 skipped.
Contracts unchanged (additive FcConfig fields, range relaxation on
GcsConfig.summary_rate_hz, additive FcKind enum value).

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-11 05:06:56 +03:00