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[AZ-240] [AZ-241] [AZ-242] Add native retrieval remediation
Implement the product remediation paths required before greenfield code testability revision: native VIO backend selection, local VPR descriptor index retrieval, and computed anchor matching gates. Co-authored-by: Cursor <cursoragent@cursor.com>
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# Batch Report
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**Batch**: 10
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**Tasks**: AZ-240_native_vio_backend_integration, AZ-241_real_satellite_vpr_descriptor_retrieval, AZ-242_real_anchor_feature_matching_ransac
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**Date**: 2026-05-05
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## Task Results
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| Task | Status | Files Modified | Tests | AC Coverage | Issues |
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|------|--------|---------------|-------|-------------|--------|
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| AZ-240_native_vio_backend_integration | Done | 6 files | 58 passed | 3/3 ACs covered | None |
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| AZ-241_real_satellite_vpr_descriptor_retrieval | Done | 6 files | 58 passed | 3/3 ACs covered | None |
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| AZ-242_real_anchor_feature_matching_ransac | Done | 6 files | 58 passed | 3/3 ACs covered | None |
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## AC Test Coverage: All covered
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- AZ-240 AC-1: `test_configured_native_backend_path_emits_vio_state`
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- AZ-240 AC-2: `test_native_backend_initialization_failure_sets_failed_health`, `test_native_backend_runtime_failure_sets_failed_health`
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- AZ-240 AC-3: `test_timestamp_mismatch_is_explicit_validation_error`, `test_tracking_loss_degrades_health_without_emitting_absolute_position`
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- AZ-241 AC-1: `test_valid_local_index_load_reports_ready_status`, `test_local_descriptor_index_package_loads_from_cache_file`
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- AZ-241 AC-2: `test_loaded_index_returns_bounded_candidates_with_freshness`
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- AZ-241 AC-3: `test_missing_index_degrades_with_explicit_no_candidate_result`, `test_invalid_index_package_degrades_with_explicit_error`
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- AZ-242 AC-1: `test_matching_path_computes_evidence_from_frame_and_tile_inputs`
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- AZ-242 AC-2: `test_unsafe_candidate_is_rejected_with_reason`, `test_computed_matching_rejects_low_inlier_geometry`
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- AZ-242 AC-3: `test_matcher_benchmark_can_run_computed_paths`
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## Code Review Verdict: PASS
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## Auto-Fix Attempts: 0
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## Stuck Agents: None
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## Verification
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- `python3 -m pytest tests/unit/test_vio_adapter.py tests/unit/test_satellite_service_vpr.py tests/unit/test_anchor_verification.py`: 19 passed.
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- `python3 -m pytest`: 58 passed.
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- Formatter/linter CLIs declared in `pyproject.toml` were unavailable in this interpreter: `black` and `ruff` modules were not installed.
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## Next Batch: All product tasks complete
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# Product Implementation Completeness Report
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**Cycle**: 1
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**Date**: 2026-05-05
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**Outcome**: Product implementation complete
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## Summary
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All product implementation tasks for cycle 1 are implemented or have explicit runtime prerequisite boundaries. The remediation tasks close the previously identified gaps in native VIO selection, local descriptor/index VPR retrieval, and computed anchor matching/geometry verification.
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## Product Task Classifications
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| Task | Classification | Evidence |
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|------|----------------|----------|
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| AZ-219 through AZ-232 | PASS | Prior batch reports 01-09 and cumulative review 01-09 |
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| AZ-240 | PASS | `src/vio_adapter/interfaces.py`, `src/vio_adapter/native/__init__.py`, `tests/unit/test_vio_adapter.py` |
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| AZ-241 | PASS | `src/satellite_service/interfaces.py`, `src/satellite_service/types.py`, `src/satellite_service/native/__init__.py`, `tests/unit/test_satellite_service_vpr.py` |
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| AZ-242 | PASS | `src/anchor_verification/interfaces.py`, `src/anchor_verification/types.py`, `src/anchor_verification/native/__init__.py`, `tests/unit/test_anchor_verification.py` |
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## Remediation Evidence
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- VIO now exposes `NativeVioBackend` behind the `VioBackend` protocol, fills latency metrics, maps initialization/runtime failures into explicit health/error envelopes, and keeps WGS84 authority out of the adapter.
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- Satellite retrieval now loads local descriptor/index packages from cache files, builds a CPU FAISS-compatible descriptor index, requires query descriptors for retrieval, and degrades safely for missing or invalid index data.
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- Anchor verification now computes matcher evidence from frame/tile keypoints through `KeypointRansacMatcher`, reports runtime/quality metrics, and routes computed evidence through the existing freshness, provenance, inlier, MRE, and homography gates.
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## Marker Scan
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Checked changed component source for unresolved implementation markers:
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- `src/vio_adapter`: clean
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- `src/satellite_service`: clean
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- `src/anchor_verification`: clean
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## Verification
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- `python3 -m pytest tests/unit/test_vio_adapter.py tests/unit/test_satellite_service_vpr.py tests/unit/test_anchor_verification.py`: 19 passed.
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- `python3 -m pytest`: 58 passed.
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- `black` and `ruff` modules were not installed in the current interpreter, so formatter/linter CLI checks could not run.
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## Required Follow-Up
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No product remediation tasks remain. Autodev may advance to Step 8, Code Testability Revision.
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**Feature**: Product runtime
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**Cycle**: 1
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**Date**: 2026-05-04
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**Status**: Superseded — remediation pending
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**Date**: 2026-05-05
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**Status**: Complete
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## Summary
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Greenfield product implementation completed the initial GPS-denied onboard runtime scaffold and component behavior tasks. Later product verification identified required remediation work before the flow can advance to testability revision.
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Greenfield product implementation completed the GPS-denied onboard runtime and the required remediation work for native VIO selection, local descriptor/index VPR retrieval, and computed anchor matching/geometry verification.
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- Total tasks completed: 14
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- Completed batches: 9
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- Total tasks completed: 17
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- Completed batches: 10
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- Blocked tasks: 0
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- Code review verdicts: PASS for all batch reviews and cumulative review
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- Final test run: 49 passed
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- Final test run: 58 passed
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## Completed Tasks
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@@ -33,6 +33,9 @@ Greenfield product implementation completed the initial GPS-denied onboard runti
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| AZ-230 | satellite_service_vpr_retrieval | 7 | Done |
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| AZ-231 | anchor_verification_matching | 8 | Done |
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| AZ-232 | safety_anchor_state_machine | 9 | Done |
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| AZ-240 | native_vio_backend_integration | 10 | Done |
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| AZ-241 | real_satellite_vpr_descriptor_retrieval | 10 | Done |
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| AZ-242 | real_anchor_feature_matching_ransac | 10 | Done |
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## Batch Outcomes
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@@ -47,6 +50,7 @@ Greenfield product implementation completed the initial GPS-denied onboard runti
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| 7 | AZ-230_satellite_service_vpr_retrieval | PASS | 42 passed |
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| 8 | AZ-231_anchor_verification_matching | PASS | 45 passed |
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| 9 | AZ-232_safety_anchor_state_machine | PASS | 49 passed |
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| 10 | AZ-240_native_vio_backend_integration, AZ-241_real_satellite_vpr_descriptor_retrieval, AZ-242_real_anchor_feature_matching_ransac | PASS | 58 passed |
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## Acceptance Coverage
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@@ -54,21 +58,21 @@ All acceptance criteria documented in the product implementation task specs are
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- Shared contracts, configuration, errors, telemetry, geometry, and time-sync behavior are validated by shared unit tests.
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- Component runtime boundaries for camera ingest, MAVLink/GCS, tile management, FDR, VIO, Satellite Service, anchor verification, and safety/anchor state management are validated by component unit tests.
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- Native VIO backend selection, local descriptor/index package loading and retrieval, and computed matcher/RANSAC evidence paths are validated by remediation unit tests.
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- Safety-critical behavior for explicit errors, no raw-frame retention, no mid-flight Satellite Service calls, conservative generated-tile writes, rejected unsafe anchors, monotonic blackout degradation, and honest covariance is covered by the current unit suite.
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## Review Summary
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- Batch reviews: `_docs/03_implementation/reviews/batch_01_review.md` through `_docs/03_implementation/reviews/batch_09_review.md`
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- Batch reviews: `_docs/03_implementation/reviews/batch_01_review.md` through `_docs/03_implementation/reviews/batch_10_review.md`
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- Cumulative review: `_docs/03_implementation/reviews/cumulative_review_batches_01-09_cycle1_report.md`
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- Auto-fix attempts: 0 across all batches
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- Stuck agents: none
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## Final Verification
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- `.venv/bin/python -m black --check src tests e2e/replay` passed.
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- `.venv/bin/python -m ruff check src tests e2e/replay` passed.
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- `.venv/bin/python -m pytest` passed: 49 tests.
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- `python3 -m pytest` passed: 58 tests.
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- `python3 -m black ...` and `python3 -m ruff ...` could not run because those optional dev tool modules are not installed in the current interpreter.
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## Next Step
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Autodev should remain at Step 7, Implement, until remediation tasks AZ-240 through AZ-242 are implemented and the Product Implementation Completeness Gate produces `_docs/03_implementation/implementation_completeness_cycle1_report.md` without unresolved `FAIL` classifications.
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Autodev may advance to Step 8, Code Testability Revision. Product implementation completeness is recorded in `_docs/03_implementation/implementation_completeness_cycle1_report.md`.
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# Code Review Report
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**Batch**: AZ-240_native_vio_backend_integration, AZ-241_real_satellite_vpr_descriptor_retrieval, AZ-242_real_anchor_feature_matching_ransac
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**Date**: 2026-05-05
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**Verdict**: PASS
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## Findings
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| # | Severity | Category | File:Line | Title |
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|---|----------|----------|-----------|-------|
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| - | - | - | - | No findings |
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## Review Notes
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- AZ-240: `NativeVioBackend` keeps engine-specific setup behind the `VioBackend` protocol, maps initialization/runtime errors to explicit `VioHealthReport` failures, and preserves timestamp mismatch, tracking-quality degradation, and no-WGS84-authority behavior.
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- AZ-241: `LocalVprRetriever` now loads local descriptor/index packages from cache files, builds a CPU FAISS-compatible descriptor index, reports readiness with loaded record counts, and returns degraded/no-candidate results for missing or invalid packages without network access.
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- AZ-242: `GeometryGatedAnchorVerifier` now has a computed matcher path from frame/tile keypoints through `KeypointRansacMatcher`, while the existing safety gates still reject stale provenance, low inliers, high MRE, and geometry failures.
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## AC Coverage
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| Task | AC Coverage |
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|------|-------------|
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| AZ-240 | 3/3 covered by `tests/unit/test_vio_adapter.py` |
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| AZ-241 | 3/3 covered by `tests/unit/test_satellite_service_vpr.py` |
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| AZ-242 | 3/3 covered by `tests/unit/test_anchor_verification.py` |
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## Verification
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- `python3 -m pytest tests/unit/test_vio_adapter.py tests/unit/test_satellite_service_vpr.py tests/unit/test_anchor_verification.py` passed: 19 tests.
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- `python3 -m pytest` passed: 58 tests.
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- `python3 -m black ...` and `python3 -m ruff ...` could not run because those optional dev tools are not installed in the current interpreter.
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