- 02 Jun, 2026 40 commits
-
-
Constraint: Music ACR queries should be closer to choruses, strong rhythmic sections, and attack regions without giving up the existing random and silence-aware fallbacks Rejected: Add only heavier beat/chorus modeling first | higher complexity and more brittle than lightweight energy/onset heuristics for the current training pipeline Confidence: high Scope-risk: moderate Directive: Keep high_energy/onset_aware as heuristic candidate generators; future beat/chorus logic should layer on top of them rather than replace the fallback stack Tested: /usr/local/miniconda3/bin/python -m py_compile acr-engine/src/data/dataset.py acr-engine/src/data/manifest_tools.py acr-engine/train.py acr-engine/src/data/external_adapters.py; synthetic_v2 dry-run with --segment-strategy high_energy and onset_aware; handcrafted 20s audio fixture with high_energy/onset_aware query offset checks Not-tested: Full retraining/evaluation impact on FMA or internal production datasets
cnb.bofCdSsphPA authored -
Constraint: smoke-local must recover long CPU index builds automatically, but partial embeddings from an older model must never contaminate a newly trained index Rejected: Always reuse any existing partial checkpoint | can silently blend embeddings from different model generations into one index Confidence: high Scope-risk: moderate Directive: Keep model-signature checks on all future index resume paths; auto-resume should fall back to clean rebuild on any signature mismatch Tested: /usr/local/miniconda3/bin/python -m py_compile acr-engine/src/engines/ecapa_embedder.py acr-engine/src/data/external_adapters.py acr-engine/run_demo.py; same-model partial checkpoint resume vs fresh rebuild equality; mismatched-model checkpoint rejection and clean rebuild equality Not-tested: Reattaching the currently running real FMA smoke process after an external interruption
cnb.bofCdSsphPA authored -
Constraint: Real FMA smoke indexing can run for a long time on CPU and synthetic/root-layout datasets must still use the same build-index entrypoint Rejected: Treat build-index as all-or-nothing and require full reruns after interruption | wastes hours on CPU and obscures whether work was already completed Confidence: high Scope-risk: moderate Directive: Preserve checkpoint file compatibility; future smoke-local automation should prefer resume before rebuilding from scratch Tested: /usr/local/miniconda3/bin/python -m py_compile acr-engine/src/engines/ecapa_embedder.py acr-engine/src/engines/chromaprint_matcher.py acr-engine/run_demo.py; synthetic_v2 partial-checkpoint resume vs fresh rebuild equality check (shape/ids/embeddings/progress) Not-tested: In-place resumption of the currently running real FMA process after an actual external kill/restart
cnb.bofCdSsphPA authored -
Constraint: Real music queries often include long silence heads/tails, but the pipeline still needs random-crop generalization and simple CLI controls Rejected: Replace all random crops with structure-aware segmentation | would overfit to curated boundaries and diverge from messy real-world query distributions Confidence: high Scope-risk: moderate Directive: Keep random as fallback; layer beat/onset/chorus-aware segmentation on top instead of removing silence-aware and sliding paths Tested: /usr/local/miniconda3/bin/python -m py_compile acr-engine/src/data/dataset.py acr-engine/src/data/manifest_tools.py acr-engine/train.py acr-engine/src/data/external_adapters.py; external_adapters.py prepare-local fma /tmp/segtest_audio --query-strategy silence_aware; train.py --data data/synthetic_v2 --dry-run --segment-strategy hybrid Not-tested: Full FMA smoke retraining/eval with the new segmentation strategies
cnb.bofCdSsphPA authored -
Constraint: Internal assets must support both manually labeled clips and whole-track auto-window generation without breaking pgvector export Rejected: Treat missing query duration as full audio duration | prevents multi-window query expansion for long source audio Confidence: high Scope-risk: narrow Directive: Keep explicit CSV offset authoritative; only auto-expand when offset is absent and query_stride is set Tested: /usr/local/miniconda3/bin/python -m py_compile acr-engine/scripts/internal_asset_type_mapper.py; local 30s/40s WAV fixture export with manifest + pgvector verification Not-tested: End-to-end retraining with newly expanded internal manifests
cnb.bofCdSsphPA authored -
Constraint: Internal short-video and demo assets need explicit duration/offset semantics before they can behave like real training or pgvector segment records Rejected: Leave query offsets empty by default | Produces weaker provenance and less useful downstream segment metadata Confidence: high Scope-risk: narrow Directive: Prefer source CSV timing when available, then fall back to inspected audio duration and conservative default offsets Tested: Sample CSV run confirmed one query used CSV duration/offset (5.0/12.5) and another fell back to inspected duration/default offset (6.5/0.0), with pgvector segments matching Not-tested: Complex multi-segment offset generation from long-form internal masters
cnb.bofCdSsphPA authored -
Constraint: Internal CSV ingestion should reach a pgvector-ready payload without requiring a second custom export path Rejected: Limit the mapper to manifest outputs only | Forces another transformation layer before database loading Confidence: high Scope-risk: narrow Directive: Keep pgvector payloads aligned with the shared songs/references/segments contract while preserving internal asset metadata fields Tested: internal_asset_type_mapper.py with --emit-pgvector-json produced songs=2 references=2 segments=2 and included audio_role/asset_type_code/validation_status in sample rows Not-tested: Direct bulk load into PostgreSQL using a live pgvector database
cnb.bofCdSsphPA authored -
Constraint: Internal CSV exports should expose missing audio and usable durations before they are treated as train-ready manifests Rejected: Defer path and duration checks to later training failures | Would make ingestion debugging slow and noisy Confidence: high Scope-risk: narrow Directive: Keep internal asset validation lightweight at mapping time; surface existence and duration early, then layer richer QC rules incrementally Tested: internal_asset_type_mapper.py with --audio-root on a 6-row sample detected missing_audio=2 and emitted durations for existing reference/query assets Not-tested: Production-scale scans over the full internal asset repository
cnb.bofCdSsphPA authored -
Constraint: Internal asset exports should reach train/test-ready manifests without repeated manual reshaping Rejected: Stop at references/queries JSON only | Still leaves each import needing custom bundle assembly and split logic Confidence: high Scope-risk: narrow Directive: Keep internal manifest emission conservative and deterministic; preserve train/test query presence even on tiny exports Tested: internal_asset_type_mapper.py sample run with --emit-manifests produced catalog/train/test/val and balanced 1 query in both train and test Not-tested: Duration/offset enrichment from live source metadata and audio-path existence checks on production exports
cnb.bofCdSsphPA authored -
Constraint: Internal type enums need a repeatable mapping path into manifest-ready buckets before bulk database exports begin Rejected: Leave type handling as documentation only | Would force repeated manual filtering and inconsistent ingestion decisions Confidence: high Scope-risk: narrow Directive: Keep internal asset mapping defaults conservative; conditional instrumental variants should stay opt-in until version-aware training is ready Tested: internal_asset_type_mapper.py on a 6-row sample CSV produced references=2 queries=2 metadata_only=1 excluded=1 with expected type routing Not-tested: Direct SQL export integration against the live source database
cnb.bofCdSsphPA authored -
Constraint: Internal media types need a clear training whitelist and versioning policy before they are mapped into manifests and pgvector Rejected: Treat all audio-like assets as the same training label source | Would blur original-vs-instrumental semantics and degrade retrieval quality Confidence: high Scope-risk: narrow Directive: Keep original recordings, instrumental variants, and short-video clips explicitly separated by audio_role and version semantics during ingestion Tested: Verified new documentation anchors and mapping tables in training-data-and-pgvector-guide.md Not-tested: Automated import from the upstream SQL type enum into manifests
cnb.bofCdSsphPA authored -
Constraint: Open-dataset ingestion needs a way to generate multiple overlapping queries per track, otherwise training/eval coverage stays too sparse Rejected: Keep only one random external query per track | Leaves long songs underrepresented and weakens reproducibility Confidence: high Scope-risk: moderate Directive: Preserve single-query behavior as the default, but keep overlap-query generation configurable through query_stride for future corpora Tested: manifest_tools audio-dir-to-splits --help shows --query-stride; prepare-local on data/synthetic_v2/songs with query_duration=8.0 and query_stride=4.0 produced 72 queries with query_index fields Not-tested: Full end-to-end smoke-local completion on the still-running real FMA corpus with overlap-query mode enabled
cnb.bofCdSsphPA authored -
Constraint: Real-data smoke reports must distinguish manifest query duration from training segment duration to avoid 5s-vs-8s confusion across runs Rejected: Keep a single ambiguous query_duration field | Makes cross-run analysis and handoff error-prone Confidence: high Scope-risk: narrow Directive: Preserve explicit duration semantics in future smoke/report artifacts and keep legacy aliases only for compatibility Tested: build_smoke_config_summary() emits manifest_query_duration=8.0 and train_segment_duration=5.0 using configs/default.yaml Not-tested: End-to-end regeneration of the still-running real FMA smoke report bundle with the new config schema
cnb.bofCdSsphPA authored -
Constraint: Future sessions need startup memory for user preferences, real-data status, and the current FMA bottleneck without re-discovery Rejected: Leave continuity only in transient chat context | Would force every new session to reconstruct state from scratch Confidence: high Scope-risk: narrow Directive: Keep AGENTS continuity memory concise, code-true, and refreshed when project direction or bottlenecks materially change Tested: AGENTS.md anchor search for continuity keys; verified host CUDA snapshot; verified build-index progress logs on small smoke artifacts Not-tested: Full completion of the long-running real FMA CPU build-index stage
cnb.bofCdSsphPA authored -
Constraint: Real FMA smoke is already running on CPU, but future smoke runs must be able to target GPU without manually splitting the pipeline Rejected: Pass through raw 'auto' everywhere | run_demo/evaluate embedder paths cannot consume torch.device('auto') safely Confidence: high Scope-risk: narrow Directive: Keep smoke orchestration device handling normalized at the adapter boundary unless all downstream CLIs gain native auto-device support Tested: smoke-local --help shows --device; resolve_device('auto') returns cpu on this host; smoke-local synthetic run prints Device: cpu; manual build-index and evaluate succeed on smoke artifacts with top1=1.0 topk=1.0 Not-tested: End-to-end smoke-local completion on the long-running real FMA job and a live CUDA host pathcnb.bofCdSsphPA authored -
Constraint: Must document code-true behavior for training crops, retrieval windows, GPU support, and FMA reuse before more dataset automation lands Rejected: Leave docs at high-level abstractions only | Would hide 5s-vs-8s and CPU-vs-GPU operational realities Confidence: high Scope-risk: narrow Directive: Keep future dataset docs aligned with actual code paths and artifact timestamps, not intended architecture alone Tested: Source review of dataset.py manifest_tools.py external_adapters.py utils/audio.py ecapa_embedder.py train.py; live FMA smoke progress observed through epoch completion Not-tested: Markdown renderer-specific Mermaid rendering and every relative link target in external viewers
cnb.bofCdSsphPA authored -
Constraint: The user asked for continuous staged commits, and the real milestone is the pipeline crossing from download-gated to actual dataset execution. Rejected: Waiting for the entire smoke pipeline to finish before checkpointing | The phase transition itself is significant and already verified. Confidence: high Scope-risk: narrow Directive: Keep the smoke run going, then checkpoint again with concrete train/index/eval results once the real-data pipeline completes. Tested: Verified the archive reached full expected size, confirmed local FMA readiness with 8000 audio files and 7994 eligible queries, and observed the real smoke pipeline enter epoch-1 training with 6381 classes. Not-tested: The full smoke pipeline outcome (final training artifact, index, and evaluation metrics) is still in progress.
cnb.bofCdSsphPA authored -
Constraint: The real-data lane remains gated on archive bytes, so progress reports should continue to be evidence-backed and operationally meaningful. Rejected: Waiting until ninety percent to report again | The current increase is material and confirms continued guard stability. Confidence: high Scope-risk: narrow Directive: Keep checkpointing only meaningful transfer/guard milestones until downstream extraction can actually start. Tested: Verified the detached guard remained alive for more than nine minutes, confirmed log growth through nineteen polling cycles, re-ran archive inspect, and confirmed readiness is still blocked only by incomplete bytes. Not-tested: Extraction and real-data smoke remain pending until archive completion.
cnb.bofCdSsphPA authored -
Constraint: The long-running real-data gate still calls for evidence-backed progress updates while downstream validation remains blocked on bytes. Rejected: Waiting for the exact eighty-five-percent threshold | The current progress jump is material and verified. Confidence: high Scope-risk: narrow Directive: Keep capturing only meaningful progress/guard milestones until the archive completes and phase transition begins. Tested: Verified the detached guard remained alive for more than eight minutes, confirmed log growth through seventeen polling cycles, re-ran archive inspect, and confirmed readiness is still blocked only by incomplete bytes. Not-tested: Extraction and real-data smoke remain pending until archive completion.
cnb.bofCdSsphPA authored -
Constraint: The active real-data gate still needs evidence-backed progress while the archive remains incomplete. Rejected: Skipping this milestone because completion is not far off | Eighty percent is a meaningful operational checkpoint for the long-running lane. Confidence: high Scope-risk: narrow Directive: Continue logging only material milestones and guard-runtime evidence until the archive completes and downstream validation can begin. Tested: Verified the detached guard remained alive for more than seven minutes, confirmed log growth through fifteen polling cycles, re-ran archive inspect, and confirmed readiness is still blocked only by incomplete bytes. Not-tested: Extraction and real-data smoke remain pending until archive completion.
cnb.bofCdSsphPA authored -
Constraint: The ongoing Ralph loop still needs concrete operational evidence while the real-data path remains blocked on bytes, not logic. Rejected: Waiting for a round-number milestone like eighty percent | The current progress jump is already material and verified. Confidence: high Scope-risk: narrow Directive: Continue capturing substantial progress and guard-runtime evidence until the archive completes and the phase can change. Tested: Verified the detached guard remained alive for more than six minutes, confirmed log growth through thirteen polling cycles, re-ran archive inspect, and confirmed readiness is still blocked only by incomplete bytes. Not-tested: Extraction and real-data smoke remain pending until archive completion.
cnb.bofCdSsphPA authored -
Constraint: While the dataset gate is still byte-bound, the user expects continued verifiable milestone tracking rather than idle waiting. Rejected: Deferring updates until completion | That would lose evidence about guard durability and long-transfer behavior. Confidence: high Scope-risk: narrow Directive: Continue capturing substantial percentage gains and guard-runtime evidence until the readiness gate finally opens. Tested: Verified the detached guard remained alive for more than five minutes, confirmed log growth through eleven polling cycles, re-ran archive inspect, and confirmed readiness is still blocked only by incomplete bytes. Not-tested: Extraction and real-data smoke remain pending until the archive is complete.
cnb.bofCdSsphPA authored -
Constraint: The active Ralph loop still needs concrete, incremental verification while the real-data gate remains download-bound. Rejected: Compressing multiple progress milestones into silence | The user explicitly asked for continuous staged progress with commits. Confidence: high Scope-risk: narrow Directive: Keep checkpointing only material byte-progress and guard-liveness milestones until the archive completes. Tested: Verified the detached guard remained alive for more than four minutes, confirmed log growth through nine polling cycles, re-ran archive inspect, and confirmed readiness is still blocked only by incomplete bytes. Not-tested: Extraction and real-data smoke remain pending until the archive is complete.
cnb.bofCdSsphPA authored -
Constraint: Long-running progress evidence should keep proving both transfer health and guard durability until the gate opens. Rejected: Waiting silently for completion | The user asked for continuous optimization and verifiable staged updates. Confidence: high Scope-risk: narrow Directive: Keep recording material progress jumps and guard liveness rather than emitting redundant no-change updates. Tested: Verified the detached guard was still alive after more than three minutes, confirmed log growth through seven polling cycles, re-ran archive inspect, and confirmed readiness remains blocked only by incomplete bytes. Not-tested: Extraction and real-data smoke still await full archive completion.
cnb.bofCdSsphPA authored -
Constraint: The real-data lane depends on confidence that the unattended guard will survive for the rest of the download, not just a short sample window. Rejected: Declaring the guard fully solved after the prior check | More elapsed time and more cycles give stronger operational proof. Confidence: high Scope-risk: narrow Directive: Continue pairing guard-runtime evidence with readiness checks until the archive completes and phase transition occurs. Tested: Verified the detached guard was still alive after more than two minutes, observed log growth through five polling cycles, re-ran archive inspect, and confirmed readiness is still blocked only by incomplete bytes. Not-tested: The completed handoff through extraction and smoke is still pending archive completion.
cnb.bofCdSsphPA authored -
Constraint: We need evidence that the new guard launcher solved the earlier drop behavior before trusting it for the rest of the transfer. Rejected: Assuming success from one or two polls alone | A longer runtime and multiple cycles provide stronger evidence. Confidence: high Scope-risk: narrow Directive: Keep verifying guard liveness alongside archive progress until readiness opens and the pipeline can switch phases. Tested: Checked the detached guard's pid/runtime, confirmed three logged polling cycles, re-ran archive inspect, and confirmed the readiness gate is still blocked only by incomplete bytes. Not-tested: Extraction and real-data smoke remain pending until the archive reaches full size.
cnb.bofCdSsphPA authored -
Constraint: A multi-hour download needs a background guard that survives shell teardown, not just a logically correct polling loop. Rejected: More ad-hoc nohup restarts | They obscured whether the issue was loop logic or process detachment. Confidence: high Scope-risk: narrow Directive: Use the guard launcher for future unattended waits and keep pid/log artifacts so later sessions can verify liveness quickly. Tested: Ran a foreground three-cycle control experiment, launched the new setsid-based guard, then verified the detached process survived with PPID 1 and emitted at least two polling cycles in the log. Not-tested: Full handoff through completed download, extraction, and smoke still awaits archive completion.
cnb.bofCdSsphPA authored -
Constraint: The real-data lane still needs a reliable unattended handoff process, and fresh evidence now shows the first durability fix was incomplete. Rejected: Treating the restarted waiter as fully solved | The second drop proves more diagnosis is required. Confidence: medium Scope-risk: narrow Directive: Investigate why the waiter exits after the first logged poll instead of assuming the infinite-loop change alone solved stability. Tested: Re-checked archive progress, confirmed the waiter process was absent, inspected the single-entry log file, and restarted the waiter successfully. Not-tested: Root-cause isolation for the second waiter drop remains pending.
cnb.bofCdSsphPA authored -
Constraint: The real dataset download lasts far longer than the waiter's original three-cycle lifetime, so the handoff process must survive unattended. Rejected: Repeatedly restarting a short-lived waiter by hand | That is fragile and defeats the point of automation. Confidence: high Scope-risk: narrow Directive: Keep the waiter long-lived by default and preserve progress logs so future sessions can see active polling immediately. Tested: Diagnosed the original max-cycles behavior, ran a short two-cycle verification showing archive growth, then relaunched the long-lived waiter and confirmed live process plus log output. Not-tested: The completed handoff path from full archive to extraction has not fired yet because the download is still in progress.
cnb.bofCdSsphPA authored -
Constraint: The real-data lane should not rely on a dead background handoff process while a long download is still in flight. Rejected: Assuming the prior waiter was still alive | A direct process check showed it was gone. Confidence: high Scope-risk: narrow Directive: Re-check waiter liveness during subsequent progress audits and restart it whenever it drops before archive completion. Tested: Re-ran archive inspect, verified the waiter was absent, confirmed the empty log file, restarted the waiter, and validated the new live process. Not-tested: The restarted waiter has not yet handed off to extraction because the archive remains incomplete.
cnb.bofCdSsphPA authored -
Constraint: The dataset gate is long-running, so progress should continue without manual babysitting once the archive finishes. Rejected: Pure polling without a handoff process | That would still require manual intervention at completion time. Confidence: high Scope-risk: narrow Directive: Leave the waiter in place until it hands off to post-download preparation, then capture the resulting extraction evidence. Tested: Re-ran archive inspect, confirmed no prior waiter, started wait_for_fma_and_prepare in the background, and verified the live process plus log file. Not-tested: The waiter has not yet reached extraction because the archive is still incomplete.
cnb.bofCdSsphPA authored -
Constraint: The active Ralph loop needs current operational evidence while the dataset gate is still waiting on download completion. Rejected: Relying on byte growth alone | We also need process-level proof that the transfer path is still alive. Confidence: high Scope-risk: narrow Directive: Keep validating both archive growth and transfer liveness until readiness opens, then switch to extraction immediately. Tested: Re-ran inspect, watchdog, and process checks; all confirmed higher byte counts, a live curl process, and no restart needed. Not-tested: Real-data extraction and smoke remain blocked by the incomplete archive.
cnb.bofCdSsphPA authored -
Constraint: We need script-backed evidence for whether the pipeline can advance beyond download waiting. Rejected: Assuming the next phase is ready from percentage alone | Readiness must be validated by the post-download gate script. Confidence: high Scope-risk: narrow Directive: Use the readiness script, not only byte counts, before switching to extraction and smoke. Tested: Re-ran archive inspect and the post-download readiness check, which confirmed progress growth but a still-blocked archive_not_complete gate. Not-tested: Extraction and smoke remain deferred until the readiness script reports completion.
cnb.bofCdSsphPA authored -
Constraint: Ralph requires new verification evidence while the real-data gate remains unresolved. Rejected: Repeating the prior status without a fresh measurement | It would not prove continued forward progress. Confidence: high Scope-risk: narrow Directive: Keep recording byte-level progress until the archive completes, then switch immediately to extraction and smoke validation. Tested: Re-ran inspect and watchdog checks, confirming higher byte counts and a live curl process without restart. Not-tested: Extraction and real-data smoke remain blocked on archive completion.
cnb.bofCdSsphPA authored -
Constraint: Real-data smoke cannot be claimed before the user-provided archive is fully downloaded and locally inspectable. Rejected: Pretending readiness from partial bytes | That would create false verification evidence for the dataset lane. Confidence: high Scope-risk: narrow Directive: Do not run real FMA extraction or smoke until inspect reports the full expected archive size. Tested: Re-ran the archive inspect command and confirmed the active background curl process plus current local file size. Not-tested: Extraction, local preparation, and real FMA smoke remain pending until the archive completes.
cnb.bofCdSsphPA authored -
Constraint: The guidance had to align with the repo's existing manifest and pgvector templates while staying usable for later industrial ingestion. Rejected: A purely conceptual note | It would not be actionable for future sessions or data engineering work. Confidence: high Scope-risk: narrow Directive: Keep future dataset onboarding and pgvector ingestion changes anchored on manifest-first contracts and stable song identifiers. Tested: Relative markdown links for the updated docs were validated locally and repository anchor files were confirmed present. Not-tested: No model retraining or database ingestion was run in this documentation-only stage.
cnb.bofCdSsphPA authored -
Constraint: The real FMA archive still needs time, but once it finishes the workflow should transition into extraction and readiness with minimal operator attention Rejected: Keep completion detection as an entirely manual loop | Wastes attention and slows handoff at the exact moment the archive becomes useful Confidence: high Scope-risk: narrow Directive: Use wait_for_fma_and_prepare.py as the passive bridge from long-running download to active dataset onboarding whenever unattended waiting is acceptable Tested: /usr/local/miniconda3/bin/python -m py_compile acr-engine/scripts/wait_for_fma_and_prepare.py; /usr/local/miniconda3/bin/python acr-engine/scripts/wait_for_fma_and_prepare.py --interval 2 --max-cycles 2 Not-tested: The completed-path handoff into extraction remains pending full archive completion
cnb.bofCdSsphPA authored -
Constraint: Once the large FMA archive finishes, future sessions should not need to manually stitch extraction and readiness checks together Rejected: Leave post-download steps as manual shell sequences | Increases delay and error risk at the most valuable transition point Confidence: high Scope-risk: narrow Directive: Keep fma_postdownload_ready.py as the canonical first command after archive completion before attempting real-data smoke runs Tested: /usr/local/miniconda3/bin/python -m py_compile acr-engine/scripts/fma_postdownload_ready.py; /usr/local/miniconda3/bin/python acr-engine/scripts/fma_postdownload_ready.py Not-tested: Successful extract and readiness on the full archive remain pending completion of the download
cnb.bofCdSsphPA authored -
Constraint: Schema and manifest-export templates are useful, but practical adoption still needs an explicit handoff into database load order and SQL shapes Rejected: Stop at export JSON only | Leaves later sessions to redesign the bulk-ingest bridge from scratch Confidence: high Scope-risk: narrow Directive: Keep bulk-load templates declarative until a real database target is available, then add a live loader without changing manifest semantics Tested: /usr/local/miniconda3/bin/python -m py_compile acr-engine/scripts/pgvector_bulk_load_template.py; /usr/local/miniconda3/bin/python acr-engine/scripts/pgvector_bulk_load_template.py --input acr-engine/reports/pgvector_manifest_export_test.json --output acr-engine/reports/pgvector_bulk_load_plan_test.json Not-tested: Live PostgreSQL execution remains pending a database environment
cnb.bofCdSsphPA authored -
Constraint: The user needs concrete downstream data handling guidance now, and future vector retrieval work should not start from abstract docs alone Rejected: Leave pgvector support at prose-only guidance | Delays integration by forcing later sessions to reinvent schema and export bridges Confidence: high Scope-risk: narrow Directive: Keep schema/export templates aligned with actual manifest semantics before adding live database loaders Tested: /usr/local/miniconda3/bin/python -m py_compile acr-engine/scripts/export_manifest_to_pgvector_json.py; /usr/local/miniconda3/bin/python acr-engine/scripts/export_manifest_to_pgvector_json.py --data acr-engine/data/synthetic_v2 --split test --source-dataset synthetic_v2 --output acr-engine/reports/pgvector_manifest_export_test.json Not-tested: Live PostgreSQL/pgvector ingestion remains pending a real database target
cnb.bofCdSsphPA authored
-
