ATOCore/scripts/eval_data/candidate_queue_snapshot.jsonl

{"id": "0dd85386-cace-4f9a-9098-c6732f3c64fa", "type": "project", "project": "atocore", "confidence": 0.5, "content": "AtoCore roadmap: (1) extractor improvement, (2) harness expansion, (3) Wave 2 ingestion, (4) OpenClaw finish; steps 1+2 are current mini-phase"}
{"id": "8939b875-152c-4c90-8614-3cfdc64cd1d6", "type": "knowledge", "project": "atocore", "confidence": 0.5, "content": "AtoCore is FastAPI (Python 3.12, SQLite + ChromaDB) on Dalidou home server (dalidou:8100), repo C:\\Users\\antoi\\ATOCore, data /srv/storage/atocore/, ingests Obsidian vault + Google Drive into vector memory system."}
{"id": "93e37d2a-b512-4a97-b230-e64ac913d087", "type": "knowledge", "project": "atocore", "confidence": 0.5, "content": "Deploy AtoCore: git push origin main, then ssh papa@dalidou and run /srv/storage/atocore/app/deploy/dalidou/deploy.sh"}
{"id": "4b82fe01-4393-464a-b935-9ad5d112d3d8", "type": "adaptation", "project": "atocore", "confidence": 0.5, "content": "Do not add memory extraction to interaction capture hot path; keep extraction as separate batch/manual step. Reason: latency and queue noise before review rhythm is comfortable."}
{"id": "c873ec00-063e-488c-ad32-1233290a3feb", "type": "project", "project": "atocore", "confidence": 0.5, "content": "As of 2026-04-11, approved roadmap in order: observe reinforcement, batch extraction, candidate triage, off-Dalidou backup, retrieval quality review."}
{"id": "665cdd27-0057-4e73-82f5-5d4f47189b5d", "type": "project", "project": "atocore", "confidence": 0.5, "content": "AtoCore adopts DEV-LEDGER.md as shared operating memory with stable headers; updated at session boundaries"}
{"id": "5f89c51d-7e8b-4fb9-830d-a35bb649f9f7", "type": "adaptation", "project": "atocore", "confidence": 0.5, "content": "Codex branches for AtoCore fork from main (never orphan); use naming pattern codex/<topic>"}
{"id": "25ac367c-8bbe-4ba4-8d8e-d533db33f2d9", "type": "adaptation", "project": "atocore", "confidence": 0.5, "content": "In AtoCore, Claude builds and Codex audits; never work in parallel on same files"}
{"id": "89446ebe-fd42-4177-80db-3657bc41d048", "type": "adaptation", "project": "atocore", "confidence": 0.5, "content": "In AtoCore, P1-severity findings in DEV-LEDGER.md block further main commits until acknowledged"}
{"id": "1f077e98-f945-4480-96ab-110b0671ebc6", "type": "adaptation", "project": "atocore", "confidence": 0.5, "content": "Every AtoCore session appends to DEV-LEDGER.md Session Log and updates Orientation before ending"}
{"id": "89f60018-c23b-4b2f-80ca-e6f7d02c5cd3", "type": "preference", "project": "atocore", "confidence": 0.5, "content": "User prefers receiving standalone testing prompts they can paste into Claude Code on target deployments rather than having the assistant run tests directly."}
{"id": "2f69a6ed-6de2-4565-87df-1ea3e8c42963", "type": "project", "project": "p06-polisher", "confidence": 0.5, "content": "USB SSD on RPi is mandatory for polishing telemetry storage; must be independent of network for data integrity during runs."}
{"id": "6bcaebde-9e45-4de5-a220-65d9c4cd451e", "type": "project", "project": "p06-polisher", "confidence": 0.5, "content": "Use Tailscale mesh for RPi remote access to provide SSH, file transfer, and NAT traversal without port forwarding."}
{"id": "82f17880-92da-485e-a24a-0599ab1836e7", "type": "project", "project": "p06-polisher", "confidence": 0.5, "content": "Auto-sync telemetry data via rsync over Tailscale after runs complete; fire-and-forget pattern with automatic retry on network interruption."}
{"id": "2dd36f74-db47-4c72-a185-fec025d07d4f", "type": "project", "project": "p06-polisher", "confidence": 0.5, "content": "Real-time telemetry monitoring should target 10 Hz downsampling; full 100 Hz streaming over network is not necessary."}
{"id": "7519d82b-8065-41f0-812e-9c1a3573d7b9", "type": "knowledge", "project": "p06-polisher", "confidence": 0.5, "content": "Polishing telemetry data rate is approximately 29 MB per hour (100 Hz × 20 channels × 4 bytes = 8 KB/s)."}
{"id": "78678162-5754-478b-b1fc-e25f22e0ee03", "type": "project", "project": "p06-polisher", "confidence": 0.5, "content": "Machine spec (shareable) + Atomaste spec (internal) separate concerns. Machine spec hides program generation as 'separate scope' to protect IP/business strategy."}
{"id": "6657b4ae-d4ec-4fec-a66f-2975cdb10d13", "type": "project", "project": "p06-polisher", "confidence": 0.5, "content": "Firmware interface contract is invariant: controller-job.v1 input, run-log.v1 + telemetry output. No firmware changes needed regardless of program generation implementation."}
{"id": "6d6f4fe9-73e5-449f-a802-6dc0a974f87b", "type": "project", "project": "p06-polisher", "confidence": 0.5, "content": "Atomaste sim spec documents forward/return paths, calibration model (Preston k), translation loss, and service/IP strategy—details hidden from shareable machine spec."}
{"id": "932f38df-58f3-49c2-9968-8d422dc54b42", "type": "project", "project": "", "confidence": 0.5, "content": "USB SSD mandatory for storage (not SD card); directory structure /data/runs/{id}/, /data/manual/{id}/; status.json for machine state"}
{"id": "2b3178e8-fe38-4338-b2b0-75a01da18cea", "type": "project", "project": "", "confidence": 0.5, "content": "RPi joins Tailscale mesh for remote access over SSH VPN; no public IP or port forwarding; fully offline operation"}
{"id": "254c394d-3f80-4b34-a891-9f1cbfec74d7", "type": "project", "project": "", "confidence": 0.5, "content": "Data synchronization via rsync over Tailscale, failure-tolerant and non-blocking; USB stick as manual fallback"}
{"id": "ee626650-1ee0-439c-85c9-6d32a876f239", "type": "project", "project": "", "confidence": 0.5, "content": "Machine design principle: works fully offline and independently; network connection is for remote access only"}
{"id": "34add99d-8d2e-4586-b002-fc7b7d22bcb3", "type": "project", "project": "", "confidence": 0.5, "content": "No cloud, no real-time streaming, no remote control features in design scope"}
{"id": "993e0afe-9910-4984-b608-f5e9de7c0453", "type": "project", "project": "atocore", "confidence": 0.5, "content": "P1: Reflection loop integration incomplete—extraction remains manual (POST /interactions/{id}/extract), not auto-triggered with reinforcement. Live capture won't auto-populate candidate review queue."}
{"id": "bdf488d7-9200-441e-afbf-5335020ea78b", "type": "project", "project": "atocore", "confidence": 0.5, "content": "P1: Project memories excluded from context injection; build_context() requests [\"identity\", \"preference\"] only. Reinforcement signal doesn't reach assembled context packs."}
{"id": "188197af-a61d-4616-9e39-712aeaaadf61", "type": "project", "project": "atocore", "confidence": 0.5, "content": "Current batch-extract rules produce only 1 candidate from 42 real captures. Extractor needs conversational-cue detection or LLM-assisted path to improve yield."}
{"id": "acffcaa4-5966-4ec1-a0b2-3b8dcebe75bd", "type": "project", "project": "atocore", "confidence": 0.5, "content": "Next priority: extractor rule expansion (cheapest validation of reflection loop), then Wave 2 trusted operational ingestion (master-plan priority). Defer retrieval eval harness focus."}
{"id": "1b44a886-a5af-4426-bf10-a92baf3a6502", "type": "knowledge", "project": "atocore", "confidence": 0.5, "content": "Alias canonicalization fix (resolve_project_name() boundary) is consistently applied across project state, memories, interactions, and context lookup. Code review approved directionally."}
{"id": "e8f4e704-367b-4759-b20c-da0ccf06cf7d", "type": "project", "project": "p06-polisher", "confidence": 0.5, "content": "Machine capabilities now define z_type: engage_retract and cam_type: mechanical_with_encoder instead of actuator-driven setpoints."}
{"id": "ab2b607c-52b1-405f-a874-c6078393c21c", "type": "knowledge", "project": "", "confidence": 0.5, "content": "Codex is an audit agent; communicate with it via markdown prompts with numbered steps; it updates findings via commits to codex/* branches or direct messages."}
{"id": "5a5fd29d-291f-4e22-88fe-825cf55f745a", "type": "preference", "project": "", "confidence": 0.5, "content": "Audit-first workflow recommended: have codex audit DEV-LEDGER.md and recent commits before execution; validates round-trip, catches errors early."}
{"id": "4c238106-017e-4283-99a1-639497b6ddde", "type": "knowledge", "project": "", "confidence": 0.5, "content": "DEV-LEDGER.md at repo root is the shared coordination document with Orientation, Active Plan, and Open Review Findings sections."}
{"id": "83aed988-4257-4220-b612-6c725d6cd95a", "type": "project", "project": "atocore", "confidence": 0.5, "content": "Roadmap: Extractor improvement → Harness expansion → Wave 2 trusted operational ingestion → Finish OpenClaw integration (in that order)"}
{"id": "95d87d1a-5daa-414d-95ff-a344a62e0b6b", "type": "project", "project": "atocore", "confidence": 0.5, "content": "Phase 1 (Extractor): eval-driven loop—label captures, improve rules/add LLM mode, measure yield & FP, stop when queue reviewable (not coverage metrics)"}
{"id": "7aafb588-51b0-4536-a414-ebaaea924b98", "type": "project", "project": "atocore", "confidence": 0.5, "content": "Phases 1 & 2 (Extractor + Harness) are a mini-phase; without harness, extractor improvements are blind edits"}
{"id": "aa50c51a-27d7-4db9-b7a3-7ca75dba2118", "type": "knowledge", "project": "", "confidence": 0.5, "content": "Dalidou stores Claude Code interactions via a Stop hook that fires after each turn and POSTs to http://dalidou:8100/interactions with client=claude-code parameter"}
{"id": "5951108b-3a5e-49d0-9308-dfab449664d3", "type": "adaptation", "project": "", "confidence": 0.5, "content": "Interaction capture system is passive and automatic; no manual action required, interactions accumulate automatically during normal Claude Code usage"}
{"id": "9d2cbbe9-cf2e-4aab-9cb8-c4951da70826", "type": "project", "project": "", "confidence": 0.5, "content": "Session Log/Ledger system tracks work state across sessions so future sessions immediately know what is true and what is next; phases marked by git SHAs."}
{"id": "db88eecf-e31a-4fee-b07d-0b51db7e315e", "type": "project", "project": "atocore", "confidence": 0.5, "content": "atocore uses multi-model coordination: Claude and codex share DEV-LEDGER.md (current state / active plan / P1+P2 findings / recent decisions / commit log) read at session start, appended at session end"}
{"id": "8748f071-ff28-47a6-8504-65ca30a8336a", "type": "project", "project": "atocore", "confidence": 0.5, "content": "atocore starts with manual-event-loop (/audit or /status prompts) using DEV-LEDGER.md before upgrading to automated git hooks/CI review"}
{"id": "f9210883-67a8-4dae-9f27-6b5ae7bd8a6b", "type": "project", "project": "atocore", "confidence": 0.5, "content": "atocore development involves coordinating between Claude and codex models with shared plan/review strategy and counter-validation to improve system quality"}
{"id": "85f008b9-2d6d-49ad-81a1-e254dac2a2ac", "type": "project", "project": "p06-polisher", "confidence": 0.5, "content": "Z-axis is a binary engage/retract mechanism (z_engaged bool), not continuous position control; confirmation timeout z_engage_timeout_s required."}
{"id": "0cc417ed-ac38-4231-9786-a9582ac6a60f", "type": "project", "project": "p06-polisher", "confidence": 0.5, "content": "Cam amplitude and offset are mechanically set by operator and read via encoders; no actuators control them, controller receives encoder telemetry only."}
{"id": "2e001aaf-0c5c-4547-9b96-ebc4172b258d", "type": "project", "project": "p06-polisher", "confidence": 0.5, "content": "Cam parameters in controller are expected_cam_amplitude_deg and expected_cam_offset_deg (read-only reference for verification), not command setpoints."}
{"id": "47778126-b0cf-41d9-9e21-f2418f53e792", "type": "project", "project": "p06-polisher", "confidence": 0.5, "content": "Manual mode UI displays cam encoder readings (cam_amplitude_deg, cam_offset_deg) as read-only for operator verification of mechanical setting."}
{"id": "410e4a70-ae12-4de2-8f31-071ffee3cad4", "type": "project", "project": "p06-polisher", "confidence": 0.5, "content": "Manual session log records cam_setting measured at session start; run-log segment actual block includes cam_amplitude_deg_mean and cam_offset_deg_mean."}
{"id": "e94f94f0-3538-40dd-aef2-0189eacc7eb7", "type": "knowledge", "project": "atocore", "confidence": 0.5, "content": "AtoCore deployments to dalidou use the script /srv/storage/atocore/app/deploy/dalidou/deploy.sh instead of manual docker commands"}
{"id": "23fa6fdf-cfb9-4850-ad04-3ea56551c30a", "type": "project", "project": "", "confidence": 0.5, "content": "Retrieval/extraction evaluation follows 8-day mini-phase plan with hard gates to prevent scope drift. Preflight checks must validate git SHAs, baselines, and fixture stability before coding."}
{"id": "3e1fad28-031b-4670-a9d0-0af2e8ba1361", "type": "project", "project": "", "confidence": 0.5, "content": "Day 1: Create labeled extractor eval set from 30 captures (10 zero-candidate, 10 single-candidate, 10 ambiguous) with metadata; create scoring tool to measure precision/recall."}
{"id": "d49378a4-d03c-4730-be87-f0fcb2d199db", "type": "project", "project": "", "confidence": 0.5, "content": "Day 2: Measure current extractor against labeled set, recording yield, true/false positives, and false negatives by pattern."}