AINA data engine room - VDS vmi3344880 - 2026-06-09

AINA Mission Execution Board

A VDS-first control surface for executing the full personalization engine mission.

The Single Idea

The mission runs on /srv/aina/aina-data-engine-room on the VDS, not Ali's Mac. Freshly rerun bounded Hugging Face downloads now flow through processed Economic Index/GDPval maps, legacy Economic Index wage/employment/task signals, an O*NET 30.3 public-source snapshot, cached-only BLS OEWS wage/employment fact import guard, an HF runtime map receipt, source-authority beta-wedge audit, beta admission policy, source-backed workflow packets, workflow-level AI affordance contracts, CurriculumInputPacket, typed readiness snapshots, deterministic planner v1, function-archetype fallback matrix, GDPval sandbox scenarios, sandbox payload contract, hardened local API contract fixture, dispatchable local API runtime, packet quality gate, deterministic evaluator fixture, learner event replay, deterministic feedback loop with evaluator-state matrix proof, local telemetry contract, review dashboard, static local learner wrapper, beta learner shell, content coverage gate, authored lesson-depth gate, rubric-depth gate, deployment-readiness gate, GDPval hold-closeout gate, GDPval calibration-packet gate, GDPval calibration-decision gate, GDPval replacement-closeout gate, GDPval replacement-reviewer-payload gate, GDPval replacement-domain-review gate, GDPval replacement-practice gate, GDPval replacement-replay-bridge gate, GDPval replacement-approved-intake gate, GDPval replacement-candidate-pack gate, GDPval replacement-candidate-review gate, GDPval replacement-candidate-practice gate, production-deployment-approval gate, and VDS runtime runbook. The simplified replacement rubric now passes local internal synthetic practice through the deterministic evaluator and can be translated into a five-case synthetic replay/feedback-preview matrix without writing canonical learner history; the approved-intake gate inventories the existing reviewer/domain-approved HF-backed chain while creating 0 new approvals; the candidate-pack gate selects five additional HF-backed review-only replacement candidates with 0 approvals or unlocks; the candidate-review gate advanced two only toward local practice and kept three held for revision; the candidate-practice gate proves those two pass deterministic local practice, replay/feedback preview, and intake inventory while preserving the three holds and creating 0 intake/runtime/external/production unlocks; the next lane is closing or safely rewriting the three held candidates with fresh reviewer/domain evidence.

01

Current Execution State

VDSexecution host
186.7MBHF data processed
1,016O*NET occupations
45,564packets validated
1calibration packet
48/48rubrics depth-checked
2/5candidate-review approvals
15telemetry events
ItemStatusEvidence
Execution hostVDS confirmedhostname returned vmi3344880; current path is /srv/aina/aina-data-engine-room.
Active goalReset to mission executionGoal created for all milestones M0-M7 and slices 1-24.
BranchIn progressali/personalization-engine-mission-2026-06-09.
RemoteMissing by designNo configured remote in this checkout; Ali asked for VDS-local git without push or merge ceremony.
Latest implementation checkpointCurrent slicegdpval-replacement-candidate-practice scales only the two candidate-review approvals into local practice/replay/intake inventory. Current receipt: candidate_practice_replay_intake_ready_local_only, 2 approved candidates practiced, 2 deterministic evaluator passes, 10 replay/feedback previews, 16 synthetic events in a separate event log, 2 approved-intake inventory items, 3 revision-requested candidates held, 6 required edits preserved, 220 processed GDPval task-map rows, 186,743,670 HF bytes, 0 approved-intake runtime unlocks, 0 canonical learner-history writes, 0 progression unlocks, and 0 external/public/unattended/production unlocks.
Slice 1ImplementedSource truth ledger and HF revision locks are required by validation.
Slice 2Implemented with expanded receipthf-ingest downloads and processes bounded real Hugging Face files, including legacy Economic Index wage/employment/task signals; hf-map-report proves the maps land on packets, workflows, curriculum/API, sandbox, beta shell, and review dashboard; validate now requires that receipt and fails stale HF counts.
Slices 3 and 4Implemented v1 with BLS fact cache gapsource-snapshots downloads/caches official O*NET 30.3 files, writes O*NET occupation/task parquet plus canonical_occupation_snapshot.parquet, and ingest now builds the warehouse from onet_30.3_snapshot. BLS OEWS metadata access is attempted and recorded; wage/employment facts are cached-only from official oe.data.0.Current, with the live VDS currently recording 0 fact rows.
Slice 6Implemented v0Workflows are derived from HF Economic Index/O*NET top tasks or market-source title evidence and carry workflow_source metadata plus source refs.
Slice 7Implemented v1AIAffordancePack carries one workflow-level contract per top workflow, with grants, blocks, HITL checkpoints, tools, risk, failure modes, and source refs.
Slice 8Implemented v1source-authority audits 11 representative beta families, and beta-admission converts that audit into explicit internal beta scope: 5 approved, 6 human-review-required, 0 blocked in the current receipt, with public release, external writes, and real-user data blocked.
Slices 5, 9, 12Implemented v1Role contract, CurriculumInputPacket, and evidence-aware deterministic planner v1 are in runtime validation.
Slice 10Implemented v1Direct aliases such as Founder/CEO are auditable alias matches; ambiguous domain titles can land on deterministic function archetypes; generic unknown fallback remains low-confidence; excluded software/engineering titles remain lookup-only and restricted.
Slice 11Implemented v1ReadinessSnapshot is now a typed contract on learner profiles, curriculum packets, learning paths, API fixtures, and eval fixtures.
Slice 13Implemented v19Curriculum exercise/rubric links attach to GDPval scenarios where available, fallback rubrics stay source-ref backed, all 48 representative modules resolve role/level-aware source-foundation content-node IDs plus exercise and rubric links, authored-lesson-depth proves 48/48 modules are role-fit, level-fit, signal-dense, pedagogy-backed, workflow/AI-affordance grounded, and free of generated source-path pollution, rubric-depth validation proves actionable source-resolved HF-context rubrics, GDPval hold closeout proves selected runtime GDPval tasks have reference/deliverable evidence before beta practice, GDPval calibration packet proves the remaining large rubric is reviewer-ready, GDPval calibration decision records that the original GDPval task stays held with replacement required, GDPval replacement closeout records the local-only simplified replacement path traced to processed HF data, the reviewer-banned-term gate proves 0 stale terms, reviewer payload records an approve_internal decision with 0 required edits, GDPval replacement domain review applies that payload for local internal synthetic practice, gdpval-replacement-practice proves the approved substitute passes deterministic practice, gdpval-replacement-replay-bridge proves that practice can be replay-shaped only in a separate synthetic review lane, gdpval-replacement-approved-intake proves the approved chain can be inventoried without creating fake approvals or unlocking external/public/unattended/production use, gdpval-replacement-candidate-pack selects five additional HF-backed candidate tasks, gdpval-replacement-candidate-review records 2 local-only candidate approvals plus 3 revision holds, and gdpval-replacement-candidate-practice proves those 2 approvals pass deterministic local practice/replay/intake inventory while preserving the 3 holds.
Slice 14Implemented v4replay-events dedupes append-only runtime/evaluator events into deterministic decision timelines and recommendation states; gdpval-replacement-replay-bridge and gdpval-replacement-candidate-practice now prove synthetic replacement-practice events can cover pass, revision, review-hold, pending-evaluation, and decision-generated states from separate logs without appending to canonical learner history, while approved intake keeps those bridge receipts in inventory-only scope with 0 canonical learner-history writes.
Slice 15Implemented v7Deterministic fixture scoring, PracticeSubmission, EvaluationResult, CLI command, tests, and validation checks are in place; gdpval-replacement-practice builds a synthetic curriculum/submission for the approved replacement and proves it passes the deterministic evaluator, gdpval-replacement-replay-bridge converts that approved item into a five-case review-only synthetic replay/feedback matrix without progression unlocks, approved intake validates that future scale must arrive through explicit reviewer/domain approval evidence, and gdpval-replacement-candidate-practice proves the two reviewed HF-backed approvals pass evaluator coverage while three revision candidates stay out of practice/replay/intake/runtime.
Slice 16Implemented v1GDPval train parquet is processed into 220 tasks; all 220 rubric-backed tasks now become sandbox scenarios across 44 SOC groups through a curated GDPval occupation-to-SOC crosswalk, with 10 no-match rationales for unsupported target roles and flags for missing attachments or penalty-style rubrics.
Slice 17Implemented v0sandbox-payload emits a valid GDPval-backed local payload fixture with prompt, tools, HITL, failure modes, rubric, source refs, and HF file refs.
Slice 18Implemented v2api-contract defines the hardened boundary, and api-runtime dispatches assess, curriculum, sandbox, and submit through the same handlers with safe 401 auth-block proof, HF-backed curriculum refs, GDPval sandbox file refs, and no external writes.
Slice 19Implemented and expandedpacket-quality-gate, content-coverage, authored-lesson-depth, rubric-depth-gate, deployment-readiness, gdpval-hold-closeout, gdpval-calibration-packet, gdpval-calibration-decision, gdpval-replacement-closeout, gdpval-replacement-reviewer-payload, gdpval-replacement-domain-review, gdpval-replacement-practice, gdpval-replacement-replay-bridge, gdpval-replacement-approved-intake, gdpval-replacement-candidate-pack, gdpval-replacement-candidate-review, gdpval-replacement-candidate-practice, and production-deployment-approval CLIs, JSON/JSONL/Markdown/HTML artifacts, tests, lint, and full validation pass; authored content coverage proves 48/48 representative modules with content/exercises/rubrics, authored lesson depth proves 48/48 depth-ready modules with 0 gaps, GDPval closeout proves 0 file-availability blockers, calibration packet proves 1 remaining review packet with 0 auto-approval, calibration decision records 1 keep-held outcome with replacement required, replacement closeout records 1 HF-traced simplified local substitute with 8 rewritten criteria and 0 reviewer-banned terms, reviewer payload records approve_internal with 0 required edits, domain review applies that payload for local internal synthetic practice, replacement practice proves 1/1 deterministic evaluator pass, replacement replay bridge proves 5 replay/feedback cases with 0 canonical event-log writes, approved intake records 1 approved item with 0 new approvals created, candidate pack records 5 additional review-only candidates from 69 eligible HF-backed tasks with 0 approvals or unlocks, candidate review records 5/5 candidate evidence receipts with 2 local-only approvals, 3 revision requests, 6 required edits, candidate practice records 2/2 deterministic evaluator passes, 10 replay/feedback previews, 2 approved-intake inventory items, 3 revision holds preserved, and 0 canonical/external/production unlocks, and production approval records 5 blocked deployment domains with 0 approved unlocks.
Slice 20Implemented v0telemetry-contract emits PostHog/Sentry-ready local envelope shapes, uses a VDS-local HMAC learner pseudonym, drops raw fields, rejects conversion errors, and keeps external writes disabled.
Slice 21Implemented v1beta-ui-shell writes the local beta learner loop plus local_learner_wrapper_v0.html, a static reviewable learner surface over the same in-process runtime, without starting a public server.
Slice 22Implemented v2feedback-loop and feedback-state-matrix convert replay/evaluator evidence into deterministic advance, revise, manual-review, evaluate, or wait recommendations and emit a re-ranked recommendation contract without mutating the stored planner output.
Slice 23Implemented v2review-queue converts packet quality gaps into stable local review items, and review-dashboard groups them into operator lanes with source refs, content coverage, GDPval linkage, beta-shell readiness, regenerated action states, closeout checks, Markdown/HTML companions, and validation checks.
Slice 24Implemented v1docs/runbooks/vds-hf-runtime-split-2026-06-09.md and HTML companion document the VDS/HF/cache/runtime split, deployment-readiness command, artifact map, and exact cold-start path.
Next laneLocal practice/replay scaling for reviewed candidatesThe HF/runtime/content/review/source-authority/beta-admission/deployment-readiness/GDPval-closeout/calibration-decision/replacement-closeout/reviewer-payload/domain-review/practice/replay-bridge/approved-intake/candidate-pack/candidate-review/production-approval/authored-lesson-depth bridge exists, O*NET 30.3 backs the canonical occupation snapshot, BLS OEWS fact import is cached-only with a recorded live VDS gap, and candidate review has split the five selected HF-backed GDPval replacement candidates into 2 local-only practice-ready candidates and 3 revision-required holds. Next work should build deterministic practice/replay/intake coverage only for those 2 approved candidates, keep the 3 revision candidates held until their required edits close, and preserve the rule that synthetic receipts stay out of canonical learner history until explicit human approval exists.
02

Subagent Findings

Mission backlog mapper

The backlog scout found that M0 is mostly represented, M7 is partially represented by the packet quality gate, and the remaining mission should run through the M1-M3 spine before API/UI work.

Source/HF lane scout

The source scout found that Hugging Face dependencies and source registry entries existed, but the registry did not yet download or join datasets. That gap is now closed for the bounded production path: hf-smoke locks dataset metadata, hf-ingest downloads selected Economic Index, legacy Economic Index signal, and GDPval files under a byte cap, records SHA-256 hashes, applies the curated GDPval occupation-to-SOC crosswalk, and produces derived role-signal maps. hf-map-report now proves the selected HF maps are attached across packet, workflow, curriculum/API, sandbox, beta-shell, and review-dashboard layers, including 821 SOC entries with legacy wage/employment/task signals. validate refreshes missing or stale HF ingest artifacts and requires verified selected downloads, derived map row counts, runtime API HF workflow/file refs, and the runtime map receipt. The GDPval warning still matters: reference and deliverable folders remain intentionally excluded from bulk download.

Source authority and beta wedge scout

The source-authority lane now has durable receipts: source-authority writes source_authority_beta_wedge_audit_v1 JSON/Markdown/HTML artifacts, and beta-admission writes beta_admission_v1 JSON/JSONL/Markdown/HTML artifacts. The source-authority receipt classifies seven source layers, verifies 15 selected Hugging Face files, confirms 756 Economic Index SOC rows, 821 legacy Economic Index signal rows, 220 GDPval tasks, 907 mapped SOC entries, includes the O*NET 30.3 public-source snapshot metrics, carries explicit BLS occupation metadata and wage/employment fact row counts, and audits 11 beta families across the packet corpus. The admission receipt then approves only low-risk, source-backed families for internal synthetic beta, holds sensitive or weak-market families for human review, and keeps BLS wage/employment claims blocked until official fact rows are cached or imported.

Runtime/contracts lane scout

The runtime scout originally called out missing packet/runtime contracts. Since then, CurriculumInputPacket, source-backed workflows, workflow-level affordance contracts, evaluator/replay/feedback fixtures, hardened API boundaries, local API runtime dispatch, full GDPval train-task scenario generation, safe runtime GDPval scenario ranking, no-match rationale credit in the quality gate, source-foundation content-node mapping, all-module exercise/rubric breadth checks, authored lesson-depth validation, rubric-depth validation, deployment-readiness hold routing, GDPval hold closeout, GDPval calibration decision, GDPval replacement closeout, GDPval replacement reviewer payload, GDPval replacement domain review, GDPval replacement practice, GDPval replacement replay bridge, GDPval approved intake, GDPval replacement candidate pack, production deployment approval, typed readiness snapshots, alias/function/generic fallback proof, evidence-aware planner factors, feedback-state re-ranking, stricter HF validation, O*NET 30.3 canonical snapshot loading, cached-only BLS OEWS fact import guard, telemetry contracts, beta learner shell proof, static local learner wrapper proof, review-dashboard action states, content coverage validation, source-authority beta-wedge review verdicts, and beta admission rules have landed; the remaining gap is attaching reviewer/domain evidence to the selected replacement-candidate IDs so the synthetic practice/replay matrix can scale without becoming fake learner history.

03

Milestone Execution Order

PhaseMilestonesWhy this order
1M0 + M7 slice foundationMission plan and quality gate expose true gaps.
2M1 source warehouseSource truth must improve before workflow or GDPval claims become production-grade.
3M2-M3 contract spineShared contracts are serial and central.
4M4-M5 practice/evaluator/HF proofPractice, evaluator, and GDPval depend on stable contracts.
5M6-M7 API/UI/telemetry/scaleProduct surfaces come after the core loop is evidence-backed.
04

Slice Board

SliceStatusOwner modeNext action
1 Source truth ledgerImplementedVDS local checkpointKeep adding source eligibility and license fields as new datasets enter.
2 HF ingestion smokeImplemented beyond smokeVDS local checkpointPreserve capped ingest; validation now self-heals missing or stale HF ingest artifacts and requires verified selected downloads plus runtime HF refs. Do not bulk-download GDPval payload folders without an explicit future flag.
3 O*NET/BLS canonical loaderImplemented v1 with BLS fact cache gapVDS checkpointO*NET 30.3 selected text files are cached/downloaded, parsed to parquet, and used as onet_30.3_snapshot canonical occupation rows. BLS OEWS metadata access remains blocked from the VDS, and the official current data fact table is cached-only; validation records 0 BLS fact rows instead of inventing wage/employment values.
4 Job/title intake guardrailsGuardrailed v1VDS checkpointsource-authority fails if job/title market refs are polluted with HF refs or if HF replaces title-match authority, and full validation now distinguishes canonical O*NET rows from LinkedIn market-signal rows.
5 Role normalization contractImplemented v0Serial ownerExpand golden title fixtures and track weak or fuzzy matches.
6 Workflow extraction contractImplemented v0VDS checkpointRepresentative workflows carry HF/O*NET or market-source evidence refs, workflow_source metadata, and pass workflow-specificity gates.
7 AIAffordancePack v1Implemented v1Serial ownerKeep the affordance_contract gate green as content and readiness coverage changes.
8 Beta role wedgeImplemented v1VDS checkpointbeta-admission converts 11 representative source-authority family audits into 5 internal-beta approvals, 6 human-review holds, blocked-status support, BLS gap disclosure, and hard no-public/no-external/no-real-user-data scope.
9 CurriculumInputPacketImplemented v0Serial ownerAdd more planner evidence fields as scenario and evaluator data matures.
10 Fallback resolverImplemented v1Serial ownerExact, alias, function-archetype, generic fallback, and excluded lookup-only cases are now tested and validated through fallback-matrix.
11 Readiness assessment schemaImplemented v1Serial ownerTyped readiness snapshot covers AI usage, confidence, capacity, tools, evidence history, counts, start level, and quality flags.
12 Planner scoring v1Implemented v1Serial ownerPlanner now scores readiness fit, workflow value, and evidence fit; keep the feedback-state matrix green as authored content and real learner-event coverage expand.
13 Lesson/exercise/rubric linkerImplemented v16VDS checkpointScenario-backed links exist for GDPval-mapped SOCs; candidate modules now carry role/level-aware source-foundation content-node IDs; content coverage validates 48 modules with content, exercises, rubrics, and 62 unique content nodes; authored lesson depth validates 48/48 depth-ready modules with 0 gaps; rubric depth validates 48 actionable, source-resolved, HF-context module rubrics; GDPval hold closeout proves selected tasks have reference/deliverable evidence; GDPval reviewer payload now approves the simplified substitute for local internal synthetic practice only, domain review applies that payload, replacement practice proves the approved substitute passes the deterministic evaluator, replay bridge covers five synthetic states, and approved intake inventories the approved chain while creating 0 new approvals.
14 Learner event ledgerImplemented v1VDS checkpointEvent replay writes JSON/JSONL/Markdown/HTML artifacts, dedupes reruns, feeds validation, and the replacement replay/intake lane proves approved synthetic practice stays out of canonical learner history.
15 Evaluator rubric engineImplemented v2VDS checkpointDeterministic fixture scoring is wired into CLI, validation, rebuild, and tests; replacement practice now uses the same evaluator path for the approved HF-backed simplified rubric, and approved intake keeps future scale gated on reviewer/domain evidence.
16 GDPval scenario linkerImplemented v1VDS workerAll 220 rubric-backed GDPval train tasks now become scenarios; unsupported target-role decisions have explicit no-match rationales that the quality gate now credits.
17 Sandbox payload APIImplemented v0VDS checkpointUse the local payload fixture as the contract for future /workflow/{id}/sandbox; no public endpoint yet.
18 Public API endpointsImplemented v2VDS checkpointLocal request/response contracts require auth context, route scopes, tenant scope, rate-limit policy, privacy-safe errors, no real-user data, and no external writes; api-runtime dispatches all four routes in-process and proves the safe denied-request path. No public server or deploy path yet.
19 Packet/content/rubric quality auditImplemented and expandedLocal/VDS serialKeep packet quality, content coverage, authored-lesson-depth, rubric-depth, deployment-readiness, GDPval hold-closeout, GDPval calibration, GDPval replacement closeout, GDPval replacement reviewer payload, GDPval replacement domain-review, GDPval replacement practice, GDPval replacement replay bridge, GDPval approved intake, GDPval replacement candidate pack, and production-approval gates honest as scenario, human calibration, and evaluator coverage improve.
20 Telemetry and observabilityImplemented v0VDS checkpointLocal PostHog/Sentry-ready envelope shapes exist with HMAC learner pseudonyms, raw-field drops, 15 validated events, 0 conversion errors, and external writes disabled.
21 Beta UI pathImplemented v1VDS checkpointLocal beta learner shell proves assessment, readiness, curriculum, preview lesson, sandbox prompt, submission result, and safety boundary using the local runtime; local_learner_wrapper_v0.html gives Ali a static reviewable learner surface without a public server.
22 Feedback learning loopImplemented v2VDS checkpointFeedback artifacts route replay states to advance/revise/manual-review/evaluate/wait actions, name the recommended module, and prove feedback_recommendation_v1 re-ranked module lists across five evaluator states.
23 Review queue and dashboardImplemented v2VDS checkpointQueue has stable gap items, and dashboard turns 12 review items into operator lanes with source evidence, content coverage, GDPval linkage, beta-shell readiness, regenerated action states, closeout checks, JSON/JSONL/Markdown/HTML artifacts, tests, and validation checks.
24 Deployment runbookImplemented v1VDS checkpointRunbook has exact cold-start commands, artifact map, HF boundaries, validation receipt, deployment-readiness proof, and HTML companion.
05

Immediate Worker Queue

Completed Worker 1: Beta admission rules. beta-admission converts review_ready_human_gate_required into approved, human-review-required, or blocked family scope. Current receipt: 5 approved for internal synthetic beta, 6 human-review-required, 0 blocked, with BLS gap disclosure and no public/external/real-user scope.
Completed Worker 2: BLS OEWS cached/import lane. source-snapshots now accepts cached official oe.data.0.Current, parses BLS series IDs for national cross-industry occupation wage/employment metrics, writes bls_oews_wage_employment_may_2025.parquet only when official rows pass schema/row checks, and keeps the live VDS valid with bls_wage_employment_rows=0 while public BLS access/cache is absent.
Completed Worker 2b: Authored rubric depth. rubric-depth-gate now validates 48/48 reviewed modules for actionable rubric criteria, source refs, locally resolved refs, HF context, and GDPval enrichment; it records 1 GDPval review hold for human follow-through without blocking the local production gate.
Completed Worker 2c: Deployment readiness and GDPval review holds. deployment-readiness now consumes the HF/public-source/beta/API/UI/telemetry/review/rubric receipts and writes JSON, JSONL, Markdown, and HTML artifacts. Current receipt: ready_with_review_holds, 15 selected HF files verified, 186,743,670 HF bytes processed, 1 GDPval held module routed to human calibration, 0 beta-practice file blockers, no public runtime, no external writes, no real-user data, external beta blocked, and public release blocked.
Completed Worker 2d: GDPval hold closeout. gdpval-hold-closeout proves 9 selected GDPval tasks, 12 selected modules, 0 file-availability blockers, 1 remaining human-calibration hold, and local-only safety boundaries.
Completed Worker 2e: GDPval calibration packet. gdpval-calibration-packet maps the remaining finance hold to the downloaded HF task row, source refs, 15 reference file URIs, 2 deliverable example URIs, 67 raw rubric items, 121 points, redacted sample criteria, reviewer actions, and blocked external/public/unattended boundaries with 0 auto-approvals.
Completed Worker 2f: Authored lesson depth. authored-lesson-depth writes JSON, JSONL, Markdown, and HTML artifacts that validate 12 representative families and 48 modules for resolved authored lesson nodes, role fit, level fit, signal density, pedagogy signal, workflow/AI-affordance grounding, practice/rubric links, and source-path quality. The content selector now avoids generated prompt-packet/build output paths when authored source files are available. Current receipt: pass, 48/48 modules depth-ready, 0 gaps, GDPval calibration safely held, 0 auto-approvals, no public runtime, no external writes, and no real-user data.
Completed Worker 2g: Final GDPval human calibration decision. gdpval-calibration-decision records the final local evidence-bound decision for the remaining large finance GDPval rubric: keep held, replacement required, no approval, no auto-approval, no external beta, no public release, no unattended evaluation, no external writes, and no real-user data. The CLI has guardrails for future approval/replacement attempts.
Completed Worker 2h: Production deployment approval boundary. production-deployment-approval writes JSON, JSONL, Markdown, and HTML artifacts that define approval evidence for any future public runtime, external writes, real-user data, production telemetry sinks, or deployment promotion. Current receipt: production_blocked_approval_required, 5 approval domains, 0 requested unlocks, 0 approved unlocks, 5 blocked domains, 1 open review hold, 1 GDPval keep-held decision, and no public/runtime/external/real-user/telemetry/deployment unlocks.
Completed Worker 2i: GDPval replacement closeout. gdpval-replacement-closeout writes JSON, JSONL, Markdown, and HTML artifacts that record the local-only simplified authored replacement path for the remaining held finance GDPval rubric. Current receipt: replacement_path_recorded_review_required, 1 replacement item, 220 processed HF GDPval task-map rows, 1 processed HF task row resolved, 1 downloaded GDPval parquet source traced, max 67 raw rubric items reduced to 8 simplified criteria, original task still held, raw rubric and prompt not embedded, 0 external beta unblocks, 0 public release unblocks, 0 unattended-evaluation unblocks, no external writes, no real-user data, no production telemetry, and no deployment promotion.
Completed Worker 2j: GDPval replacement domain review. gdpval-replacement-domain-review writes JSON, JSONL, Markdown, and HTML artifacts for the simplified replacement approval-evidence boundary. Current receipt: domain_review_approved_internal_only, 1 review item, reviewer payload 3b6a4073d9cfa3b9 applied, 220 processed HF GDPval task-map rows, 186,743,670 downloaded HF bytes, 1 processed HF task row resolved, 1 downloaded GDPval parquet source traced, 1 local internal synthetic-practice approval, original task still held, no external/public/unattended unlocks, no production telemetry, and no deployment promotion.
Completed Worker 2k: GDPval replacement reviewer payload. gdpval-replacement-reviewer-payload writes JSON, JSONL, Markdown, and HTML artifacts for the Claude subscription reviewer decision. Current receipt: reviewer_payload_recorded_approved_internal_only, payload 3b6a4073d9cfa3b9, 5 evidence refs, 0 required edits, 220 processed HF GDPval task-map rows, 186,743,670 downloaded HF bytes, 1 processed HF task row resolved, 1 downloaded GDPval parquet source traced, original task still held, and 0 external/public/unattended/production unlocks.
Completed Worker 2l: GDPval replacement practice. gdpval-replacement-practice writes JSON, JSONL, Markdown, and HTML artifacts that exercise the approved simplified replacement through the deterministic evaluator. Current receipt: replacement_practice_passed_internal_only, 1 approved internal replacement, 1 practice item, 1/1 evaluator pass, 220 processed HF GDPval task-map rows, 186,743,670 downloaded HF bytes, 1 processed HF task row resolved, 1 downloaded GDPval parquet source traced, original task held, raw rubric and full prompt not embedded, and 0 external/public/unattended/production unlocks.
Completed Worker 2m: GDPval replacement replay bridge. gdpval-replacement-replay-bridge writes JSON, JSONL, Markdown, HTML, and separate synthetic event-log artifacts that translate the approved replacement-practice receipt into replay-shaped local review evidence without appending to the canonical learner event log. Current receipt: synthetic_replay_bridge_ready_review_only, 1 approved practice item bridged into 5 deterministic synthetic cases, 8 synthetic events, 5 synthetic replay records, all 5 replay states covered, all 5 feedback actions covered, 5 bridge holds for human review, 0 canonical event-log writes, no canonical learner-history writes, no progression unlocks, and 0 external/public/unattended/production unlocks.
Completed Worker 2n: GDPval replacement approved intake. gdpval-replacement-approved-intake writes JSON, JSONL, Markdown, and HTML artifacts that inventory approved GDPval replacement items only after they are present in the HF-backed replacement closeout, reviewer payload, domain-review, practice, and replay-bridge receipts. Current receipt: approved_replacement_intake_ready_existing_only, 1 approved item inventoried, 0 optional candidate records supplied, 0 new approvals created, 1/1 approved items covered by deterministic practice, 1/1 approved items covered by replay bridge, 5 bridge cases covered, 220 processed HF GDPval task-map rows, 186,743,670 HF bytes, 0 canonical event-log writes, no canonical learner-history writes, no progression unlocks, and 0 external/public/unattended/production unlocks.
Completed Worker 2o: GDPval replacement candidate pack. gdpval-replacement-candidate-pack writes JSON, JSONL, Markdown, and HTML artifacts that select the next review-only GDPval replacement candidates from the processed HF task map without creating approvals. Current receipt: replacement_candidate_pack_ready_for_review, 5 candidate records selected, 69 eligible HF-backed tasks, 220 processed GDPval task-map rows, 186,743,670 HF bytes, 1 downloaded GDPval parquet source traced, 1 existing approved item excluded, 114 rows excluded for missing file evidence, 36 rows excluded for banned rubric terms, 0 new approvals, 0 practice-allowed candidates, no canonical learner-history writes, no progression unlocks, and 0 external/public/unattended/production unlocks.
Completed Worker 2p: GDPval replacement candidate review. gdpval-replacement-candidate-review attaches Claude CLI reviewer/domain evidence to every selected candidate ID from the HF-backed candidate pack. Current receipt: candidate_review_evidence_recorded_mixed, 5 candidates reviewed, 2 approved only for a local internal synthetic practice gate, 3 revision-requested candidates held, 6 required edits recorded, 20 per-item evidence refs, 220 processed GDPval task-map rows, 186,743,670 HF bytes, 0 approved-intake-ready candidates, 0 canonical learner-history writes, 0 progression unlocks, and 0 external/public/unattended/production unlocks.
Completed Worker 2q: GDPval replacement candidate practice. gdpval-replacement-candidate-practice writes JSON, JSONL, Markdown, HTML, and separate synthetic event-log artifacts that scale only the two candidate-review approvals into local practice/replay/intake inventory. Current receipt: candidate_practice_replay_intake_ready_local_only, 2 approved candidates practiced, 2 deterministic evaluator passes, 10 replay/feedback previews, 16 synthetic events, 2 approved-intake inventory items, 3 revision-requested candidates held, 6 required edits preserved, 220 processed GDPval task-map rows, 186,743,670 HF bytes, 0 approved-intake runtime unlocks, 0 canonical learner-history writes, 0 progression unlocks, and 0 external/public/unattended/production unlocks.
Worker 3: Fallback matrix and evaluator re-ranking. Keep both the fallback matrix and feedback-state matrix green while adding real learner-event fixtures or authored content; do not use LLM fallback to fake precision.
Worker 4: Feedback and telemetry hardening. Keep deterministic local re-ranking and local-only telemetry until deployment, privacy, and beta telemetry approvals exist.
06

Validation Receipt So Far

uv run aina-data-engine --root /srv/aina/aina-data-engine-room hf-ingest --max-bytes 500000000
uv run aina-data-engine --root /srv/aina/aina-data-engine-room source-snapshots
uv run aina-data-engine --root /srv/aina/aina-data-engine-room build-foundations
uv run aina-data-engine --root /srv/aina/aina-data-engine-room ingest
uv run aina-data-engine --root /srv/aina/aina-data-engine-room build-packets
uv run aina-data-engine --root /srv/aina/aina-data-engine-room build-sandbox
uv run pytest -q
	uv run ruff check .
	uv run aina-data-engine --root /srv/aina/aina-data-engine-room packet-quality-gate
		uv run aina-data-engine --root /srv/aina/aina-data-engine-room content-coverage
		uv run aina-data-engine --root /srv/aina/aina-data-engine-room rubric-depth-gate --min-families 12
		uv run aina-data-engine --root /srv/aina/aina-data-engine-room authored-lesson-depth
		uv run aina-data-engine --root /srv/aina/aina-data-engine-room review-queue
	uv run aina-data-engine --root /srv/aina/aina-data-engine-room review-dashboard
	uv run aina-data-engine --root /srv/aina/aina-data-engine-room hf-map-report
	uv run aina-data-engine --root /srv/aina/aina-data-engine-room source-authority
	uv run aina-data-engine --root /srv/aina/aina-data-engine-room beta-admission
	uv run aina-data-engine --root /srv/aina/aina-data-engine-room eval
uv run aina-data-engine --root /srv/aina/aina-data-engine-room fallback-matrix
uv run aina-data-engine --root /srv/aina/aina-data-engine-room evaluate-fixture
uv run aina-data-engine --root /srv/aina/aina-data-engine-room sandbox-payload
uv run aina-data-engine --root /srv/aina/aina-data-engine-room api-contract
uv run aina-data-engine --root /srv/aina/aina-data-engine-room api-runtime
uv run aina-data-engine --root /srv/aina/aina-data-engine-room replay-events
	uv run aina-data-engine --root /srv/aina/aina-data-engine-room feedback-loop
	uv run aina-data-engine --root /srv/aina/aina-data-engine-room feedback-state-matrix
	uv run aina-data-engine --root /srv/aina/aina-data-engine-room telemetry-contract
	uv run aina-data-engine --root /srv/aina/aina-data-engine-room beta-ui-shell
		uv run aina-data-engine --root /srv/aina/aina-data-engine-room deployment-readiness
		uv run aina-data-engine --root /srv/aina/aina-data-engine-room gdpval-hold-closeout
		uv run aina-data-engine --root /srv/aina/aina-data-engine-room gdpval-calibration-packet
		uv run aina-data-engine --root /srv/aina/aina-data-engine-room gdpval-calibration-decision
		uv run aina-data-engine --root /srv/aina/aina-data-engine-room production-deployment-approval
			uv run aina-data-engine --root /srv/aina/aina-data-engine-room gdpval-replacement-closeout
			uv run aina-data-engine --root /srv/aina/aina-data-engine-room gdpval-replacement-reviewer-payload
			uv run aina-data-engine --root /srv/aina/aina-data-engine-room gdpval-replacement-domain-review
			uv run aina-data-engine --root /srv/aina/aina-data-engine-room gdpval-replacement-practice
			uv run aina-data-engine --root /srv/aina/aina-data-engine-room gdpval-replacement-replay-bridge
			uv run aina-data-engine --root /srv/aina/aina-data-engine-room gdpval-replacement-approved-intake
			uv run aina-data-engine --root /srv/aina/aina-data-engine-room gdpval-replacement-candidate-pack
			uv run aina-data-engine --root /srv/aina/aina-data-engine-room gdpval-replacement-candidate-review
			uv run aina-data-engine --root /srv/aina/aina-data-engine-room gdpval-replacement-candidate-practice
			uv run aina-data-engine --root /srv/aina/aina-data-engine-room validate

Results: Public source snapshots are ready_with_bls_access_gap: O*NET 30.3 selected text files are cached/downloaded, 1,016 occupation rows, 18,796 task rows, 867 unique SOCs, canonical_occupation_snapshot.parquet is written, BLS OEWS May 2025 metadata was attempted and recorded as HTTP 403 from the VDS, cached-only oe.data.0.Current fact import is supported, and current live BLS wage/employment fact rows are recorded as 0. Hugging Face ingest verified 15 selected dataset files on disk; the ingest summary records 16 files including the local manifest, 186,743,670 bytes, 756 Economic Index SOC rows, 821 legacy wage/employment/task signal rows, 220 GDPval tasks, 907 mapped SOC entries, 821 SOC entries with legacy signals, and 44 SOC groups with GDPval links. HF runtime map receipt is ready: 15 selected files verified, 45,564 packets checked, 43,936 packets with HF refs, 7,906 packets with GDPval refs, 126,588 workflows with HF refs, 821 mapped SOCs with legacy signals, 4 curriculum modules, 4 exercise links, 4 rubric links, 17 curriculum HF refs, 11 curriculum GDPval refs, 220 sandbox scenarios, and 12 review-dashboard source-backed items. GDPval replacement practice is replacement_practice_passed_internal_only: 1 approved internal replacement, 1 practice item, 1/1 evaluator pass, 220 processed HF GDPval task-map rows, 186,743,670 HF bytes, original task held, raw rubric/full prompt not embedded, and no external/public/unattended/production unlocks. GDPval replacement replay bridge is synthetic_replay_bridge_ready_review_only: 1 approved practice item bridged, 5 deterministic synthetic cases, 8 synthetic events in a separate event log, 5 synthetic replay records, all five replay states and feedback actions covered, 5 human-review bridge holds, 0 canonical event-log writes, and no canonical learner-history/progression/external/public/unattended/production unlocks. GDPval replacement approved intake is approved_replacement_intake_ready_existing_only: 1 approved item inventoried, 0 candidates supplied, 0 new approvals created, 1/1 practice-covered approved item, 1/1 replay-bridge-covered approved item, 5 bridge cases, 220 processed HF GDPval task-map rows, 186,743,670 HF bytes, and no canonical/external/production unlocks. GDPval replacement candidate pack is replacement_candidate_pack_ready_for_review: 5 review-only candidates selected from 69 eligible HF-backed tasks, 1 existing approved item excluded, 114 rows excluded for missing file evidence, 36 rows excluded for banned rubric terms, 0 new approvals, 0 practice-allowed candidates, and no external/public/unattended/production unlocks. GDPval replacement candidate review is candidate_review_evidence_recorded_mixed: 5 selected candidate IDs reviewed, 2 approved only for local practice, 3 revision-requested candidates held, 6 required edits, 20 per-item evidence refs, 0 approved-intake-ready candidates, and no canonical/external/production unlocks. GDPval replacement candidate practice is candidate_practice_replay_intake_ready_local_only: 2 approved candidate-review items practiced, 2/2 deterministic evaluator passes, 10 replay/feedback previews, 16 synthetic events in a separate event log, 2 approved-intake inventory items, 3 revision-held candidates preserved, 6 required edits preserved, 220 processed HF GDPval task-map rows, 186,743,670 HF bytes, no canonical learner-history writes, no progression unlocks, no approved-intake runtime unlocks, and no external/public/unattended/production unlocks. Production deployment approval remains production_blocked_approval_required: 5 approval domains, 0 requested unlocks, 0 approved unlocks, and all public/runtime/external/real-user/telemetry/deployment unlocks blocked. Full validation is pass with replacement-practice, replay-bridge, approved-intake, candidate-pack, candidate-review, and candidate-practice artifacts now included alongside the public-source, HF, runtime, GDPval, review, feedback, telemetry, and packet-quality receipts. Full tests: 137 passed. Ruff: all checks passed.

Where to start
Start by closing or safely rewriting the three revision-requested candidate IDs from gdpval_replacement_candidate_review_v1, satisfying their six required edits, rerunning reviewer/domain evidence, and admitting only newly approved items into the same local-only candidate-practice/replay/intake inventory lane.