AINA data engine room - Codex - 2026-06-13

GDPval Replacement Candidate Practice v1

GDPval replacement candidate practice scales reviewed candidate approvals into deterministic local practice, synthetic replay previews, and approved-intake inventory while keeping revision candidates held and every canonical/external/production path blocked.

The Single Idea

Reviewed and revision-closeout-approved candidates move into local synthetic practice, replay previews, and approved-intake inventory; any remaining revision candidates stay sealed off from runtime use.

01

Evidence Snapshot

candidate_practice_replay_intake_ready_local_onlystatus
5practice items
0revision holds
25replay records
5intake items
0external unlocks
02

Practice Items

CandidateOccupationCriteriaCheckpointsOverallIntake Inventory
3d5fa0c7e697efd9Medical Secretaries and Administrative Assistants8/84/41.0True
75568f5e16f8c6f6Accountants and Auditors8/84/41.0True
9be47370a10e46b4Shipping, Receiving, and Inventory Clerks8/84/41.0True
b9a36f26e33a0920Project Management Specialists8/84/41.0True
c9eaa0283fce6ad7Private Detectives and Investigators8/84/41.0True
03

Revision Holds

CandidateOccupationEditsRequired Work
none-0No revision-requested candidates remain held after closeout.
04

Checks

CheckResult
all_bridge_cases_match_expected_statePASS
all_bridge_records_hold_for_model_reviewPASS
all_feedback_previews_match_expected_actionPASS
all_practice_items_acknowledge_checkpointsPASS
all_practice_items_acknowledge_criteriaPASS
all_practice_items_have_hf_evidencePASS
all_practice_results_passPASS
approved_intake_creates_no_runtime_unlocksPASS
approved_intake_inventory_matches_practicePASS
approved_intake_items_have_practice_and_replayPASS
approved_review_items_presentPASS
candidate_pack_validPASS
candidate_review_hf_evidence_readyPASS
candidate_review_validPASS
candidate_revision_closeout_closes_required_editsPASS
candidate_revision_closeout_hf_evidence_readyPASS
candidate_revision_closeout_optional_or_validPASS
closed_revision_candidates_enter_practicePASS
feedback_previews_cover_required_actionsPASS
held_candidates_excluded_from_practicePASS
held_candidates_have_required_editsPASS
no_canonical_learner_history_writesPASS
no_external_or_production_unlocksPASS
no_progression_unlocksPASS
practice_items_match_approved_reviewsPASS
production_approval_keeps_all_domains_blockedPASS
production_deployment_approval_validPASS
raw_rubric_and_full_prompt_not_embeddedPASS
replay_cases_cover_all_practice_itemsPASS
revision_holds_match_reviewPASS
synthetic_event_count_expectedPASS
synthetic_replay_records_cover_casesPASS
synthetic_replay_states_cover_requiredPASS
Where to start
Convert these local practice/intake records into product behavior only after explicit human approval allows canonical learner-history writes.