AINA data engine room - Codex - 2026-06-11

Beta Readiness Path v1

The completed local title map is ready to harden into a gated beta path, with real-user/public production domains still blocked.

The Single Idea

The completed title map is now a product-safe beta path: strict serve-now seeds, fallback-serviceable rows with caveats, reviewed holds, exclusions, BLS grounding where present, and real-beta gates that remain blocked until approval evidence exists.

01

Beta Cohorts

200serve now
49853fallback
491reviewed holds
23681excluded/not ICP
50053serviceable rows
170ICP examples
48025domain review
0real beta allowed
868unique SOCs
333serviceable SOCs
02

Source Grounding

Source factValue
BLS wage/employment rows95
BLS SOC count95
BLS-grounded title rows70194
Serviceable title rows with cached BLS SOC wage/employment facts48159
Serviceable SOCs with cached BLS wage/employment facts75
Serviceable rows without cached BLS SOC facts1894
Multi-LLM decisions applied10957
Remaining prompt candidates0
03

Broad ICP Example Personas

TitleFunctionSeniorityMarket signalsBLS groundedRisk tagsReal beta demo
seasonal sales associatesalesearly_career87yescustomer_data_privacy, human_approval_requiredno
marketing and public relations specialistmarketingearly_career26yeshuman_approval_requiredno
data center operations manager-houston texasoperationssenior9yeshuman_approval_requiredno
support associate - somacustomer_successearly_career7yescustomer_data_privacy, human_approval_requiredno
director of business intelligencedata_analyticssenior3yeshuman_approval_requiredno
04

Real-Beta Gates

GateStatusOwnerRequirement
auth_edge_contextrequired_before_real_betaruntime_securityUse edge-created verified session or service-token context; deny client-supplied auth booleans and bind every request to tenant and learner.
privacy_minimizationrequired_before_real_betaprivacy_runtimeAdd consent, intake allowlist, retention/deletion policy, and no raw profile or submission persistence in runtime artifacts.
telemetry_sink_approvalrequired_before_real_betatelemetry_runtimeKeep external sinks disabled until approval; emit only redacted envelopes with learner hashes and zero conversion errors.
runtime_enforcementrequired_before_real_betaapi_runtimeEnforce route scopes, rate limits, request-size limits, and safe error shapes in the network adapter, not just fixture contracts.
review_hold_closeoutrequired_before_external_betadomain_risk_reviewerClose GDPval and source-review holds before external beta or keep held modules out of beta practice.
source_refreshrequired_for_claim_expansiondata_source_reviewerRefresh source-authority and public-source receipts whenever BLS, O*NET, HF, or title evidence changes.
05

Validation Checks

CheckResult
title_coverage_validPASS
title_adjudication_validPASS
reconciled_title_rows_match_coveragePASS
serviceable_rows_match_adjudication_summaryPASS
no_stale_adjudication_rows_appliedPASS
multi_llm_title_backlog_exhaustedPASS
reviewed_residual_holds_preservedPASS
serve_now_cohort_definedPASS
fallback_cohort_caveatedPASS
all_rows_have_known_beta_cohortPASS
icp_example_candidates_presentPASS
founder_demo_candidates_presentPASS
bls_wage_employment_snapshot_presentPASS
bls_grounded_serviceable_rows_presentPASS
bls_partial_coverage_declaredPASS
source_authority_bls_metrics_currentPASS
real_beta_personalization_blockedPASS
hf_runtime_map_readyPASS
deployment_readiness_local_onlyPASS
production_unlocks_blockedPASS
api_runtime_local_safePASS
telemetry_local_onlyPASS
beta_ui_local_onlyPASS
real_beta_gates_declaredPASS
06

Interpretation

This is the path to a production-quality beta, not a claim that real learners can be invited today. The artifact preserves the local synthetic boundary while making the remaining gates concrete. Serviceable includes risk-tagged rows; real beta and real learner demos stay blocked until domain review and runtime approvals are explicit.
Where to start
Use the broad ICP examples to test coverage across frontline and knowledge roles, then close auth, privacy, telemetry, runtime, and review gates before any real beta.