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

Production Packet Quality Gate v1

Representative role-family packets were audited against evidence, workflow specificity, workflow-level affordance contracts, teaching coverage, risk boundaries, fallback integrity, and sandbox readiness; remaining production gaps are classified explicitly.

The Single Idea

Representative role-family packets were audited against evidence, workflow specificity, workflow-level affordance contracts, teaching coverage, risk boundaries, fallback integrity, and sandbox readiness; remaining production gaps are classified explicitly.

01

Evidence Snapshot

pass_with_gapsstatus
12families reviewed
12packets reviewed
0blocker gaps
0production gaps
12review required
02

Representative Families

FunctionTitleStatusScoreMarket SignalsGaps
administrationassistant store managerpass_with_gaps0.951320risk_review_required
customer_successaccount managerpass_with_gaps0.951173risk_review_required
data_analyticsdata analystpass_with_gaps0.951137risk_review_required
design_creativegraphic designerpass_with_gaps0.95153risk_review_required
financesenior accountantpass_with_gaps0.951246risk_review_required
legal_complianceparalegalpass_with_gaps0.95187risk_review_required
marketingmarketing managerpass_with_gaps0.95169risk_review_required
operationsproject managerpass_with_gaps0.951361risk_review_required
people_hrhuman resources generalistpass_with_gaps0.95194risk_review_required
productproduct managerpass_with_gaps0.95171risk_review_required
salessales managerpass_with_gaps0.951673risk_review_required
strategy_consultingleasing consultantpass_with_gaps0.95115risk_review_required
03

Remaining Gap Classification

GapSeverityCountNext Action
risk_review_requiredreview_required12Queue legal, finance, people, healthcare, and privacy-sensitive packets.
04

Available Family Evidence

FunctionTitlesMarket SignalsAvg Learning Priority
general_business30884511830.658
sales415094910.691
administration434283610.647
finance268358790.679
operations328555300.683
marketing164927910.687
customer_success169427880.669
legal_compliance110321350.672
people_hr108119340.683
strategy_consulting125716080.679
design_creative76512390.654
education5958870.622
data_analytics4297160.68
product3625980.681
05

Interpretation

This gate is evidence-bound to current `RoleIntelligencePacket` fields and the live DuckDB taxonomy. It proves that representative packets have traceable market evidence, source-backed workflows, workflow-level AI affordance contracts, teaching scaffolding, risk boundaries, fallback metadata, and provenance ids. It also names what is not production-complete yet: packets do not yet fully link to concrete content nodes/modules, GDPval sandbox references are still partial, and Hugging Face runtime joins are bounded to the selected EconomicIndex and GDPval ingest.
Where to start
Open the JSON for exact per-criterion evidence, then use the gap table to choose the next production slice.