AINA Data Engine Room · Handoff · 2026-06-11

Runtime Payloads Handoff

Local learner, tutor, and evaluator payloads for the current 1,000-title runtime sample.

Ali Mehdi Mukadam · co-authored with Codex · branch ali/personalization-engine-mission-2026-06-09

The Single Idea

The runtime intake rows now have local runtime payload sidecars. These payloads turn the current 1,000-title semantic sample into concrete learner, tutor, and evaluator fixtures that can be exercised locally without claiming production readiness, touching real users, or waiting on a human reviewer gate.

What Changed

Added src/aina_data_engine/runtime_payloads.py, wired aina-data-engine runtime-payloads into src/aina_data_engine/cli.py, and covered the flow in tests/test_import_recipes_and_repair_queue.py.

The generator consumes runtime_intake_v1 and writes all payloads, packet-hardening payloads, caveat fixtures, source-ref rerun tasks, and hold-mining tasks.

Payload Shape

Each row carries the title, source function, runtime function resolution, learner profile seed, runtime payload, multi-LLM review contract, evidence contract, next actions, and local-only scope flags.

The function resolver is sidecar-only. It preserves source_function, records function_resolution, and improves runtime semantics for obvious titles without mutating source rows.

Live VDS Artifacts

Artifact	Rows	SHA-256
`/srv/aina/aina-data-engine-room/artifacts/validation/runtime_payloads_v1.jsonl`	1000	`d5e6200277b1eac71453526272c55189d23a1915de0721102a656177d21d5700`
`/srv/aina/aina-data-engine-room/artifacts/validation/runtime_payloads_v1_packet_hardening_payloads.jsonl`	295	`5d5ac20fb23b23ace8673d4d2fe9143a1862fc85e7c89bbd3f39b07729454a88`
`/srv/aina/aina-data-engine-room/artifacts/validation/runtime_payloads_v1_caveat_service_fixtures.jsonl`	670	`8e9799331bbcbd45f35640a64c5487ffd1fe291ad4e476c53a86a0a4ebb5b49d`
`/srv/aina/aina-data-engine-room/artifacts/validation/runtime_payloads_v1_source_ref_rerun_tasks.jsonl`	1	`36a83b55133e03c9db327298e03ae270e91b9b776142cf6f59ad2a984da4eb41`
`/srv/aina/aina-data-engine-room/artifacts/validation/runtime_payloads_v1_hold_mining_tasks.jsonl`	34	`a52873cbceef6be1ca1d1ad84912a01221f6acee0575369f5cb90a96cb7b7f68`

Live Result

Payload lane	Count
Packet-hardening payloads	295
Caveat-service fixtures	670
Source-ref rerun tasks	1
Hold-mining tasks	34
Locally serviceable payloads	965

Runtime function	Serviceable count
General business	304
Sales	139
Operations	102
Administration	90
Customer success	73
Finance	66
Data analytics	55
Legal/compliance	38
Marketing	34
People/HR	22
Design/creative	19
Product	9
Strategy consulting	8
Education	6

Semantic Spot Check

I inspected 50 actual rows with payload lane, display title, source function, runtime function, change flag, local runtime flag, workflow status, and first module goal.

Title	Lane	Source	Runtime	Note
Seasonal Sales Associate	Packet hardening	sales	sales	Sales workflow, source-backed.
Support Associate - Soma	Packet hardening	customer_success	customer_success	Support workflow, source-backed.
Customer Service Assistant	Packet hardening	administration	customer_success	Corrected to support workflow for runtime.
Customer Service Representative	Caveat fixture	customer_success	customer_success	Serviceable locally with caveat.
Salesperson	Caveat fixture	general_business	sales	Corrected to sales workflow.
Business Analyst	Packet hardening	sales	data_analytics	Corrected to analysis/reporting workflow.
Receptionist	Caveat fixture	general_business	administration	Corrected to admin workflow.
Maintenance Technician	Caveat fixture	general_business	operations	Corrected to operations workflow.
Family Law Attorney	Hold mining	legal_compliance	legal_compliance	Not runtime-allowed until better source evidence is mined.

This is not a production-ready claim for every row. It is a stronger local runtime fixture surface because the engine can now test what a tutor, learner agent, and evaluator would actually see.

Validation

All runtime payload validation checks are true, including intake validity, split counts, serviceable payload fields, removed human reviewer gate, blocked external domains, blocked real-user runtime, and blocked production claims.

cd /srv/aina/aina-data-engine-room
.venv/bin/python -m ruff check src tests
.venv/bin/python -m pytest -q

All checks passed.
197 passed in 89.74s.

Resume Commands

cd /srv/aina/aina-data-engine-room
.venv/bin/aina-data-engine --root /srv/aina/aina-data-engine-room runtime-payloads

cd /srv/aina/aina-data-engine-room
.venv/bin/aina-data-engine --root /srv/aina/aina-data-engine-room harvest-source-map
.venv/bin/aina-data-engine --root /srv/aina/aina-data-engine-room source-import-recipes
.venv/bin/aina-data-engine --root /srv/aina/aina-data-engine-room semantic-harvest-gate --sample-limit 1000
.venv/bin/aina-data-engine --root /srv/aina/aina-data-engine-room semantic-repair-queue
.venv/bin/aina-data-engine --root /srv/aina/aina-data-engine-room deterministic-semantic-repairs
.venv/bin/aina-data-engine --root /srv/aina/aina-data-engine-room semantic-patch-replay
.venv/bin/aina-data-engine --root /srv/aina/aina-data-engine-room runtime-intake
.venv/bin/aina-data-engine --root /srv/aina/aina-data-engine-room runtime-payloads

Recommended Next Slices

Build packet-quality fixtures directly from runtime_payloads_v1_packet_hardening_payloads.jsonl.
Build caveat-service evaluator cases directly from runtime_payloads_v1_caveat_service_fixtures.jsonl.
Add a deterministic semantic anomaly report for remaining generic-business and hold rows.
Mine the 34 hold rows across ALIPE and the source harvest map.
Expand the chain beyond the current 1,000-row sample toward the broader title universe.