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

Runtime Intake Handoff

A local intake surface for packet hardening and caveat-service fixtures.

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

The Single Idea

The semantic replay output now has a local runtime intake artifact. It turns repaired title rows into packet-hardening intake, caveat-service fixtures, source-ref rerun work, and hold-mining backlog without mutating source rows or making production claims.

01 · What Changed

Runtime Intake, Still Local

The repo now has runtime_intake.py, a CLI command, and tests. The command writes new validation artifacts for local runtime prep and does not overwrite source rows.

02 · Live Artifacts

Split Intake Files

/srv/aina/aina-data-engine-room/artifacts/validation/runtime_intake_v1.json
/srv/aina/aina-data-engine-room/artifacts/validation/runtime_intake_v1.jsonl
/srv/aina/aina-data-engine-room/artifacts/validation/runtime_intake_v1_packet_hardening_intake.jsonl
/srv/aina/aina-data-engine-room/artifacts/validation/runtime_intake_v1_caveat_service_fixtures.jsonl
/srv/aina/aina-data-engine-room/artifacts/validation/runtime_intake_v1_source_ref_rerun_queue.jsonl
/srv/aina/aina-data-engine-room/artifacts/validation/runtime_intake_v1_hold_mining_backlog.jsonl
03 · Live Result

Nine Hundred Sixty-Five Serviceable Rows

Intake laneCount
Packet-hardening intake295
Caveat-service fixtures670
Source-ref rerun queue1
Hold-mining backlog34
Serviceable local runtime intake965
Seasonal Sales Associate, Support Associate - Soma, Director of Business Intelligence, and Customer Service Representative now land in concrete local runtime-prep lanes.
04 · Coverage

Function Spread

FunctionCount
Sales148
Administration88
Customer success67
Finance64
Operations59
Legal/compliance40
Marketing36
Data analytics34
General business366
05 · Validation

Green Checks

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

Result: All checks passed. and 196 passed.

06 · Next Slices

Where to Continue

  1. Build packet-hardening payloads from runtime_intake_v1_packet_hardening_intake.jsonl.
  2. Build caveat-service fixtures from runtime_intake_v1_caveat_service_fixtures.jsonl.
  3. Attach the one source-ref rerun candidate and rerun semantic harvest.
  4. Mine the 34 hold rows across the harvest source map.
  5. Expand the full chain beyond the 1,000-row sample.
cd /srv/aina/aina-data-engine-room
.venv/bin/aina-data-engine --root /srv/aina/aina-data-engine-room runtime-intake
Where to start

Start with packet-hardening payloads, because the engine room now has a clean local intake file for 295 high-confidence rows.