---
license: other
license_name: csil-3.0
license_link: https://catqualia.com/licensing
language:
- en
tags:
- operations
- decision-records
- self-improvement
- process
pretty_name: CatQualia factory operations corpus — optimisation, upgrades and decision records
size_categories:
- 1K<n<10K
configs:
- config_name: default
  data_files:
  - split: train
    path: data.jsonl
---

# CatQualia factory operations corpus — optimisation, upgrades and decision records

**1,094 rows** · 1,323,000 bytes · JSON Lines.

## What this is

Operational material from a self-improving research factory: what was optimised, what tools were upgraded, which decisions the operator made, and the mechanics of the firing cycle that schedules the work.

## Provenance

This group merges 8 source corpora. Every row carries a `_source_dataset` field
naming the file it came from, so the grouping is reversible:

- `factory_optimization` — 765 rows
- `fleet_tool_upgrades` — 245 rows
- `captains_decisions` — 15 rows
- `session_process_corpus` — 14 rows
- `next_fire_targets` — 10 rows
- `cannon_mechanics` — 21 rows
- `threshold_crossing_corpus` — 12 rows
- `orchestration_patterns_2` — 12 rows

## Measured

| Property | Value |
|---|---|
| Rows | 1,094 |
| Bytes | 1,323,000 |
| Source corpora merged | 8 |
| Distinct top-level fields | 11 |

Counted with `wc -l` against the file staged here. Absolute machine paths were rewritten to
portable tokens (`<<TREES>>`, `<<WME>>`, `<<DRIVE>>`, `<<HOME>>`) and the row count verified
unchanged by that rewrite.

## Known limitations

- **Synthetic and self-graded.** Grades, judgements and notes come from the author's own
  pipeline, not independent annotation.
- **Small per source.** Several constituent corpora are single-digit rows.
- **`_source_dataset` is added by this packaging**, not present in the originals.
- **Not peer-reviewed or independently evaluated.**
- **Security group only:** the offensive rows are public MITRE-mapped techniques; the corpus's
  contribution is the pairing and the self-grading, not new offensive capability.

## Licence

CatQualia Structural Isomorphism License (CSIL) v3.0 — attribution:
Christopher Betances, catqualia.com. Non-commercial use is free with
attribution; commercial use requires a commercial licence. Full text: LICENSE
in this repository and catqualia.com/licensing