forge-built / README.md
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---
license: other
license_name: csil-3.0
license_link: https://catqualia.com/licensing
language:
- en
tags:
- tool-synthesis
- code-generation
- cross-domain-transfer
- sft
pretty_name: CatQualia forge-built — mechanism to generated-tool instruction pairs
size_categories:
- 1K<n<10K
configs:
- config_name: default
data_files:
- split: train
path: data.jsonl
---
# CatQualia forge-built — mechanism to generated-tool instruction pairs
**4,376 rows** · 6,408,819 bytes · JSON Lines.
## What this is
Instruction/output pairs where the output is generated tool source, keyed by an `assay_key` that records the mechanism the tool was forged from. Companion to `fleet-toolforge` at the generated-artifact end rather than the specification end.
## Provenance
This group merges 1 source corpora. Every row carries a `_source_dataset` field
naming the file it came from, so the grouping is reversible:
- `forge_built` — 4,376 rows
## Measured
| Property | Value |
|---|---|
| Rows | 4,376 |
| Bytes | 6,408,819 |
| Source corpora merged | 1 |
| Distinct top-level fields | 6 |
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- **Not peer-reviewed or independently evaluated.**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