profile-generate
Scaffold compact PROF-P entity profiles for unprofiled hub authors — ranks corpus REFs by citation in-degree, takes each top REF's primary author, skips institutional/group names and already-profiled people. Runs via `aiwg corpus profile-generate`.
What this skill does
# Profile Generate
Generate Tier-1 `PROF-P` entity profiles for the corpus's most-cited authors who
don't have a profile yet — the bulk profile-induction pass.
## How to run
```bash
aiwg corpus profile-generate # dry-run: list the PROF-P profiles it would create
aiwg corpus profile-generate --write # write them (skips existing)
aiwg corpus profile-generate --limit 10 --write
aiwg corpus profile-generate --scan 100 --limit 40 --write
aiwg corpus profile-generate --fm --write # FM-author PROF-P + group PROF-G from fm-config.yaml
```
### `--fm` — foundation-model author/group profiles
`--fm` runs the FM pass (port of `build_fm_profiles.py`): it reads a corpus-local
`documentation/profiles/fm-config.yaml` and scaffolds PROF-P profiles for the
top-N authors of each listed FM paper plus PROF-G group profiles for team-authored
releases. The FM-paper list and group specs are **corpus data**, not built-in:
```yaml
# documentation/profiles/fm-config.yaml
fm-papers:
REF-052: { model: "GPT-3", top-authors: 5 }
REF-835: { model: "Llama 3", group: PROF-G-llama-team }
groups:
PROF-G-llama-team:
name: "Llama Team — AI @ Meta"
parent-org: "Meta AI Research"
parent-slug: PROF-O-meta-fair
refs: [REF-835]
```
Absent file → no-op. Institutional/team author names are skipped from PROF-P.
- **Dry-run by default.** `--write` creates files; existing profiles are skipped.
- Ranks REFs by **corpus in-degree** (citations within the corpus, derived from
the citation sidecars), takes each top REF's **primary author**, and skips
institutional/group "authors" (team, labs, foundation, consortium, …) — those
get group profiles, not PROF-P.
- `--scan N` = how many top-in-degree REFs to consider (default 60);
`--limit N` = max profiles to generate (default 25).
- Generates a compact 5-section profile (summary, corpus presence, focus,
co-author network, notes). `affiliation` is left blank for manual enrichment;
`corpus-refs` is written as a list of REF-id strings.
## Triggers
- "generate profiles for top corpus authors"
- "scaffold tier-1 hub-author profiles"
- "profile the unprofiled hubs"
- `/profile-generate`
## References
- @$AIWG_ROOT/src/artifacts/corpus-tools/profile-generate.ts — implementation
- profile-status — entity-profile staleness; radar-init — the radar-sidecar analogue
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