Fixes the federal mismatch class (boys' camp × NIH research center):
- Peer precedent: federalPrecedent paginates USASpending (≤500 awards/
program) and name-matches every recipient against primary-ICP NH
registry orgs (shared normalizeOrgNameForMatching, also used by the
self-match gate). The 25-pt precedent tiers now key off
program_state_peer_award_count — Dartmouth renewals and SBIR LLCs no
longer grant precedent to community nonprofits. Raw count + peer-
annotated award list stay as review evidence (peer badges, peers-first).
- Mission-fit floor (12/30, grants_gov only): below it a match is stored
with fit_viable=false and hidden from the pending queue, hero selection,
and easy-win. Foundation-synthesized grants exempt (generic synopses).
- Mission-fit judge live (judgeMatches, 06:15, 200/night best-first):
JUDGE_MODEL reads the synopsis against the org profile with an explicit
ignore-eligibility-breadth instruction; graded verdict with required
citations; deterministic verdict→points map (27/18/8/0) sets missionFit,
total, easy-win, and viability. Verdicts survive nightly re-scores via
an upsert splice and re-enter the judge queue when the org profile is
re-researched (org_profiles.updated_at).
First sweep: 81/149 programs have NH history, only 6 have peer history;
queue-head judging zeroes the research-mechanism garbage (mismatch) while
surfacing genuine strong fits.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
New funders/funder_grants schema + ingest990pf monthly workflow: IRS BMF
state file discovers NH private foundations (747), e-file index CSVs
select their latest 990-PF filings, batch ZIPs stream through fflate
(4/run cap, most-hits-first, deferred logged), grants-paid rows land in
funder_grants, and funders with >=2 NH grants synthesize rolling grant
rows (source irs_990pf, funder_ein linked) that flow through the
existing embed+match pipeline.
Scoring v2: funderPrecedentSubscore tiers repeated in-state giving
(1/3/5/10 -> 8/15/20/25); easy win = >=65 total AND >=12 precedent
(plan's precedent floor); scale is the full 0-100. Rolling deadlines
pass the runway gate. Retrieval computes per-funder in-state counts and
exposes funder_ein.
Lead-quality gates from the first precedent run's failures: candidate
orgs exclude NTEE T* grantmakers; self-matches gated by EIN + normalized
name (NHDOJ registers foundations as charities, several without resolved
EINs — the first run's top 'leads' were foundations matched to
themselves).
Live: ~6.5GB of IRS batches processed, 2,766 grants-paid rows, 123
synthesized foundation grants, 89 easy wins across 27 orgs, credible
top-10 (AIDS Response-Seacoast -> Foundation for Seacoast Health, 25/25
precedent). 153 tests green.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
matchGrants (nightly 05:15): per candidate org (NH + good standing +
primary ICP) ensure a v0 NTEE-derived profile embedding (RETRIEVAL_QUERY,
confidence 0.2 stub the Stage 4 profiler upgrades in place), retrieve
top-50 open grants by pgvector cosine with SQL-enforced cheap gates
(deadline >=21d, ceiling >=10K), run entity/geography gates in TS,
score deterministically, upsert pair-keyed matches, reassign hero.
Scoring: pure scoreMatch (mission fit 30 / capacity 15 / competition 15
/ effort 10 / runway 5; precedent's 25 reserved until the 990-PF index;
easy win >= 50/75). Eligibility gate now pattern-matches Grants.gov
applicantTypes prose, conservatively (ambiguous entries do not admit).
application_form_supported ignored for pass/fail per the manual-first
decision, still recorded in rationale.
Schema: unique (org_id, grant_id) on matches; unique org_id on
org_profiles (latest-profile semantics). Review queue query now ordered
hero > easy-win > score and capped at 100.
Live run: 64 orgs -> 3,200 matches in 28s, 0 easy wins / max 39 — the
honest result of an NIH-heavy 200-grant corpus vs NH service nonprofits;
engine mechanics verified, corpus breadth is the next lever.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
