feat(profiler): Stage 4 grounded research profiler — cited profiles replace NTEE stubs

profileOrgs (nightly 05:45, 25/run, easy-win orgs best-first per the
plan's coarse-match-gates-profiling rule): two-pass Gemini flash —
Google Search-grounded research (groundingMetadata = citation universe)
then JSON-schema extraction citing only from it. Overwrites the stub
profile (mission/programs/geography/funders/staff/news/sources/
confidence); re-embeds mission fit from researched text unless identity
unconfirmed or confidence <0.5 (then the NTEE embedding stays —
unverified research must not steer scoring). Detail page renders
researched programs w/ source links, funders, staff.

Fixes: org_profiles.confidence is float4 — 0.2 stores as 0.20000000298
so 'confidence <= 0.2' excluded every stub (epsilon comparison); RR7
loader serialization turns unknown into never (hoisted casts).

Live: 55 orgs profiled (41 research-grade, 2 low-confidence, 0 failed).
Scoring effect verified both directions: Annie's Angels x NIH mammalian
models fit 19->12; Seacoast Pathways x Foundation for Seacoast Health
fit 25/30 — and the researched knownFunders independently names that
funder. 161 tests green.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

packages/outreach-core/src/matches/queries/get-match-detail.server.ts

@@ -24,6 +24,11 @@ export interface MatchDetail {
     registrationNumber: string | null;
     missionStatement: string | null;
     profileConfidence: number | null;
+    programs: unknown;
+    knownFunders: unknown;
+    staff: unknown;
+    serviceGeography: string | null;
+    profileSources: unknown;
   };
   grant: {
     id: string;
@@ -103,6 +108,11 @@ export async function serverGetMatchDetail(
     .select({
       missionStatement: schema.orgProfiles.missionStatement,
       confidence: schema.orgProfiles.confidence,
+      programs: schema.orgProfiles.programs,
+      knownFunders: schema.orgProfiles.knownFunders,
+      staff: schema.orgProfiles.staff,
+      serviceGeography: schema.orgProfiles.serviceGeography,
+      sources: schema.orgProfiles.sources,
     })
     .from(schema.orgProfiles)
     .where(eq(schema.orgProfiles.orgId, row.orgId))
@@ -184,6 +194,11 @@ export async function serverGetMatchDetail(
       registrationNumber: row.orgRegNo,
       missionStatement: profiles[0]?.missionStatement ?? null,
       profileConfidence: profiles[0]?.confidence ?? null,
+      programs: profiles[0]?.programs ?? null,
+      knownFunders: profiles[0]?.knownFunders ?? null,
+      staff: profiles[0]?.staff ?? null,
+      serviceGeography: profiles[0]?.serviceGeography ?? null,
+      profileSources: profiles[0]?.sources ?? null,
     },
     grant: {
       id: row.grantId,