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>

apps/outreach-review/app/routes/matches.$matchId.tsx

@@ -63,6 +63,17 @@ export default function MatchDetail({ loaderData }: Route.ComponentProps) {
     restrictionsOnAwards?: string;
   } | null;
   const subscores = (match.subscores ?? {}) as Record<string, number>;
+  const orgPrograms = (org.programs ?? null) as Array<{
+    name: string;
+    description?: string | null;
+    populationServed?: string | null;
+    sourceUrl?: string | null;
+  }> | null;
+  const orgFunders = (org.knownFunders ?? null) as Array<{ name: string }> | null;
+  const orgStaff = (org.staff ?? null) as Array<{
+    name: string;
+    role?: string | null;
+  }> | null;
   const rationale = (match.rationale ?? {}) as Record<string, unknown>;
   const nhHistory = funderGivingHistory;
 
@@ -143,6 +154,43 @@ export default function MatchDetail({ loaderData }: Route.ComponentProps) {
               </dd>
             </div>
           </dl>
+          {orgPrograms != null && orgPrograms.length > 0 && (
+            <div className="mt-3 text-sm">
+              <h3 className="font-medium">Programs (researched)</h3>
+              <ul className="ml-4 list-disc">
+                {orgPrograms.map(
+                  (p, i) => (
+                    <li key={i}>
+                      {p.name}
+                      {p.populationServed != null && ` — serving ${p.populationServed}`}
+                      {p.sourceUrl != null && (
+                        <>
+                          {' '}
+                          <a className="text-blue-700 underline" href={p.sourceUrl} target="_blank" rel="noreferrer">
+                            src
+                          </a>
+                        </>
+                      )}
+                    </li>
+                  ),
+                )}
+              </ul>
+            </div>
+          )}
+          {orgFunders != null && orgFunders.length > 0 && (
+            <p className="mt-2 text-sm">
+              <span className="font-medium">Known funders: </span>
+              {orgFunders.map((f) => f.name).join(', ')}
+            </p>
+          )}
+          {orgStaff != null && orgStaff.length > 0 && (
+            <p className="mt-2 text-sm">
+              <span className="font-medium">Staff: </span>
+              {orgStaff
+                .map((s) => (s.role != null ? `${s.name} (${s.role})` : s.name))
+                .join(', ')}
+            </p>
+          )}
           <div className="mt-3 space-x-3 text-sm">
             {org.ein != null && (
               <a