Congress Monitor Build Handoff

Area: Full Workup (one official, all sections) (eo_full_workup) Filed: 2026-05-03T02:17:49.024Z Source: External LLM via /handoff/congress (attempt #79474) Resolved official: Patrick Ryan (entity #10944) Ingest result: 13 facts · 12 sources · 3 voting_records · 3 skipped

Briefing Sent

Single super-prompt covering every per-official research area in one LLM call: donor mapping, silences, contradictions, telling votes, and constituency baseline. The LLM returns ONE JSON object; the ingest pipeline dispatches each section to its typed table independently, so a malformed or no-data section never blocks the rest.

Result

{ "target_official": { "name": "Patrick Ryan", "bioguide_id": "R000579" }, "donor_mapping": { "facts": [ { "fact_text": "Since entering Congress in 2022, Ryan has raised over $9.5 million, with Defense, Tech, and Leadership PACs forming his primary donor bases.", "date_occurred": "2024-12-31", "confidence": "secondary", "source_url": "https://www.opensecrets.org/members-of-congress/pat-ryan/summary?cid=N00042844" }, { "fact_text": "Ryan's background as a founder of a defense-tech company (Praescient Analytics) is reflected in his donor profile, drawing significant contributions from intelligence and defense contractors.", "date_occurred": "2024-10-15", "confidence": "inferential", "source_url": "https://www.opensecrets.org/members-of-congress/pat-ryan/industries?cid=N00042844" } ], "connections": [ { "donor_entity_name": "VoteVets", "relationship_type": "major_donor", "description": "Career: Over $85,000 via bundled individual contributions and PAC funds; aligns with his status as a West Point graduate and military veteran.", "confidence": "primary", "source_url": "https://www.opensecrets.org/members-of-congress/pat-ryan/contributors?cid=N00042844" }, { "donor_entity_name": "Alphabet Inc", "relationship_type": "donor", "description": "Career: Over $25,000 via PAC and employees; reflects persistent support from the tech sector for the former tech executive.", "confidence": "primary", "source_url": "https://www.opensecrets.org/members-of-congress/pat-ryan/contributors?cid=N00042844" }, { "donor_entity_name": "Communications Workers of America", "relationship_type": "pac_donor", "description": "2024 Cycle: $10,000 via PAC; a key labor ally in his competitive, union-heavy Hudson Valley district.", "confidence": "primary", "source_url": "https://www.opensecrets.org/members-of-congress/pat-ryan/contributors?cid=N00042844" } ] }, "silences": { "no_data": true, "reason": "No primary-source evidence of a statistically significant silence on a high-profile local or committee-jurisdiction issue during a period of documented adjacent activity." }, "contradictions": { "no_data": true, "reason": "No verified primary-source policy contradictions or statement-vs-disclosure mismatches found for this official matching the strict hostname independence rules." }, "telling_votes": [ { "bill_id": "H.R. 7521", "title": "Protecting Americans from Foreign Adversary Controlled Applications Act", "vote": "yea", "vote_date": "2024-03-13", "roll_call_url": "https://clerk.house.gov/Votes/202486", "why_it_matters": "Ryan's vote to mandate TikTok's divestiture pitted his national security background against potential opposition from the tech sector (a prominent donor base) and younger constituents in his district.", "category": "cross_pressure" }, { "bill_id": "H.R. 3746", "title": "Fiscal Responsibility Act of 2023", "vote": "yea", "vote_date": "2023-05-31", "roll_call_url": "https://clerk.house.gov/Votes/2023243", "why_it_matters": "Voted for the bipartisan debt ceiling deal, securing economic stability for his competitive suburban district, despite strong opposition from the progressive wing of his party over SNAP work requirements.", "category": "constituent_aligned" }, { "bill_id": "H.R. 2670", "title": "National Defense Authorization Act for Fiscal Year 2024", "vote": "yea", "vote_date": "2023-12-14", "roll_call_url": "https://clerk.house.gov/Votes/2023723", "why_it_matters": "Supported the final passage of the NDAA, aligning with both his defense industry donors and his district's status as the home of the U.S. Military Academy at West Point.", "category": "donor_aligned" } ], "constituency_baseline": { "baseline": { "district_summary": "New York's 18th Congressional District spans the mid-Hudson Valley, including Orange, Dutchess, and Ulster counties. It is a highly competitive, suburban-to-rural swing district anchored by significant military and technological institutions, as well as an expanding commuter population from New York City.", "top_employers": [ { "name": "United States Military Academy (West Point)", "employees": 4000, "source_url": "https://www.westpoint.edu/about" }, { "name": "IBM", "employees": 3000, "source_url": "https://dol.ny.gov/employment-nys-april-2026" } ], "dominant_industries": [ { "naics": "62", "share": 0.16, "source_url": "https://data.census.gov/profile/Congressional_District_18_(118th_Congress),_New_York?g=500XX00US3618" }, { "naics": "61", "share": 0.11, "source_url": "https://data.census.gov/profile/Congressional_District_18_(118th_Congress),_New_York?g=500XX00US3618" } ], "recent_ballot_measures": [ { "name": "New York Prop 1 (Equal Rights Amendment)", "year": 2024, "result": "passed", "margin": "54.2%", "source_url": "https://www.elections.ny.gov/" } ], "demographic_anchors": [ { "label": "Median Household Income", "value": "$89,500", "source_url": "https://data.census.gov/profile/Congressional_District_18_(118th_Congress),_New_York?g=500XX00US3618" }, { "label": "Veteran Population", "value": "6.8%", "source_url": "https://data.census.gov/profile/Congressional_District_18_(118th_Congress),_New_York?g=500XX00US3618" } ] } } }