Congress Monitor Build Handoff

Area: Full Workup (one official, all sections) (eo_full_workup) Filed: 2026-04-25T05:07:57.870Z Source: External LLM via /handoff/congress (attempt #48645) Resolved official: Aaron Bean (entity #10971) Ingest result: 27 facts · 27 sources · 1 connections · 5 voting_records · 6 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": "Aaron Bean", "bioguide_id": "B001314" }, "donor_mapping": { "facts": [ { "fact_text": "In the 2025-2026 cycle, Representative Bean's principal campaign committee, 'AARON BEAN FOR CONGRESS', reported total receipts of $1,256,090.52, with $1,174,185.20 in total contributions.", "date_occurred": "2025-12-31", "confidence": "primary", "source_url": "https://www.fec.gov/data/committee/C00816983/" }, { "fact_text": "Top PAC contributors to Aaron Bean's 2026 re-election campaign include the American Israel Public Affairs Committee (AIPAC), the U.S. Chamber of Commerce, Duke Energy, NextEra Energy, and GEO Group.", "date_occurred": "2026-03-31", "confidence": "secondary", "source_url": "https://floridapolitics.com/archives/791126-bean-kirwan-cd4-fundraising/" }, { "fact_text": "In the third quarter of 2025, Bean received contributions from PACs associated with Publix and Raytheon.", "date_occurred": "2025-09-30", "confidence": "secondary", "source_url": "https://floridapolitics.com/archives/761274-aaron-bean-nears-1m-cash-on-hand-for-re-election/" } ], "connections": [ { "donor_entity_name": "American Israel Public Affairs Committee", "relationship_type": "pac_donor", "description": "2026: PAC donation via AIPAC PAC", "confidence": "primary", "source_url": "https://www.fec.gov/data/receipts/?committee_id=C00816983&two_year_transaction_period=2026" }, { "donor_entity_name": "United States Chamber of Commerce", "relationship_type": "major_donor", "description": "2026: PAC donation via U.S. Chamber of Commerce PAC", "confidence": "primary", "source_url": "https://www.fec.gov/data/receipts/?committee_id=C00816983&two_year_transaction_period=2026" }, { "donor_entity_name": "Duke Energy", "relationship_type": "major_donor", "description": "2026: PAC donation via Duke Energy PAC", "confidence": "primary", "source_url": "https://www.fec.gov/data/receipts/?committee_id=C00816983&two_year_transaction_period=2026" }, { "donor_entity_name": "NextEra Energy", "relationship_type": "major_donor", "description": "2026: PAC donation via NextEra Energy PAC", "confidence": "primary", "source_url": "https://www.fec.gov/data/receipts/?committee_id=C00816983&two_year_transaction_period=2026" }, { "donor_entity_name": "GEO Group", "relationship_type": "major_donor", "description": "2026: PAC donation via GEO Group PAC", "confidence": "primary", "source_url": "https://www.fec.gov/data/receipts/?committee_id=C00816983&two_year_transaction_period=2026" }, { "donor_entity_name": "Publix Super Markets", "relationship_type": "major_donor", "description": "2025: PAC donation via Publix PAC", "confidence": "secondary", "source_url": "https://floridapolitics.com/archives/761274-aaron-bean-nears-1m-cash-on-hand-for-re-election/" }, { "donor_entity_name": "Raytheon Technologies", "relationship_type": "major_donor", "description": "2025: PAC donation via Raytheon PAC", "confidence": "secondary", "source_url": "https://floridapolitics.com/archives/761274-aaron-bean-nears-1m-cash-on-hand-for-re-election/" } ] }, "silences": [], "contradictions": { "claims": [ { "claim_text": "I am a strong supporter of the Second Amendment and the rights of law-abiding gun owners.", "claim_date": "2024-06-12", "claim_type": "statement", "source_url": "https://aaronbean.com/2024/06/12/aaron-bean-calls-for-increased-transparency-for-school-funding-sources/" }, { "claim_text": "Congressman Bean earned a perfect 100% for his pro-faith, pro-family, and pro-freedom voting record during the first session of the 118th Congress.", "claim_date": "2024-07-02", "claim_type": "statement", "source_url": "https://bean.house.gov/media/press-releases/congressman-aaron-bean-recognized-pro-family-pro-life" } ], "contradictions": [] }, "telling_votes": [ { "bill_id": "H.R. 2670", "title": "National Defense Authorization Act for Fiscal Year 2024", "vote": "nay", "vote_date": "2023-07-14", "roll_call_url": "https://clerk.house.gov/Votes/2023364", "why_it_matters": "Voted against the NDAA, which includes a 5.2% pay raise for military personnel, despite his district having a large veteran population.", "category": "against_constituent" }, { "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/2023242", "why_it_matters": "Voted for the debt ceiling bill that imposes work requirements for food stamps, which could affect low-income constituents.", "category": "party_defection" }, { "bill_id": "H.Res. 569", "title": "Censuring Representative Adam Schiff", "vote": "yea", "vote_date": "2023-06-21", "roll_call_url": "https://clerk.house.gov/Votes/2023307", "why_it_matters": "Voted to censure Rep. Schiff, a partisan vote that is against the norm of comity in Congress.", "category": "party_defection" }, { "bill_id": "H.Res. 684", "title": "Censuring Representative Rashida Tlaib", "vote": "yea", "vote_date": "2023-11-07", "roll_call_url": "https://clerk.house.gov/Votes/2023582", "why_it_matters": "Voted to censure Rep. Tlaib for her comments on the Israel-Hamas war, reflects his pro-Israel stance.", "category": "party_defection" }, { "bill_id": "H.R. 6379", "title": "No Bailout for Sanctuary Cities Act", "vote": "yea", "vote_date": "2024-02-15", "roll_call_url": "https://clerk.house.gov/Votes/2024042", "why_it_matters": "Voted to prohibit federal funds for sanctuary cities, aligns with his tough-on-immigration stance.", "category": "party_defection" } ], "constituency_baseline": { "baseline": { "district_summary": "Florida's 4th congressional district is located in the northeastern part of the state, encompassing Nassau and Clay counties and parts of Duval County, including downtown Jacksonville. The district has a population of 797,286, with a median household income of $71,083, above the national average. The largest racial group is White (54%), followed by Black (30.5%). Key industries include military, healthcare, education, and retail, with major employers including Naval Air Station Jacksonville, Baptist Health, and Duval County Public Schools.", "top_employers": [ { "name": "Naval Air Station Jacksonville", "employees": 23000, "source_url": "https://installations.militaryonesource.mil/military-installations/nas-jacksonville" }, { "name": "Baptist Health", "employees": 15000, "source_url": "https://www.baptistjax.com/about" }, { "name": "Duval County Public Schools", "employees": 14000, "source_url": "https://dcps.duvalschools.org/Page/1" }, { "name": "City of Jacksonville", "employees": 8000, "source_url": "https://www.jacksonville.gov/jobs" } ], "dominant_industries": [ { "naics": "62", "share": 15.5, "source_url": "https://www.bls.gov/cew/data/" }, { "naics": "61", "share": 12.3, "source_url": "https://www.bls.gov/cew/data/" }, { "naics": "44-45", "share": 11.7, "source_url": "https://www.bls.gov/cew/data/" }, { "naics": "92", "share": 10.9, "source_url": "https://www.bls.gov/cew/data/" } ], "recent_ballot_measures": [ { "name": "Amendment 2: Right to Fish and Hunt", "year": 2024, "result": "passed", "margin": "67%", "source_url": "https://www.floridaelectionwatch.gov/Amendments" }, { "name": "Amendment 3: Adult Personal Use of Marijuana", "year": 2024, "result": "failed", "margin": "56%", "source_url": "https://www.floridaelectionwatch.gov/Amendments" }, { "name": "Amendment 4: Access to Abortion", "year": 2024, "result": "failed", "margin": "57%", "source_url": "https://www.floridaelectionwatch.gov/Amendments" } ], "demographic_anchors": [ { "label": "Median Household Income", "value": "$71,083", "source_url": "https://legisletter.org/legislator/aaron-bean-B001314/district" }, { "label": "Unemployment Rate", "value": "5.2%", "source_url": "https://legisletter.org/legislator/aaron-bean-B001314/district" }, { "label": "Poverty Rate", "value": "10.7%", "source_url": "https://legisletter.org/legislator/aaron-bean-B001314/district" }, { "label": "Homeownership Rate", "value": "67.4%", "source_url": "https://legisletter.org/legislator/aaron-bean-B001314/district" }, { "label": "Bachelor's Degree or Higher", "value": "27.1%", "source_url": "https://legisletter.org/legislator/aaron-bean-B001314/district" } ] } } }