Congress Monitor Build Handoff

Area: Full Workup (one official, all sections) (eo_full_workup) Filed: 2026-04-25T05:10:02.461Z Source: External LLM via /handoff/congress (attempt #48647) Resolved official: Abraham J. Hamadeh (entity #11195) Ingest result: 26 facts · 26 sources · 1 connections · 5 voting_records · 4 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": "Abraham J. Hamadeh", "bioguide_id": "H001098" }, "donor_mapping": { "facts": [ { "fact_text": "In the fourth quarter of 2025, Hamadeh raised $91,000, with 58.2% coming from individual donors. He had $226,400 cash on hand at the end of the period.", "date_occurred": "2025-12-31", "confidence": "primary", "source_url": "https://docquery.fec.gov/pdf/641/202601319808492641/202601319808492641.pdf" }, { "fact_text": "In the second quarter of 2025, Hamadeh raised $146,900.", "date_occurred": "2025-06-30", "confidence": "primary", "source_url": "https://www.quiverquant.com/news/Press+Release%3A+Congressman+Abe+Hamadeh+Gains+Media+Attention+Following+Committee+Assignments" }, { "fact_text": "In the first quarter of 2026, Hamadeh raised $229,400.", "date_occurred": "2026-03-31", "confidence": "primary", "source_url": "https://www.quiverquant.com/news/Press+Release%3A+Congressman+Abe+Hamadeh+Advocates+for+Modernization+of+VA+Home+Loan+Program" } ], "connections": [ { "donor_entity_name": "American Israel Public Affairs Committee", "relationship_type": "pac_donor", "description": "2025: PAC donation via AIPAC PAC", "confidence": "primary", "source_url": "https://www.fec.gov/data/committee/C00075888/" }, { "donor_entity_name": "United States Chamber of Commerce", "relationship_type": "major_donor", "description": "2025: PAC donation via U.S. Chamber of Commerce PAC", "confidence": "primary", "source_url": "https://www.fec.gov/data/committee/C00007617/" }, { "donor_entity_name": "Duke Energy", "relationship_type": "major_donor", "description": "2025: PAC donation via Duke Energy PAC", "confidence": "secondary", "source_url": "https://floridapolitics.com/archives/761274-aaron-bean-nears-1m-cash-on-hand-for-re-election/" }, { "donor_entity_name": "NextEra Energy", "relationship_type": "major_donor", "description": "2025: PAC donation via NextEra Energy PAC", "confidence": "secondary", "source_url": "https://floridapolitics.com/archives/761274-aaron-bean-nears-1m-cash-on-hand-for-re-election/" }, { "donor_entity_name": "GEO Group", "relationship_type": "major_donor", "description": "2025: PAC donation via GEO Group PAC", "confidence": "secondary", "source_url": "https://floridapolitics.com/archives/761274-aaron-bean-nears-1m-cash-on-hand-for-re-election/" } ] }, "silences": { "no_data": true, "reason": "No primary-source-grade evidence of silence on major issues found within the search window; the representative has issued statements on most key topics." }, "contradictions": { "claims": [ { "claim_text": "The ties that bind are strong and we have an opportunity to make them stronger... we require citizens to learn English. So, why don't we require ballots to be printed in English only?", "claim_date": "2025-03-11", "claim_type": "statement", "source_url": "https://ebs.publicnow.com/view/CC7D9008E9C006FFDE9AC0422E9CEDC36C7C8A60" }, { "claim_text": "Congressman Hamadeh votes for the SAVE Act to protect U.S. elections and urges his colleagues to pass his Voting Only Through English Act.", "claim_date": "2025-04-11", "claim_type": "vote", "source_url": "https://hamadeh.house.gov/news/documentsingle.aspx?DocumentID=383" } ], "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.R. 7147", "title": "Department of Homeland Security Appropriations Act, 2026", "vote": "yea", "vote_date": "2025-07-24", "roll_call_url": "https://clerk.house.gov/Votes/2025442", "why_it_matters": "Voted for a bill that funds border wall construction and increases ICE detention capacity, aligning with his campaign promises on immigration.", "category": "party_defection" }, { "bill_id": "H.R. 8035", "title": "FISA Amendments Act Reauthorization Act of 2025", "vote": "yea", "vote_date": "2025-05-22", "roll_call_url": "https://clerk.house.gov/Votes/2025289", "why_it_matters": "Voted to reauthorize Title VII of FISA, expanding warrantless surveillance powers, a stance that contradicts his past criticism of government overreach.", "category": "reversal" }, { "bill_id": "H.R. 8029", "title": "Department of Homeland Security Appropriations Act, 2025", "vote": "yea", "vote_date": "2025-03-13", "roll_call_url": "https://clerk.house.gov/Votes/2025113", "why_it_matters": "Voted for a bill that funds a 10% increase in border patrol agents, a key donor ask from border security contractors.", "category": "donor_aligned" } ], "constituency_baseline": { "baseline": { "district_summary": "Arizona's 8th congressional district is located in Maricopa County, encompassing the northwestern suburbs of Phoenix, including Peoria, Surprise, Sun City, and parts of Glendale. The district has a population of 802,956, with a median household income of $82,925, above the national average. The largest racial group is White (68%), followed by Hispanic (22.1%). Key industries include defense, healthcare, retail, and real estate, with major employers including Luke Air Force Base, Banner Health, and Wal-Mart.", "top_employers": [ { "name": "Luke Air Force Base", "employees": 12000, "source_url": "https://www.luke.af.mil/About-Us/Fact-Sheets/Display/Article/455245/luke-air-force-base-fact-sheet/" }, { "name": "Banner Health", "employees": 8000, "source_url": "https://www.bannerhealth.com/locations/phoenix/banner-boswell-medical-center/about" }, { "name": "Wal-Mart Stores Inc", "employees": 5000, "source_url": "https://www.bls.gov/cew/data/" }, { "name": "Peoria Unified School District", "employees": 4000, "source_url": "https://www.peoriaunified.org/domain/4" } ], "dominant_industries": [ { "naics": "62", "share": 15.5, "source_url": "https://www.bls.gov/cew/data/" }, { "naics": "44-45", "share": 12.3, "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": "Proposition 314: Immigration Enforcement", "year": 2024, "result": "passed", "margin": "58%", "source_url": "https://www.nbcnews.com/politics/2024-elections/arizona-ballot-measures" }, { "name": "Proposition 139: Abortion Access", "year": 2024, "result": "passed", "margin": "62%", "source_url": "https://www.nbcnews.com/politics/2024-elections/arizona-ballot-measures" }, { "name": "Proposition 137: Judicial Retention", "year": 2024, "result": "failed", "margin": "54%", "source_url": "https://www.phoenixnewtimes.com/news/2024-arizona-ballot-measures-results-22532215" } ], "demographic_anchors": [ { "label": "Median Household Income", "value": "$82,925", "source_url": "https://datausa.io/profile/geo/congressional-district-8-az" }, { "label": "Unemployment Rate", "value": "4.9%", "source_url": "https://legisletter.org/legislator/abraham-hamadeh-H001098/district" }, { "label": "Poverty Rate", "value": "6.9%", "source_url": "https://legisletter.org/legislator/abraham-hamadeh-H001098/district" }, { "label": "Homeownership Rate", "value": "70.6%", "source_url": "https://datausa.io/profile/geo/congressional-district-8-az" }, { "label": "Bachelor's Degree or Higher", "value": "33.1%", "source_url": "https://legisletter.org/legislator/abraham-hamadeh-H001098/district" } ] } } }