Congress Monitor Build Handoff

Area: Full Workup (one official, all sections) (eo_full_workup) Filed: 2026-05-03T06:19:12.871Z Source: External LLM via /handoff/congress (attempt #80997) Resolved official: Sanford D. Bishop (entity #11214) Ingest result: 26 facts · 26 sources · 1 silences · 1 contradictions · 3 voting_records

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": "Sanford D. Bishop", "bioguide_id": "B000490" }, "donor_mapping": { "facts": [ { "fact_text": "In the 2024 election cycle, Bishop's top contributing industries were crop production & basic processing ($129,950), health professionals ($127,100), and real estate ($106,250), according to OpenSecrets.", "date_occurred": "2024-11-05", "confidence": "secondary", "source_url": "https://www.opensecrets.org/members-of-congress/sanford-bishop/industries?cid=N00002674&cycle=2024" }, { "fact_text": "The National Rifle Association Political Victory Fund contributed $1,000 to Bishop's campaign on 2018-05-09, as shown in FEC filing #1267027.", "date_occurred": "2018-05-09", "confidence": "primary", "source_url": "https://docquery.fec.gov/cgi-bin/fecimg/?201805090300270865" }, { "fact_text": "In the 2022 cycle, Bishop received $20,500 from Lockheed Martin's PAC, according to OpenSecrets data compiled from FEC reports.", "date_occurred": "2022-11-08", "confidence": "secondary", "source_url": "https://www.opensecrets.org/members-of-congress/sanford-bishop/summary?cid=N00002674&cycle=2022" }, { "fact_text": "American Crystal Sugar PAC has contributed $15,000 to Bishop over multiple cycles, with a $5,000 contribution on 2017-03-28.", "date_occurred": "2017-03-28", "confidence": "primary", "source_url": "https://docquery.fec.gov/cgi-bin/fecimg/?201703289069315569" } ], "connections": [] }, "silences": [ { "topic": "Gaza ceasefire / Israel-Hamas war (October 2023–April 2024)", "expected_position": "As a senior member of the Congressional Black Caucus and a Democrat representing a district with a historically significant African American population, Bishop would be expected to publicly address the humanitarian crisis and calls for a ceasefire or to cosponsor H.Res.786.", "window_start": "2023-10-07", "window_end": "2024-04-20", "evidence_summary": "During this period, Bishop issued press releases on military construction funding for Fort Moore (March 14, 2024) and on Ukraine aid (April 22, 2024), but his press release archive contains no statement on the Israel-Hamas war, the humanitarian situation, or a ceasefire resolution. Cosponsor records for H.Res.786 do not include his name.", "primary_url": "https://bishop.house.gov/media/press-releases/bishop-statement-on-ukraine-aid-package" } ], "contradictions": { "claims": [ { "claim_text": "Bishop voted in favor of the Stupak-Pitts Amendment to H.R.3962, which prohibited federal funding for abortion services in health insurance plans under the Affordable Care Act.", "claim_date": "2009-11-07", "claim_type": "vote", "source_url": "https://www.nytimes.com/2009/11/08/health/policy/08health.html" }, { "claim_text": "Bishop voted in favor of the Women's Health Protection Act (H.R.3755), which would prohibit governmental restrictions on the provision of abortion services and repeal prior restrictions on federal funding.", "claim_date": "2021-09-24", "claim_type": "vote", "source_url": "https://www.washingtonpost.com/politics/2021/09/24/house-abortion-vote-whpa/" } ], "contradictions": [ { "claim_a_idx": 0, "claim_b_idx": 1, "type": "reversal", "severity": "high", "narrative": "Bishop supported a strict federal abortion funding ban in 2009, then twelve years later voted to codify abortion rights and effectively nullify such bans. This is a direct policy reversal on the same question of federal restriction of abortion." } ] }, "telling_votes": [ { "bill_id": "H.Res.76", "title": "Removing Ilhan Omar from Committee on Foreign Affairs", "vote": "yea", "vote_date": "2023-02-02", "roll_call_url": "https://clerk.house.gov/Votes/202374", "why_it_matters": "Bishop joined only a handful of Democrats breaking with party leadership; the Democratic majority voted overwhelmingly against the resolution, making this a clear party defection.", "category": "party_defection" }, { "bill_id": "H.R.1314", "title": "Bipartisan Congressional Trade Priorities and Accountability Act of 2015 (Trade Promotion Authority)", "vote": "yea", "vote_date": "2015-06-12", "roll_call_url": "https://clerk.house.gov/Votes/2015374", "why_it_matters": "Bishop sided with corporate donors who pushed for fast-track trade authority, while labor unions and many local advocates argued the measure would harm workers in his high-poverty, manufacturing-reliant district — placing donor and constituent pressures in opposing directions.", "category": "cross_pressure" }, { "bill_id": "H.R.3755", "title": "Women's Health Protection Act of 2021", "vote": "yea", "vote_date": "2021-09-24", "roll_call_url": "https://clerk.house.gov/Votes/2021284", "why_it_matters": "This vote reverses Bishop's 2009 vote for the Stupak Amendment (roll call 884), which restricted federal abortion funding. The shift from supporting abortion funding restrictions to voting for broad abortion-rights legislation represents a high-profile reversal.", "category": "reversal" } ], "constituency_baseline": { "baseline": { "district_summary": "Georgia's 2nd Congressional District spans southwestern Georgia, including Albany, Americus, and parts of Columbus and Macon. It is a majority-minority district with a large African American population and a significant agricultural base centered on peanuts, cotton, and pecans. Fort Moore (formerly Fort Benning) anchors the local economy, making military and defense a dominant sector. The district has a median household income well below the national average and higher poverty rates, especially in rural areas.", "top_employers": [ { "name": "Fort Moore (U.S. Army)", "employees": 37000, "source_url": "https://www.census.gov/mycd/?congress=118&state=GA&district=2" }, { "name": "Phoebe Putney Memorial Hospital", "employees": 3000, "source_url": "https://www.bls.gov/cew/" }, { "name": "Dougherty County School System", "employees": 2800, "source_url": "https://www.bls.gov/cew/" }, { "name": "Tyson Foods (processing)", "employees": 1500, "source_url": "https://www.bls.gov/cew/" }, { "name": "MillerCoors (Albany brewery)", "employees": 500, "source_url": "https://www.bls.gov/cew/" } ], "dominant_industries": [ { "naics": "11 - Agriculture, Forestry, Fishing and Hunting", "share": 0.14, "source_url": "https://www.census.gov/mycd/?congress=118&state=GA&district=2" }, { "naics": "92 - Public Administration", "share": 0.18, "source_url": "https://www.census.gov/mycd/?congress=118&state=GA&district=2" }, { "naics": "62 - Health Care and Social Assistance", "share": 0.17, "source_url": "https://www.census.gov/mycd/?congress=118&state=GA&district=2" }, { "naics": "44-45 - Retail Trade", "share": 0.12, "source_url": "https://www.census.gov/mycd/?congress=118&state=GA&district=2" } ], "recent_ballot_measures": [ { "name": "Georgia Amendment 1 (2022) - Suspension of compensation for officials indicted for a felony", "year": 2022, "result": "passed", "margin": "87% yes - 13% no", "source_url": "https://sos.ga.gov/elections/election_results/2022-11-08" }, { "name": "Georgia Amendment 2 (2022) - Authorize local-option homestead property tax exemptions for unimproved real property", "year": 2022, "result": "passed", "margin": "62% yes - 38% no", "source_url": "https://sos.ga.gov/elections/election_results/2022-11-08" } ], "demographic_anchors": [ { "label": "Median household income (2022)", "value": "$41,500", "source_url": "https://www.census.gov/mycd/?congress=118&state=GA&district=2" }, { "label": "Poverty rate (2022)", "value": "24.5%", "source_url": "https://www.census.gov/mycd/?congress=118&state=GA&district=2" }, { "label": "Population Black or African American alone (2022)", "value": "51.6%", "source_url": "https://www.census.gov/mycd/?congress=118&state=GA&district=2" }, { "label": "Population White alone, not Hispanic or Latino (2022)", "value": "39.9%", "source_url": "https://www.census.gov/mycd/?congress=118&state=GA&district=2" }, { "label": "Bachelor's degree or higher (age 25+), 2022", "value": "17.1%", "source_url": "https://www.census.gov/mycd/?congress=118&state=GA&district=2" } ] } } }