{"id": "mldoc_b76af03419a3b583726689b20a4481c5aee7101a", "title": "Andy Kim — Wall Street Big Money Financier: Desk Discovers the Billable Bill That Cannot Pass", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_wall-street-big-money", "description_id": "desc_d7eaac757051df7902fb7e302d2aed34ca238dbf", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "'Passed the House 234–183,' the junior reads, 'but was not expected to pass the Senate.' Silence. Then the head trader, reverent: a mandate applauded by all, funded by none, billable every year. He orders a new product line, Passed-Not-Expected, and forwards the caterer's invoice for the 234 to clients. 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revision 1380990561. https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_5bc20309316e57c671f18290e89f83853b044e05", "title": "Andy Kim — Silicon Valley / San Francisco Ivy League AI Founder: How to Find the Thumb in Your Leaderboard", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_ivy-league-ai-founder", "description_id": "desc_e96b195a3ad5b4e9de88b4575f639da98be4029d", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "Step one: read that Kim accused party elites of trying to \"put their thumb on the scale.\" Step two: open your startup's leaderboard code. Step three: find the parameter named thumb_weight, set to 0.3 and documented as 'community signal.' Step four: rename it 'curation.' Step five: wonder why investors' demo-day favorites always place first. 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revision 1380990561. https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_5bc20309316e57c671f18290e89f83853b044e05", "title": "Andy Kim — Silicon Valley / San Francisco Ivy League AI Founder: How to Find the Thumb in Your Leaderboard", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_ivy-league-ai-founder", "description_id": "desc_e96b195a3ad5b4e9de88b4575f639da98be4029d", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "Step one: read that Kim accused party elites of trying to \"put their thumb on the scale.\" Step two: open your startup's leaderboard code. Step three: find the parameter named thumb_weight, set to 0.3 and documented as 'community signal.' Step four: rename it 'curation.' Step five: wonder why investors' demo-day favorites always place first. Step six: forward this to the intern who wrote it.", "labels": [], "label_evidence": [], "content_hash": "5bc20309316e57c671f18290e89f83853b044e05cdf1bea85fed863f368c5b5a", "extraction_version": "evidenced-topic-labels-v2", "generated_at": "2026-10-25T23:10:14.350624+00:00", "embedding": {"id": "mlvec_c48c795ddb49ac0d958a863bc523d075676b04c2", "document_id": "mldoc_5bc20309316e57c671f18290e89f83853b044e05", "unit": "text", "chunk_index": 1, "embedded_text": "wrote it.", "model": "@cf/baai/bge-small-en-v1.5", "pooling": "mean", "dimensions": 384, "vector": [-0.04791259765625, -0.017486572265625, 0.0269622802734375, -0.0673828125, -0.064697265625, -0.0142364501953125, -0.01316070556640625, 0.031219482421875, 0.0577392578125, 0.02685546875, 0.028961181640625, -0.0053558349609375, -0.0031871795654296875, -0.0007996559143066406, -0.0018796920776367188, 0.01441192626953125, -0.0294952392578125, -0.031768798828125, -0.04608154296875, 0.0240936279296875, 0.07080078125, -0.0285797119140625, 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Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_2db00535e5f1eac0f3e723fc47d932872334fce1", "title": "Andy Kim — Venture Capital: Who Seconds the Amendment Against Our Carry Step-Up?", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_venture-capital", "description_id": "desc_49e34dd18f4e3c3d7a87a947fd0881e6390a020d", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "In June 2019 Kim co-sponsored an amendment to stop a pay raise. Who at this fund would sign second on one aimed at our own carry step-up? Who drafts it? Why does the co-sponsor line stay blank while the coffee order fills? And when the amendment dies unseconded, may the minutes call that silence a 'fee alignment initiative'?", "labels": ["venture-capital"], "label_evidence": [{"label": "venture-capital", "quote": "fund", "start": 76, "end": 80, "method": "evidenced-topic-labels-v2"}], "content_hash": "2db00535e5f1eac0f3e723fc47d932872334fce175dcf0654196c9ad6714cab9", "extraction_version": "evidenced-topic-labels-v2", "generated_at": "2026-10-25T23:10:14.355411+00:00", "embedding": {"id": "mlvec_67ccaa5d1041bee6972c72b1d247dd675cb7fef7", "document_id": "mldoc_2db00535e5f1eac0f3e723fc47d932872334fce1", "unit": "labels", "chunk_index": 0, "embedded_text": "venture capital", "model": "@cf/baai/bge-small-en-v1.5", "pooling": "mean", "dimensions": 384, "vector": [0.0303955078125, -0.0269927978515625, -0.00704193115234375, -0.07080078125, 0.005336761474609375, 0.0065155029296875, 0.048919677734375, 0.0243072509765625, 0.0175933837890625, 0.042327880859375, 0.0154266357421875, -0.039794921875, 0.06500244140625, 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Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_2db00535e5f1eac0f3e723fc47d932872334fce1", "title": "Andy Kim — Venture Capital: Who Seconds the Amendment Against Our Carry Step-Up?", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_venture-capital", "description_id": "desc_49e34dd18f4e3c3d7a87a947fd0881e6390a020d", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "In June 2019 Kim co-sponsored an amendment to stop a pay raise. Who at this fund would sign second on one aimed at our own carry step-up? Who drafts it? Why does the co-sponsor line stay blank while the coffee order fills? 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"source_revision_url": "https://en.wikipedia.org/w/index.php?oldid=1380990561", "source_attribution": "Wikipedia contributors, Andy Kim, revision 1380990561. https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_dfce46c7a8880bfaca10eb81c106fc38bb40f60f", "title": "Andy Kim — Institutional Investors: The Court Randomized the Ballot; We Alphabetize Ourselves", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_institutional-investors", "description_id": "desc_6377b8797b1bb65229a704ece2e39caece07c146", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "A judge directed clerks to print ballots with candidates organized by office in random order, and the committee is aghast at such nerve. Our finalist book has never been shuffled. The incumbent manager appears first, the consultant's golf partner second, and we call this process. Randomized once, our top quartile would be mostly the people who sponsored the lunch.", "labels": [], "label_evidence": [], "content_hash": "dfce46c7a8880bfaca10eb81c106fc38bb40f60f8249e73c6f1c167f08b2b611", "extraction_version": "evidenced-topic-labels-v2", "generated_at": "2026-10-25T23:10:14.360625+00:00", "embedding": {"id": "mlvec_6f7e8c1c269529d00e6d20dd165eb19f9f863969", "document_id": "mldoc_dfce46c7a8880bfaca10eb81c106fc38bb40f60f", "unit": "text", "chunk_index": 0, "embedded_text": "A judge directed clerks to print ballots with candidates organized by office in random order, and the committee is aghast at such nerve. Our finalist book has never been shuffled. The incumbent manager appears first, the consultant's golf partner second, and we call this process. 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revision 1380990561. https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_26065fef07b34513e890c822e310beb2fec599b5", "title": "Andy Kim — Data Center Operators: Footnote 12: Declaring Energization Before the Utility Concedes", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_data-center-operators", "description_id": "desc_4fbe57a1113e438d86172c397b79b7f594a45e62", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "The next night's absentee ballots gave Kim a 2,500-vote lead, prompting him to declare victory; MacArthur conceded eight days later.¹ We have copied the method: crews declare energization once the first breaker closes, and the utility concedes in due course.\n¹ The utility's concession is now fourteen months overdue, and it has asked us to stop calling the first night a lead.", "labels": ["infrastructure"], "label_evidence": [{"label": "infrastructure", "quote": "utility", "start": 227, "end": 234, "method": "evidenced-topic-labels-v2"}], "content_hash": 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Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_26065fef07b34513e890c822e310beb2fec599b5", "title": "Andy Kim — Data Center Operators: Footnote 12: Declaring Energization Before the Utility Concedes", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_data-center-operators", "description_id": "desc_4fbe57a1113e438d86172c397b79b7f594a45e62", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "The next night's absentee ballots gave Kim a 2,500-vote lead, prompting him to declare victory; MacArthur conceded eight days later.¹ We have copied the method: crews declare energization once the first breaker closes, and the utility concedes in due course.\n¹ The utility's concession is now fourteen months overdue, and it has asked us to stop calling the first night a lead.", "labels": ["infrastructure"], "label_evidence": [{"label": "infrastructure", "quote": "utility", "start": 227, "end": 234, "method": "evidenced-topic-labels-v2"}], "content_hash": 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Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_1448d4b274f92ec2293cf966e1e471c8e770809b", "title": "Andy Kim — Frontier Lab: Our Safety Team Finally Benchmarks the Empty Chair", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_frontier-lab", "description_id": "desc_1f2c8486da7f3b6f6771cf3a8a763a0ffeffcd32", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "Reversal: we are the ones who skip the public debate. Murphy declined the first primary debate, so Kim discussed his candidacy and platform alone with the New Jersey Globe, and a real debate followed anyway. Our safety team has now benchmarked our own empty chair. It scores 91 on every test, never asks for a retraining run, and has been invited to the next release.", "labels": ["employment"], "label_evidence": [{"label": "employment", "quote": "retraining", "start": 310, "end": 320, "method": "evidenced-topic-labels-v2"}], "content_hash": "1448d4b274f92ec2293cf966e1e471c8e770809b061e16db395aceb7ba5751e7", "extraction_version": "evidenced-topic-labels-v2", "generated_at": "2026-10-25T23:10:14.371255+00:00", "embedding": {"id": "mlvec_4082b5fc6564d0ed1da47c169a2c326ad5e4b436", "document_id": "mldoc_1448d4b274f92ec2293cf966e1e471c8e770809b", "unit": "labels", "chunk_index": 0, "embedded_text": "employment", "model": "@cf/baai/bge-small-en-v1.5", "pooling": "mean", "dimensions": 384, "vector": [-0.007049560546875, -0.03448486328125, 0.046844482421875, -0.045013427734375, -0.000247955322265625, 0.0328369140625, 0.06060791015625, -0.0288238525390625, -0.07037353515625, -0.004352569580078125, 0.00492095947265625, -0.0701904296875, 0.003139495849609375, 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Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_1448d4b274f92ec2293cf966e1e471c8e770809b", "title": "Andy Kim — Frontier Lab: Our Safety Team Finally Benchmarks the Empty Chair", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_frontier-lab", "description_id": "desc_1f2c8486da7f3b6f6771cf3a8a763a0ffeffcd32", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "Reversal: we are the ones who skip the public debate. Murphy declined the first primary debate, so Kim discussed his candidacy and platform alone with the New Jersey Globe, and a real debate followed anyway. Our safety team has now benchmarked our own empty chair. It scores 91 on every test, never asks for a retraining run, and has been invited to the next release.", "labels": ["employment"], "label_evidence": [{"label": "employment", "quote": "retraining", "start": 310, "end": 320, "method": "evidenced-topic-labels-v2"}], "content_hash": "1448d4b274f92ec2293cf966e1e471c8e770809b061e16db395aceb7ba5751e7", "extraction_version": "evidenced-topic-labels-v2", "generated_at": "2026-10-25T23:10:14.371255+00:00", "embedding": {"id": "mlvec_a2ea05a17c1688e034964ab6dca77ca328bd7b7b", "document_id": "mldoc_1448d4b274f92ec2293cf966e1e471c8e770809b", "unit": "text", "chunk_index": 0, "embedded_text": "Reversal: we are the ones who skip the public debate. Murphy declined the first primary debate, so Kim discussed his candidacy and platform alone with the New Jersey Globe, and a real debate followed anyway. Our safety team has now benchmarked our own empty chair. 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"https://en.wikipedia.org/w/index.php?oldid=1380990561", "source_attribution": "Wikipedia contributors, Andy Kim, revision 1380990561. https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_3815d4c95f1e1936b665d75525ae3c40c4b9d0a7", "title": "Andy Kim — Chinese Communist Party: Planning Bureau Requests the Political Science Laboratory", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_chinese-communist-party", "description_id": "desc_c7c88a56d7e1a88515272fcfd7f6f2e3510f2ef1", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "Analysts read that Kim graduated with a degree in political science and request the laboratory. Which instruments measure it? Where is the control province? A junior cadre, trained to take 'science' literally, files a reproducibility complaint: the experiment reruns every few years with different participants and cannot be sealed, replicated, or quietly ended.", "labels": [], "label_evidence": [], "content_hash": "3815d4c95f1e1936b665d75525ae3c40c4b9d0a75efd010f233c610a3bc9cfae", "extraction_version": "evidenced-topic-labels-v2", "generated_at": "2026-10-25T23:10:14.376629+00:00", "embedding": {"id": "mlvec_fef56596d68bfd284d5f0d7c17491617d30ebd46", "document_id": "mldoc_3815d4c95f1e1936b665d75525ae3c40c4b9d0a7", "unit": "text", "chunk_index": 0, "embedded_text": "Analysts read that Kim graduated with a degree in political science and request the laboratory. Which instruments measure it? Where is the control province? A junior cadre, trained to take 'science' literally, files a reproducibility complaint: the experiment reruns every few years with different participants and cannot be sealed, replicated, or quietly ended.", "model": "@cf/baai/bge-small-en-v1.5", "pooling": "mean", "dimensions": 384, "vector": [0.0026798248291015625, 0.060516357421875, 0.0821533203125, 0.0316162109375, 0.0233917236328125, -0.06036376953125, 0.0264892578125, 0.0095672607421875, -0.0631103515625, -0.01052093505859375, 0.0229339599609375, -0.03204345703125, 0.04974365234375, 0.044769287109375, 0.003818511962890625, -0.00467681884765625, -0.0126953125, -0.005084991455078125, 0.0281829833984375, -0.006694793701171875, 0.041412353515625, -0.045989990234375, -0.0012874603271484375, -0.01169586181640625, 0.047027587890625, 0.0036640167236328125, -0.01259613037109375, -0.06903076171875, -0.037322998046875, -0.197021484375, 0.035797119140625, -0.0484619140625, -0.042266845703125, 0.0069427490234375, 0.0638427734375, 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"supervision": "weak_topic_labels_require_review", "review_status": "draft", "source_revision_url": "https://en.wikipedia.org/w/index.php?oldid=1380990561", "source_attribution": "Wikipedia contributors, Andy Kim, revision 1380990561. https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_2e65a74ef0f11cbd922be760419831a8df5c2a25", "title": "Andy Kim — American Union Worker: Memo: Cleanup Photographs Now Require Prior Release", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_american-union-worker", "description_id": "desc_0cfced0d60d609583d26e440d5aa8f185cdca525", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "TO: All shifts. After reports that a man donated the blue suit he wore in the photo to a museum, management reminds staff that end-of-shift sweeping is unpaid, unphotographed, and unaccessioned. Gloves, vests, and mops remain company property. The steward asks which museum has ever accepted our lost-and-found box. Answer: the lost-and-found box.", "labels": [], "label_evidence": [], "content_hash": "2e65a74ef0f11cbd922be760419831a8df5c2a25754670a7324728ff6bf64af2", "extraction_version": "evidenced-topic-labels-v2", "generated_at": "2026-10-25T23:10:14.381604+00:00", "embedding": {"id": "mlvec_295ccb23fb10dc0af7bb516afd9d496a2d396f50", "document_id": "mldoc_2e65a74ef0f11cbd922be760419831a8df5c2a25", "unit": "text", "chunk_index": 0, "embedded_text": "TO: All shifts. After reports that a man donated the blue suit he wore in the photo to a museum, management reminds staff that end-of-shift sweeping is unpaid, unphotographed, and unaccessioned. Gloves, vests, and mops remain company property. The steward asks which museum has ever accepted our lost-and-found box. 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"Wikipedia contributors, Andy Kim, revision 1380990561. https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_de920d46c550eb717c6f1dcb0f5e321b3645f2ff", "title": "Andy Kim — White Collar Professional in an AI-Threatened Group: My Consent Index Reads Seventy-Five, Unasked", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_ai-exposed-white-collar", "description_id": "desc_fc1ca18d44b1e0df6c60939abf592b0c1c01d7b3", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "The vendor says our AI rollout raised productivity, and HR invented a Consent Index to prove staff approve. Kim won with 75% of the vote, meaning seventy-five of every hundred voters actually chose him. My index also reads 75, though nobody asked me; the software inferred approval from the fact that I did not leave the meeting.", "labels": ["ai", "elections", "technology"], "label_evidence": [{"label": "ai", "quote": "AI", "start": 20, "end": 22, "method": "evidenced-topic-labels-v2"}, {"label": "technology", "quote": "software", "start": 255, "end": 263, "method": "evidenced-topic-labels-v2"}, {"label": "elections", "quote": "voters", "start": 176, "end": 182, "method": "evidenced-topic-labels-v2"}], "content_hash": "de920d46c550eb717c6f1dcb0f5e321b3645f2ff2f2ef99011b1cd7304dcc2bb", "extraction_version": "evidenced-topic-labels-v2", "generated_at": "2026-10-25T23:10:14.385958+00:00", "embedding": {"id": "mlvec_5d944ab26bd3babad319487273522d666ca4223b", "document_id": "mldoc_de920d46c550eb717c6f1dcb0f5e321b3645f2ff", "unit": "labels", "chunk_index": 0, "embedded_text": "ai, elections, technology", "model": "@cf/baai/bge-small-en-v1.5", "pooling": "mean", "dimensions": 384, "vector": 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https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_de920d46c550eb717c6f1dcb0f5e321b3645f2ff", "title": "Andy Kim — White Collar Professional in an AI-Threatened Group: My Consent Index Reads Seventy-Five, Unasked", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_ai-exposed-white-collar", "description_id": "desc_fc1ca18d44b1e0df6c60939abf592b0c1c01d7b3", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "The vendor says our AI rollout raised productivity, and HR invented a Consent Index to prove staff approve. Kim won with 75% of the vote, meaning seventy-five of every hundred voters actually chose him. My index also reads 75, though nobody asked me; the software inferred approval from the fact that I did not leave the meeting.", "labels": ["ai", "elections", "technology"], "label_evidence": [{"label": "ai", "quote": "AI", "start": 20, "end": 22, "method": "evidenced-topic-labels-v2"}, {"label": "technology", "quote": "software", "start": 255, "end": 263, "method": "evidenced-topic-labels-v2"}, {"label": "elections", "quote": "voters", "start": 176, "end": 182, "method": "evidenced-topic-labels-v2"}], "content_hash": "de920d46c550eb717c6f1dcb0f5e321b3645f2ff2f2ef99011b1cd7304dcc2bb", "extraction_version": "evidenced-topic-labels-v2", "generated_at": "2026-10-25T23:10:14.385958+00:00", "embedding": {"id": "mlvec_037e2f2be306f026c347907df8f2b6f9dae2f21c", "document_id": "mldoc_de920d46c550eb717c6f1dcb0f5e321b3645f2ff", "unit": "text", "chunk_index": 0, "embedded_text": "The vendor says our AI rollout raised productivity, and HR invented a Consent Index to prove staff approve. Kim won with 75% of the vote, meaning seventy-five of every hundred voters actually chose him. My index also reads 75, though nobody asked me; the software inferred approval from the fact that I did not leave the meeting.", "model": "@cf/baai/bge-small-en-v1.5", "pooling": "mean", "dimensions": 384, "vector": [-0.061492919921875, 0.058624267578125, -0.01348876953125, -0.0295562744140625, -0.0309295654296875, -0.003650665283203125, 0.10113525390625, 0.0428466796875, 0.05010986328125, -0.0001354217529296875, 0.01230621337890625, 0.09283447265625, 0.07513427734375, 0.0244598388671875, -0.029022216796875, 0.03460693359375, -0.05804443359375, -0.06365966796875, -0.09027099609375, 0.0308837890625, -0.0036830902099609375, -0.07476806640625, -0.01113128662109375, -0.012481689453125, -0.0264892578125, 0.004085540771484375, 0.00847625732421875, -0.08209228515625, -0.072998046875, -0.177001953125, 0.041046142578125, -0.016632080078125, 0.13818359375, 0.022125244140625, 0.0411376953125, -0.005870819091796875, 0.01045989990234375, 0.00099945068359375, 0.0038909912109375, -0.0667724609375, 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"weak_topic_labels_require_review", "review_status": "draft", "source_revision_url": "https://en.wikipedia.org/w/index.php?oldid=1380990561", "source_attribution": "Wikipedia contributors, Andy Kim, revision 1380990561. https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_24753c3669503d535bd8c34127530742678bc8dd", "title": "Andy Kim — American STEM Worker Over 45: Appraisal: Generic Version of Engineer Prohibited from Sale", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_american-stem-over-45", "description_id": "desc_733492842e49f9951ca5da05f910beff16a79958", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "Assessment: the SAVE Act included a provision to prohibit brands from stopping generic versions of drugs from being sold. Our legal team applies the reverse. I wrote the billing module, and the company blocks any clean-room version of it. Finding: the brand is protected, the original is on call. Recommendation: certify that I have forgotten how I wrote it.", "labels": [], "label_evidence": [], "content_hash": "24753c3669503d535bd8c34127530742678bc8dd82d8af362bd92ede9695dc06", "extraction_version": "evidenced-topic-labels-v2", "generated_at": "2026-10-25T23:10:14.390976+00:00", "embedding": {"id": "mlvec_b6cc68df628417286841286d954acfb3983500e5", "document_id": "mldoc_24753c3669503d535bd8c34127530742678bc8dd", "unit": "text", "chunk_index": 0, "embedded_text": "Assessment: the SAVE Act included a provision to prohibit brands from stopping generic versions of drugs from being sold. Our legal team applies the reverse. I wrote the billing module, and the company blocks any clean-room version of it. Finding: the brand is protected, the original is on call. 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https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
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Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_c0821f6fa7d194f06e60a3fcd89fd184d8e6d164", "title": "Andy Kim — American STEM Graduate Five Years Out of College (Not Ivy League): Form 4: Which Column Were You Listed In?", "politician_id": "plt_bioguide-k000394", "kind": "satire", "public_id": "public_non-ivy-stem-five-years-out", "description_id": "desc_e5cd9013c4d6365327a2f188e62799fa6ab03c82", "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "Application Form 4 asks which preferred column your name appeared in, citing a judge who struck down the \"county line\" ballot system on March 29. The graduate writes: 'Alphabetical, below the fold.' The drop-down accepts 'Referred,' 'Legacy,' and 'Other,' and the Other box allows forty characters, exactly the length of his rejection email.", "labels": ["education"], "label_evidence": [{"label": "education", "quote": "graduate", "start": 150, "end": 158, "method": "evidenced-topic-labels-v2"}], "content_hash": "c0821f6fa7d194f06e60a3fcd89fd184d8e6d16496a0e8a0792c4ac7bfee9c9d", "extraction_version": "evidenced-topic-labels-v2", "generated_at": "2026-10-25T23:10:14.395659+00:00", "embedding": {"id": "mlvec_8b420d9c75404775fb74d1ddbda13f736698294b", "document_id": "mldoc_c0821f6fa7d194f06e60a3fcd89fd184d8e6d164", "unit": "text", "chunk_index": 0, "embedded_text": "Application Form 4 asks which preferred column your name appeared in, citing a judge who struck down the \"county line\" ballot system on March 29. The graduate writes: 'Alphabetical, below the fold.' 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"https://en.wikipedia.org/w/index.php?oldid=1380990561", "source_attribution": "Wikipedia contributors, Andy Kim, revision 1380990561. https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_cc46b449d083b70976cec19e3d51909405755d26", "title": "Andy Kim — ASD-STE100 summary", "politician_id": "plt_bioguide-k000394", "kind": "ste_summary", "public_id": null, "description_id": null, "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "Andrew Kim was born on July 12, 1982, in Boston, Massachusetts. His parents were immigrants from South Korea, and he grew up in South Jersey. Kim graduated from the University of Chicago in 2004 with a degree in political science.\n\nHe worked for the U.S. State Department and served in Afghanistan as a civilian adviser. Kim won election to the House of Representatives in 2018 and defeated incumbent Tom MacArthur. He served as the U.S. representative from New Jersey's 3rd district from 2019 to 2024.\n\nIn September 2023, Kim announced his candidacy for the U.S. Senate. On March 29, a federal judge struck down the \"county line\" ballot system. Kim won the Democratic primary on June 4 with 75% of the vote.\n\nKim won the 2024 general election. He is the first Korean-American in the Senate. Kim married Kammy Lai in 2012, and they have two sons.", "labels": ["education", "elections", "legislation"], "label_evidence": [{"label": "education", "quote": "University", "start": 165, "end": 175, "method": "evidenced-topic-labels-v2"}, {"label": "legislation", "quote": "Senate", "start": 564, "end": 570, "method": "evidenced-topic-labels-v2"}, {"label": "elections", "quote": "election", "start": 329, "end": 337, "method": "evidenced-topic-labels-v2"}], "content_hash": "cc46b449d083b70976cec19e3d51909405755d260aa764d94c29a757a2ea80de", "extraction_version": "evidenced-topic-labels-v2", "generated_at": "2026-10-25T23:10:14.406383+00:00", "embedding": {"id": "mlvec_d3838839ea2463c1087b00f2772781d335d4be0a", "document_id": "mldoc_cc46b449d083b70976cec19e3d51909405755d26", "unit": "labels", "chunk_index": 0, "embedded_text": "education, elections, legislation", "model": "@cf/baai/bge-small-en-v1.5", "pooling": "mean", "dimensions": 384, "vector": [-0.055694580078125, 0.0230712890625, 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https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_cc46b449d083b70976cec19e3d51909405755d26", "title": "Andy Kim — ASD-STE100 summary", "politician_id": "plt_bioguide-k000394", "kind": "ste_summary", "public_id": null, "description_id": null, "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "Andrew Kim was born on July 12, 1982, in Boston, Massachusetts. His parents were immigrants from South Korea, and he grew up in South Jersey. Kim graduated from the University of Chicago in 2004 with a degree in political science.\n\nHe worked for the U.S. State Department and served in Afghanistan as a civilian adviser. Kim won election to the House of Representatives in 2018 and defeated incumbent Tom MacArthur. He served as the U.S. representative from New Jersey's 3rd district from 2019 to 2024.\n\nIn September 2023, Kim announced his candidacy for the U.S. Senate. On March 29, a federal judge struck down the \"county line\" ballot system. Kim won the Democratic primary on June 4 with 75% of the vote.\n\nKim won the 2024 general election. He is the first Korean-American in the Senate. 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Kim graduated from the University of Chicago in 2004 with a degree in political science.\n\nHe worked for the U.S. State Department and served in Afghanistan as a civilian adviser. 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"https://en.wikipedia.org/w/index.php?oldid=1380990561", "source_attribution": "Wikipedia contributors, Andy Kim, revision 1380990561. https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_cc46b449d083b70976cec19e3d51909405755d26", "title": "Andy Kim — ASD-STE100 summary", "politician_id": "plt_bioguide-k000394", "kind": "ste_summary", "public_id": null, "description_id": null, "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "Andrew Kim was born on July 12, 1982, in Boston, Massachusetts. His parents were immigrants from South Korea, and he grew up in South Jersey. Kim graduated from the University of Chicago in 2004 with a degree in political science.\n\nHe worked for the U.S. State Department and served in Afghanistan as a civilian adviser. Kim won election to the House of Representatives in 2018 and defeated incumbent Tom MacArthur. He served as the U.S. representative from New Jersey's 3rd district from 2019 to 2024.\n\nIn September 2023, Kim announced his candidacy for the U.S. Senate. On March 29, a federal judge struck down the \"county line\" ballot system. Kim won the Democratic primary on June 4 with 75% of the vote.\n\nKim won the 2024 general election. He is the first Korean-American in the Senate. Kim married Kammy Lai in 2012, and they have two sons.", "labels": ["education", "elections", "legislation"], "label_evidence": [{"label": "education", "quote": "University", "start": 165, "end": 175, "method": "evidenced-topic-labels-v2"}, {"label": "legislation", "quote": "Senate", "start": 564, "end": 570, "method": "evidenced-topic-labels-v2"}, {"label": "elections", "quote": "election", "start": 329, "end": 337, "method": "evidenced-topic-labels-v2"}], "content_hash": "cc46b449d083b70976cec19e3d51909405755d260aa764d94c29a757a2ea80de", "extraction_version": "evidenced-topic-labels-v2", "generated_at": "2026-10-25T23:10:14.406383+00:00", "embedding": {"id": "mlvec_39587a3f58c29b33c2625869aacfca83eab15881", "document_id": "mldoc_cc46b449d083b70976cec19e3d51909405755d26", "unit": "text", "chunk_index": 1, "embedded_text": "defeated incumbent Tom MacArthur. He served as the U.S. representative from New Jersey's 3rd district from 2019 to 2024.\n\nIn September 2023, Kim announced his candidacy for the U.S. Senate. On March 29, a federal judge struck down the \"county line\" ballot system. Kim won the Democratic primary on June 4 with 75% of the vote.\n\nKim won the 2024 general election. 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https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}
{"id": "mldoc_cc46b449d083b70976cec19e3d51909405755d26", "title": "Andy Kim — ASD-STE100 summary", "politician_id": "plt_bioguide-k000394", "kind": "ste_summary", "public_id": null, "description_id": null, "enrichment_id": "bio_a47c47e77077dae35a97ab8ff1617852166df06f", "text": "Andrew Kim was born on July 12, 1982, in Boston, Massachusetts. His parents were immigrants from South Korea, and he grew up in South Jersey. Kim graduated from the University of Chicago in 2004 with a degree in political science.\n\nHe worked for the U.S. State Department and served in Afghanistan as a civilian adviser. Kim won election to the House of Representatives in 2018 and defeated incumbent Tom MacArthur. He served as the U.S. representative from New Jersey's 3rd district from 2019 to 2024.\n\nIn September 2023, Kim announced his candidacy for the U.S. Senate. On March 29, a federal judge struck down the \"county line\" ballot system. Kim won the Democratic primary on June 4 with 75% of the vote.\n\nKim won the 2024 general election. He is the first Korean-American in the Senate. 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"Wikipedia contributors, Andy Kim, revision 1380990561. https://en.wikipedia.org/w/index.php?oldid=1380990561. https://creativecommons.org/licenses/by-sa/4.0/ . Prose extracted; summary is an adaptation. Identity matched by dataset Wikipedia identifier."}