Innovations in Agrichemicals: AI’s Hidden Formula Driving Efficiency

Farm Economy and USDA OversightHouse Science, Space, and Technology Subcommittee on Environment · 2025-05-20 · 119th Congress
The House Science, Space, and Technology Subcommittee on Environment held this hearing to examine how artificial intelligence is transforming agrochemical discovery, development, manufacturing, and application, and to explore its implications for EPA and USDA regulatory review. Begins at 0:07:16
Transcript
Highlights

Title

AI's role in discovering and regulating new agrochemicals

Purpose

The House Science, Space, and Technology Subcommittee on Environment held this hearing to examine how artificial intelligence is transforming agrochemical discovery, development, manufacturing, and application, and to explore its implications for EPA and USDA regulatory review. Witnesses from industry and academia described AI's use in protein structure prediction, natural-product pesticide discovery, and precision disease detection, while members debated federal research funding cuts and data access. Begins at0:07:16

Who spoke

Chairman Franklin (R-FL)0:07:16: Opened the hearing on AI in agrochemicals, citing his district's 200+ specialty crops and citrus greening losses0:09:21; noted $4.5 million he secured for UF's Center for Applied AI0:08:53 and EPA's backlog of 504 new chemical and 12,000 pesticide reviews0:09:45; later questioned witnesses on discovery timelines and AI modeling speed0:36:24.

Ranking Member Amo (D-RI)0:10:36: Warned that NOAA data cuts and hollowed-out scientific workforce threaten the data foundation AI depends on0:12:02; cited a proposed 55% ($4.9 billion) cut to NSF's budget0:14:13; later asked all witnesses how reduced federal data access would affect agrochemical research0:41:43.

Ranking Member Lofgren (D-CA)0:15:42: Highlighted health risks of chronic pesticide exposure near farm communities0:16:32; criticized proposed elimination of EPA's Office of Research and Development and the IRIS toxicity database0:17:52; later questioned witnesses on AI hallucination risks and health-risk data availability0:52:29.

Dr. Brian Lutz, Corteva Agriscience0:20:57: Described AI's three roles in discovery, manufacturing, and application timing, noting Corteva invests nearly $4 million daily in R&D0:22:23; said AI modeled 10,000 molecules in weeks, identifying dozens of new candidates0:24:36; cited fungicide timing models boosting yields 4–10 bushels per acre0:25:30.

Dr. Daniel Swale, University of Florida0:26:50: Said the U.S. is no longer the global leader in agrochemical innovation, with Japan producing over twice as many first-in-class pesticides0:27:50; described the Florida citrus industry's near-collapse from Asian citrus psyllid despite having viable compounds due to a costly, decade-long regulatory pipeline0:28:200:36:53; touted partnership with Inveniai on natural-compound discovery0:29:45.

Dr. Boris Camiletti, University of Illinois0:32:02: Explained AI/satellite detection of red crown rot, a soybean disease causing up to 50% yield loss first found in Illinois in 20180:32:30; said prescription mapping could cut fungicide use up to 75% on partially infected fields0:33:56.

Rep. Nick Begich (R-AK)0:46:09: Asked about safeguards against unintended AI consequences in proteomic discovery0:46:31; prompted discussion of potential yield gains, noting U.S. corn could reach 600 bushels/acre versus a 180 national average0:48:21.

Rep. Zoe Lofgren, full committee ranking member — see above, distinct from Rep. Lofgren's subcommittee statement; questioned witnesses on cancer cluster concerns near pesticide use and AI's reliance on IRIS-type health data0:52:07.

Rep. Addison McDowell (R-NC), "Mr. Rouser"0:55:54: Noted NC agriculture is a $100+ billion industry facing land conversion pressure0:56:25; asked about AI's role in maximizing yield on shrinking farmland0:56:53 and pesticide safety concerns1:00:12.

Rep. Suzanne Bonamici (D-OR)1:01:10: Raised agrivoltaics research in Oregon reducing chemical inputs1:01:41, concerns about ARS staff cuts1:02:09, AI privacy/bias policy gaps1:02:26, and USDA workforce reductions' effect on crop research1:03:24.

Rep. Vince Fong (R-CA)1:06:32: Described 13-year EPA label approval delays harming cotton farmers battling lygus pests and citrus/grape pests1:07:02; pressed for streamlining registration without sacrificing certainty1:08:20; asked about AI/satellite precision application1:10:02.

Rep. Deborah Ross (D-NC)1:11:26: Highlighted NC State's AI-driven agrochemical research and its status as NSF's largest in-state grantee1:14:24; asked Dr. Swale to elaborate on factors behind declining U.S. agrochemical leadership1:14:52.

Chairman Brian Babin (R-TX), full committee chairman1:16:52: Asked how Congress can best support the private sector's AI-driven agrochemical work without excess bureaucracy1:17:21; asked Dr. Lutz to address public skepticism about AI's real-world impact1:19:31.

Key moments

Dr. Lutz said AI modeled 10,000 potential crop-protection molecules within weeks and identified dozens of new candidates chemists likely would not have found otherwise0:24:36.

Dr. Swale testified Japan produces more than twice as many first-in-class pesticides as the U.S., and China now nearly matches U.S. total insecticide output, calling the gap "expanding rapidly"0:27:50.

Dr. Swale said the Florida citrus industry, once valued at $9–10 billion, is "near collapse" from Asian citrus psyllid, and that commercially viable synthetic insecticides exist but face a regulatory pipeline so long he doesn't think a solution is "close at all"0:28:200:36:53.

Dr. Camiletti said AI-guided prescription maps could cut fungicide use by up to 75% when only 25% of a field is diseased, targeting red crown rot, which causes up to 50% soybean yield loss0:33:56.

Ranking Member Amo cited a Forbes estimate that proposed NSF/NIH cuts would cost, not save, taxpayers $10 billion annually, and that every dollar of basic research generates $1.40–$2.10 in economic output0:45:10.

Rep. Begich asked about yield potential; Dr. Lutz noted best U.S. corn acres already yield over 600 bushels/acre versus a national average of about 1800:48:21.

Exchange between Rep. Lofgren and Dr. Lutz over childhood cancer clusters she observed near pesticide-use areas in Watsonville, CA; Lutz said he would "respectfully disagree" absent supporting study data, citing Corteva's safety testing0:52:550:53:19.

Rep. Fong said EPA label certification can take upwards of 13 years, forcing California cotton farmers to use larger amounts of less-effective products against lygus pests, killing beneficial insects1:07:02.

Dr. Swale attributed declining U.S. agrochemical leadership largely to cost and 10–13 year development timelines pushing companies toward "me-too" chemistry rather than innovation, particularly harming niche crops like citrus1:14:52.

Dr. Lutz argued big tech AI models are built on decades of university research and public/private data, and that removing any one "leg of the stool" — talent, data, or industry — would cost America its competitive AI advantage1:18:16.

Metadata

CommitteeHouse Science, Space, and Technology Subcommittee on Environment
Chamber / CongressHouse · 119th Congress
Date2025-05-20
TypeHearing
Witnesses
Dr. Brian Lutz — Vice President of Agricultural Solutions, Corteva Agriscience LLC
Dr. Daniel Swale — Associate Professor, Emerging Pathogens Institute and Department of Entomology and Nematology, University of Florida
Dr. Boris Camiletti — Assistant Professor, Department of Crop Sciences, College of Agriculture, University of Illinois Urbana-Champaign
Videoyoutube
Transcript166 caption blocks · 12,416 words · 1:21:19 runtime
EventCongress.gov 118274