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Bio, Work & Ideas

Cody Menefee

Conference affiliation: Success Engineer · Firecrawl · 2026

Cody Menefee is the creator of OpenPasture, an open-source project applying AI to pasture-based agriculture to help farmers raise more animals on grass. His biography for AI Engineer World’s Fair 2026 identified him as a Success Engineer at Firecrawl, focused on making Firecrawl the default web access layer for agents. His mission connects better tools for farmers with better lives for animals and better food for people.

In his conference presentation, Menefee outlined AI-assisted rotational grazing to reduce the labor and daily decision-making involved in moving livestock between paddocks while allowing pasture to recover. His proposed system would use a language model to reason over animal locations and movement history, drought conditions, and grass height, suggesting grazing locations that a farmer could confirm or reject. He described collecting farmer videos and research papers into an OpenPasture knowledge base, considered drone imagery, satellite imagery, and trail cameras for remote pasture observation, and identified biomass and biodiversity measurements and collars with open APIs as remaining requirements. He advocates applying AI to physical problems that require reasoning across multiple sources of data.

1 conference talk

Key ideas

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Cody Menefee’s proposal for AI-assisted pasture rotation connects grazing knowledge, remote observations and GPS collars. The hard part is choosing where animals should go as the land changes—and giving farmers a useful suggestion they can accept or reject.

  • Rotational grazing controls where animals eat and when pasture rests, but daily moves require labor for animals, fences, water and recordkeeping.
    5:57 ↗
  • GPS collars enable remote boundaries. Choosing those boundaries still requires current observations of grass, weather and previous grazing impact.
    6:44 ↗
  • The proposed LLM system needs grazing knowledge, useful pasture measurements and open collar APIs; its practical endpoint is a suggestion the farmer can accept or reject.
    11:21 ↗
  • Species can play different roles in one rotation: ruminants graze first, while following chickens fertilize the pasture and may reduce parasite loads.
    15:21 ↗

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