Senior AI development talent and rates in Agriculture & AgTech
Senior AI development engineers serving agriculture & AgTech run roughly $140–$195/hr. Stack realities for this combination: John Deere Ops Center + Climate FieldView + offline-first React Native — common integrations: John Deere Operations Center, Climate FieldView + Granular, Trimble Ag + AgLeader. Yield-prediction models; pest/disease detection from imagery
What AI development actually requires in 2026
2026 AI stacks: OpenAI + Anthropic + Google for LLM, Vercel AI SDK or LangChain for orchestration, pgvector + Pinecone + Weaviate for retrieval, Hugging Face for fine-tuning, vLLM or SGLang for self-hosted inference, and Langfuse/Helicone/Arize for observability. A real AI engineer reads papers, evaluates models with real benchmarks (not vibes), and reasons about cost-per-request vs accuracy. The 2026 hiring market is full of "prompt engineers" who can't debug a vector-DB miss; the senior tier (~$180K–$320K total comp) gets the actual production work done.