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Microbial Risk Prediction
Datasets and models that predict pathogen or fecal-indicator occurrence from farm, environmental, processing and weather data
Small Self-Hosted Specialty AI Models
OCR, extraction, speech, vision, embeddings, forecasting and more; small specialty models for home servers.
Qwen3-0.6B GRAFT with LLM-as-a-Judge and Probe Monitors
Single-seed pilot comparing frozen LLM-judge and probe monitors. Checkpoints and evidence; no established safety guarantee.
Microbial Risk Prediction
Datasets and models that predict pathogen or fecal-indicator occurrence from farm, environmental, processing and weather data
Qwen3-0.6B GRAFT with LLM-as-a-Judge and Probe Monitors
Single-seed pilot comparing frozen LLM-judge and probe monitors. Checkpoints and evidence; no established safety guarantee.
Small Self-Hosted Specialty AI Models
OCR, extraction, speech, vision, embeddings, forecasting and more; small specialty models for home servers.