AgentBull

Most AI agents waste a full model turn on every check. Ankole lets the Agent write a deterministic script, bind it to Cron, Checkback, webhook endpoints, and stay silent until judgment is needed. Code watches. The model only wakes when it matters. Open-source. Self-hosted. Runs on your infra, inside Slack/Lark. GitHub → github.com/AgentBull/ankole

Ankole is the open source alternative to Claude Tag: agents that sit in your team’s channels, remember every decision in a Company Brain, and keep working through a server restart.

Meet Bongard, the first open intuition model built on an encoder–decoder. It reads the whole situation at once and returns a calibrated probability for every option, in 36 ms, for about $4.40 per million decisions. 78% on DecisionBench, ahead of Jev. huggingface.co/AgentBull/bon…