Foreman is an agentic coding system that runs as Kubernetes resources, treating model claims of success as untrusted requests rather than results. The system uses Workloads, agents, and verifiers to e…
OpenAI found roughly 30% of SWE-Bench Pro tasks broken, while Cognition announced SWE-1.7 rivaling GPT-5.5, shifting competition from model performance to benchmark control. A new runtime security lay…
Foreman, a self-hosted LLM gateway, routes requests to the cheapest model allowed by user-defined policies while maintaining deterministic behavior and prompt cache efficiency. The open-source tool su…
A 27B-parameter Qwen3.6-Coder model running on a consumer AMD Strix Halo mini-PC successfully fixed a bug in the LLMKube Kubernetes operator by correcting a hardcoded timeout that caused request failu…