Tag
LoopTroop is a local, open-source GUI app that prevents context rot in long coding tickets by using an LLM council for planning, task decomposition into independent beads, and controlled execution with failure notes, keeping the developer in the loop.
This article explores the risk of AI personalization leading to catering to user preferences, citing multiple studies showing that long-term memory may increase the tendency of models to agree. The author proposes methods to combat confirmation bias, including using independent sessions and Andrej Karpathy's LLM Council multi-model jury, and provides steps to manually set up the jury.
DAIR Academy Plugins is an open-source marketplace of plugins for Claude Code, including an llm-council skill that orchestrates multiple open-weight LLMs via Fireworks AI.
A new open-source AI tool implements Andrej Karpathy's LLM Council concept with Docker, MCP support, local/cloud models, and search integration for better multi-model deliberation.