llm-council
LLM Council (Fireworks AI)
This skill implements Karpathy's LLM Council concept where multiple open-weight LLMs deliberate on a query, powered entirely by Fireworks AI:
- Phase 1: All models respond to the query independently (parallel)
- Phase 2: Models rank each other's anonymized responses
- Phase 3: A Chairman LLM synthesizes the final answer
All inference runs through Fireworks AI using open-weight models. The speed and pricing of Fireworks makes it practical to run multi-model deliberation that would be slow or expensive on other providers.
CRITICAL RULES
- ALWAYS use AskUserQuestion to let the user select council models (multiselect) and the Chairman model
- ALWAYS save raw responses to files - never summarize or truncate API outputs
- ALWAYS show full transparency - display all individual responses, all rankings, AND the final synthesis
- NEVER skip the ranking phase - it is essential to the council deliberation process
- Read from files for display - ensures content is shown unmodified
- ALWAYS display the final output to the user after Phase 3 completes
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