# TraceForage

- **Event:** [Gemini Vibe Code Hackathon – SF](https://cerebralvalley.ai/e/vibe-code-gemini-sf)
- **When:** Sat, Nov 8 at 9:00 AM – 10:00 PM (PST)
- **Where:** 365 Toni Stone Xing, San Francisco, CA
- **Team:** [Natnael Kahssay](https://cerebralvalley.ai/u/natnaelkahssay)
- **GitHub:** https://github.com/natask/traceforge
- **Demo video:** https://youtu.be/wE86QSMF__0
- **Gallery:** https://cerebralvalley.ai/e/vibe-code-gemini-sf/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/vibe-code-gemini-sf/hackathon/gallery/45

TraceForge extracts insights from LLM traces to create fine-tuned models. It analyzes conversation patterns from Claude Code and Gemini CLI, generating custom models that incorporate your interaction data.

- Captures OpenTelemetry traces via OTLP/HTTP and integrates with gemini cli and claude code
- introspect and evaluate model interactions 
- Crafts system prompts incorporating conversation nuances, guiding models around core failure points identified in your traces
-  OpenAI-compatible endpoint for custom models on the spectrum of prompt to lora to full fine-tuning of models based on llm interaction metadata (traces, hard rules)
- Browse and share quality traces, evaluating the quality of traces by utilizing llm-as-a-judge

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Markdown version of https://cerebralvalley.ai/e/vibe-code-gemini-sf/hackathon/gallery/45. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt