# Filament

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Shashwati Rao](https://cerebralvalley.ai/u/shash2106)
- **GitHub:** https://github.com/shash-2106/Filament
- **Demo video:** https://drive.google.com/file/d/1fYdxDwXiSsqo4sgKJpU8F6_qy7NWNr8-/view?usp=sharing
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4909

Filament: Evidence-Backed, Condition-Aware Memory for AI Agents AI agents can remember information, but they often lack a reliable way to determine whether that information is still applicable. Architectural decisions change, dependencies evolve, and environmental assumptions become outdated, yet agents may continue relying on stale context.  Filament is an AI memory governance platform that transforms persistent agent memory into verifiable, context-aware knowledge. Powered by Meta Muse Spark, Filament extracts structured memory candidates from conversations, preserving supporting evidence, source references, and provenance. A human-in-the-loop review process ensures that extracted information is validated before becoming governed memory.  What makes Filament different is its deterministic validity engine. Memories can be associated with explicit conditions, dependency relationships, and environment snapshots. When a relevant configuration or dependency changes, Filament identifies affected memories and flags them for re-verification without incorrectly assuming they are false. Unrelated changes leave applicable memories unaffected.  With a centralized workspace for memory management, evidence inspection, connected agents, relationship tracking, and audit history, Filament provides a foundation for more reliable long-term AI context.  Filament doesn't just help AI agents remember - it helps them recognize when a memory needs to be questioned.

## More from Meta Global AI Developer Hackathon

- [Foundry Six](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4906)
- [Nio Innovations LLC](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4907)
- [Aura Mirror](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4908)
- [Silent Evidence](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4910)
- [Suleyman TARSUSLU](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4911)
- [Paul Etienne](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4912)

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