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title: FrontierLab Research Intelligence
emoji: 🔬
colorFrom: gray
colorTo: blue
sdk: docker
app_port: 7860
pinned: false
models:
- meta-models/Muse-Spark-Open-816B-A42B
- meta-models/Muse-Glimmer-30B
---
# FrontierLab — Scientific Research Intelligence
Meta Global AI Developer Hackathon 2026 | Indie Developer · Push the Frontier
This Docker CPU Space runs the five-stage Streamlit research interface, synthetic audits, published-run records and Europe PMC retrieval. The interface shows the deployed source revision. Application files are uploaded as a fixed snapshot; container builds do not fetch a moving GitHub branch.
The two recorded core-extraction claims have explicit researcher SUPPORTED judgments. The separate 12-case literature pilot still awaits human annotation. Recording those judgments does not generate hypotheses, select a method or approve a plan.
Live Meta Muse mode: when the Space owner sets an `HF_TOKEN` secret, the app can call `meta-models/Muse-Spark-Open-816B-A42B` (primary) with `meta-models/Muse-Glimmer-30B` as automatic fallback through Hugging Face Inference Providers, billed to the owner. Each visitor must tick a consent box; calls are capped at 6 per session and by a per-process daily cap, and every output still passes the verbatim evidence gate and human review. The direct billed Meta Model API adapter remains off. An optional NVIDIA-hosted Meta Muse Glimmer backend requires the Space owner's server-side configuration and session consent. Deployment does not copy a NVIDIA credential or enable inference. The same-host local model is not provided by this CPU image.
Source: https://github.com/Jaycee871/FrontierLab-Meta-Hackathon-2026
License: original code and documentation are MIT (`LICENSE`); third-party material, including optional Llama 3.1, Liquid AI LFM and DetectorScope/Gemma terms, keeps its own licence (`NOTICE`). Both files ship with this Space.
Backend setup and verified scope: https://github.com/Jaycee871/FrontierLab-Meta-Hackathon-2026/blob/main/docs/NIM_RESEARCH_BACKEND.md
A running interface is not evidence of a completed live scientific workflow or formal competition submission.
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