BoomJules/molly-os

Molly OS — start here

On-device-first inference router: one 8B base + fifteen LoRA specialists, routed across local / LAN / cloud per request. Paper, adapters, and a live demo.

Author: Daniele Trovato · Core Labs R&D

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What's here

	Link
📄 Whitepaper (CC-BY-4.0, EN/IT/ES, figures included)	molly-os-whitepaper
🎮 Live demo (chat · image gen · live-data docs)	molly-os-demo
🧩 Fifteen specialist LoRA adapters	see table below

Suggested path: read the whitepaper → try the demo → load any adapter locally → reach out for hosted orchestration.

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The fifteen specialists

PEFT LoRA adapters, rank 32, trained on a popular open 8B instruction base. Released CC-BY-NC-4.0.

Computer Science

• molly-cs-ai · molly-cs-algorithms · molly-cs-cv · molly-cs-nlp · molly-cs-systems

Engineering & Security

• molly-software-engineering · molly-cryptography · molly-security-audit

Finance & Business

• molly-defi-blockchain · molly-economics-finance · molly-business-entrepreneurship

Science & Medicine

• molly-mathematics · molly-physics · molly-bioinformatics · molly-medicine-biomed

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How it works

Molly OS is a model-agnostic inference orchestration layer. Each request is routed across on-device / LAN / cloud / external targets based on task profile and locality. A shared quantized 8B base hosts many domain LoRA adapters concurrently, so specialization costs little memory. Data stays on-device by default; cloud is opt-in per request. Specialists are kept current via continuous distillation.

The open artifacts here (paper, adapters, demo) document the approach. The hosted orchestration service is the commercial offering.

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Quickstart

Each adapter card includes a copy-paste PEFT + gated-base auth snippet — load the 8B base, attach the LoRA, generate. Start with any specialist repo above (e.g. molly-cs-nlp) and follow its Usage section.

For multi-adapter routing in production, use the hosted service (below) rather than rolling your own — the local snippet is single-adapter only.

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License

• Whitepaper: CC-BY-4.0
• Adapters (×15): CC-BY-NC-4.0 (non-commercial; contact us for commercial terms)
• Base model: governed by its own upstream license — review before redistribution

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Product & contact

• App (paid, hosted orchestration): https://iamolly.ai
• Company: https://corelabsgroup.com
• Email: info@corelabsgroup.com

For commercial licensing, evaluation access, or research collaboration, get in touch.