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Show HN: Jan-nano, 4B agentic model that outperforms DeepSeek-v3-671B using MCP

https://twitter.com/menloresearch/status/1934809407604576559
3•emreckartal•3h ago
We’ve been experimenting with how far a tiny model can go when it’s good at calling external tools - and have just released Jan-nano, a 4 B model trained for MCP.

Jan-nano: - tops DeepSeek-V3-671B on MCP tool-use (SimpleQA 80.7%) - handles live web search and multi-step deep research - runs fully on-device (≈4GB VRAM)

Tech notes

- Base: Qwen3-4B - Fine-tuning: DAPO - We're going to release the full technical report soon

Links

- Demo tweet: https://x.com/menloresearch/status/1934809407604576559 - Model + GGUF: https://huggingface.co/collections/Menlo/jan-nano-684f6ebfe9... - Jan Beta desktop (viewer/runner): https://jan.ai/docs/desktop/beta

How to try it:

- Install Jan Beta (macOS/Win/Linux): https://jan.ai/docs/desktop/beta - Go Jan Hub and download Jan-nano (onboarding steps help you to download it) - Get your free Serper API key to test deep research & real-time web search: https://serper.dev/ - Settings -> MCP -> paste your SERPER_API_KEY (gives the model web search access).

We’re testing Jan-nano inside Jan's beta (an open-source ChatGPT alternative). Feedback on both the model and the app is very welcome.

If setup feels clunky, follow us on X for a short walkthrough video (coming soon) or join our community chat.

- X: https://x.com/menloresearch - Discord: https://discord.gg/Exe46xPMbK

Huge credit to the Qwen team for the base model.

The Dia browser is a big bet on the web – and an even bigger bet on AI

https://www.theverge.com/web/685232/dia-browser-ai-arc
1•doener•4m ago•0 comments

KiCad and Wayland Support

https://www.kicad.org/blog/2025/06/KiCad-and-Wayland-Support/
1•xvilka•6m ago•0 comments

Digital Umuganda Hackathon

https://digital-umuganda.github.io/kasr_hackathon/
1•EvgeniyZh•7m ago•0 comments

Show HN: Alquilame.io – Mobile-first rental management tool for small businesses

https://alquilame.io
1•oscarolbe•7m ago•0 comments

Brain Freeze

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1•arielzj•9m ago•1 comments

Why Claude Code feels like magic?

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USDC on Shopify

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1•illegalmemory•16m ago•0 comments

Thoughts on Conversational Interfaces

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MCP Server Bundle for Symfony

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1•edouardcourty•21m ago•1 comments

The bare minimum you need to use Cache-Control

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Scam or Safe? The MTP Kit Check You Must Do

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Best way to prompt AI coding tools is by using user stories

2•Charz1•31m ago•0 comments

Gonjeshke Darand claims cyberattack against Bank Sepah (Iran)

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1•dhx•33m ago•1 comments

Digger – We Raised Money

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1•jonatron•34m ago•0 comments

Microsoft brings 365 suite on-prem as part of sovereign cloud push

https://www.theregister.com/2025/06/17/microsoft_365_on_prem_azure_local/
1•Berazu•36m ago•0 comments

Claude.ai has it right: command line is a good way to go

https://multitasked.net/2025/06/17/claudeai-has-it-right-command.html
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Matrix Is Cooked

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3•LaSombra•44m ago•2 comments

Show HN: Can you spot the better chart?

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2•ChompChomp•48m ago•0 comments

Army Cyber Corps – A Prehistory

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1•campuscodi•50m ago•0 comments

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Show HN: Last Week on HN (Quiz)

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Cfd trading educational resources portal

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Google to scale up AI-powered fraud detection and security operations in India

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2•codexy•1h ago•0 comments

Taiwan bans exports to Huawei, who tricked TSMC into making 2M AI processors

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3•Bluestein•1h ago•0 comments

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19•ortegaygasset•1h ago•3 comments

What tools support AI context-based image editing and generation?

https://www.fluxx.ai/
2•fluxx-ai•1h ago•0 comments

Photo Albums for Proton Drive

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1•jibcage•1h ago•0 comments

Archaeologists Locate Deepest Shipwreck Recorded in French Waters

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1•Bluestein•1h ago•0 comments

Show HN: I wrapped Apple's new on-device models in an OpenAI-compatible API

https://github.com/gety-ai/apple-on-device-openai
1•channingdai•1h ago•0 comments