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Show HN: A Deterministic-First Local Control Center Leveraging AI for Routing

https://github.com/JuanVeranoMesa/natta-toolkit
1•nattadev•46m ago

Comments

nattadev•40m ago
Hi all! I'm new to the community but wanted to show off a project I'm proud of. This is called Natta Toolkit, and it was meant to be a control center/routing method for tools I use at work and personally. I made it open source, because I really wanted anyone to be able to stress test it and give feedback.

The goal I was going for was to have a single route to local scripts that otherwise needed aliases, direct calls etc while I was working. Instead, I created a non-AI required way of calling them. I did want natural language to be usable as well, so that's where leveraging AI came from. I tried a local decision model called OpenJev first, and unfortunately it did not produce great results, so I decided to make use of ChatGPT CLI, specifically Luna as it was cheap and more than powerful enough when using the setup I created to route.

I only recently began to work with AI, so please give me any feedback. I am aware this is a very defensive implementation of it and that is by design, but I would still love feedback!

After the Bishyari

https://www.lrb.co.uk/blog/2026/september/after-the-bishyari
1•speckx•7s ago•0 comments

Hofstadter's butterfly turns 50: a fractal hiding in quantum matter

https://physicsworld.com/a/hofstadters-butterfly-turns-50-a-fractal-hiding-in-quantum-matter/
1•sohkamyung•1m ago•0 comments

Bridglet – a managed SFTP with a web UI for file sharing

https://bridglet.com
1•vectorfrog•1m ago•0 comments

Show HN: Data Observability for Supabase

https://sodabase.io/
1•santiviquez•2m ago•0 comments

Show HN: Paganel – Data migration with a receipt you can verify later

https://github.com/stanstork/paganel
1•stan_stork•2m ago•0 comments

What Would You Do If Your Employer Could Destroy the World?

https://nymag.com/intelligencer/article/ai-researchers-quit-openai-anthropic.html
1•grub5000•6m ago•0 comments

Yemeni government forces seize strategic strait from Houthis

https://www.reuters.com/world/yemeni-government-forces-seize-district-by-bab-el-mandeb-military-s...
1•alephnerd•7m ago•0 comments

Base Models Can Reason by Taking a Cue from Training Data

https://arxiv.org/abs/2610.06851
1•sbulaev•7m ago•0 comments

An Industrial-Strength Audio Search Algorithm [pdf]

https://www.ee.columbia.edu/~dpwe/papers/Wang03-shazam.pdf
1•ronfriedhaber•7m ago•0 comments

Problem Solving with Dimensional Analysis

https://gregorygundersen.com/blog/2023/02/11/dimensional-analysis/
1•signa11•8m ago•0 comments

Show HN: HivePaaS – Open-Source PaaS on Docker Swarm, from One VPS to a Cluster

https://github.com/hivepaas/hivepaas
2•tiendc•8m ago•1 comments

Monitoring an AI agent trains it to evade the monitor (100-day simulation)

https://aixiv.science/abs/aixiv.261005.000003
1•creator77•8m ago•0 comments

Nobel Prize in Physics Awarded to Francis Halzen for Astronomy Breakthroughs

https://www.wsj.com/science/nobel-prize-in-physics-awarded-to-francis-halzen-for-astronomy-breakt...
1•ronfriedhaber•9m ago•1 comments

ASCII Planet

https://franciscocarloserra.github.io/asciiplanet/
2•FranciscoCarlos•9m ago•0 comments

EPA Map of Radon Zones

https://www.epa.gov/radon/epa-map-radon-zones-0
1•bookofjoe•12m ago•0 comments

Siphonophore (2004)

https://en.wikipedia.org/wiki/Siphonophore
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Pure Math Research Ideas: AI X Physics

1•wapiou•14m ago•0 comments

Pure Math Research Ideas: Graph Theory X Physics

1•wapiou•15m ago•0 comments

Show HN: Docultra – Free PDF and document tools

https://docultra.org
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Pure Math Research Ideas: Topology X Physics

1•wapiou•15m ago•0 comments

Release of Polars 2.0

https://pola.rs/posts/release-polars-2/
1•simicd•15m ago•0 comments

Show HN: Data Color Tool – A palette builder for data visualization

https://imperavi.com/data/color-tool/
2•lessio•15m ago•0 comments

Who's Ahead in the Global AI Talent Race?

https://carnegieendowment.org/features/whos-ahead-in-the-global-ai-talent-race
1•ilreb•16m ago•0 comments

Resume Builder, ATS friendly, 100% free 4real, PWA, no account, it's yours:)

https://resumysh.web.app/
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Goatmire Elixir 2 – Odin's Folly

https://underjord.io/goatmire-2-odins-folly.html
1•lawik•18m ago•0 comments

Anthropic Interviewer

https://www.anthropic.com/about-anthropic-interviewer
1•pramodbiligiri•18m ago•1 comments

Christophe Pettus: Everyone into the Pool

https://thebuild.com/blog/everyone-into-the-pool/
1•hnp9j9qtda•18m ago•0 comments

Release of Polars 2.0

https://github.com/pola-rs/polars/releases/tag/py-2.0.0
2•simicd•19m ago•0 comments

Show HN: Golem – Zero-dependency, type-safe AI agent framework in pure Go

https://github.com/abubakarsiddik31/golem
2•abubakarsiddik7•19m ago•0 comments

My own personal whim, ditching all my devices for my phone

https://www.castignoli.it/tecnologia/my-own-personal-whim-ditching-all-my-devices-for-my-phone/
1•marcocastignoli•20m ago•0 comments