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A Night Without the Nerds – Claude Opus 4.6, Field-Tested

https://konfuzio.com/en/a-night-without-the-nerds-claude-opus-4-6-in-the-field-test/
1•konfuzio•27s ago•0 comments

Could ionospheric disturbances influence earthquakes?

https://www.kyoto-u.ac.jp/en/research-news/2026-02-06-0
1•geox•2m ago•0 comments

SpaceX's next astronaut launch for NASA is officially on for Feb. 11 as FAA clea

https://www.space.com/space-exploration/launches-spacecraft/spacexs-next-astronaut-launch-for-nas...
1•bookmtn•3m ago•0 comments

Show HN: One-click AI employee with its own cloud desktop

https://cloudbot-ai.com
1•fainir•5m ago•0 comments

Show HN: Poddley – Search podcasts by who's speaking

https://poddley.com
1•onesandofgrain•6m ago•0 comments

Same Surface, Different Weight

https://www.robpanico.com/articles/display/?entry_short=same-surface-different-weight
1•retrocog•8m ago•0 comments

The Rise of Spec Driven Development

https://www.dbreunig.com/2026/02/06/the-rise-of-spec-driven-development.html
2•Brajeshwar•12m ago•0 comments

The first good Raspberry Pi Laptop

https://www.jeffgeerling.com/blog/2026/the-first-good-raspberry-pi-laptop/
3•Brajeshwar•13m ago•0 comments

Seas to Rise Around the World – But Not in Greenland

https://e360.yale.edu/digest/greenland-sea-levels-fall
2•Brajeshwar•13m ago•0 comments

Will Future Generations Think We're Gross?

https://chillphysicsenjoyer.substack.com/p/will-future-generations-think-were
1•crescit_eundo•16m ago•0 comments

State Department will delete Xitter posts from before Trump returned to office

https://www.npr.org/2026/02/07/nx-s1-5704785/state-department-trump-posts-x
2•righthand•19m ago•1 comments

Show HN: Verifiable server roundtrip demo for a decision interruption system

https://github.com/veeduzyl-hue/decision-assistant-roundtrip-demo
1•veeduzyl•20m ago•0 comments

Impl Rust – Avro IDL Tool in Rust via Antlr

https://www.youtube.com/watch?v=vmKvw73V394
1•todsacerdoti•20m ago•0 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
2•vinhnx•21m ago•0 comments

minikeyvalue

https://github.com/commaai/minikeyvalue/tree/prod
3•tosh•26m ago•0 comments

Neomacs: GPU-accelerated Emacs with inline video, WebKit, and terminal via wgpu

https://github.com/eval-exec/neomacs
1•evalexec•30m ago•0 comments

Show HN: Moli P2P – An ephemeral, serverless image gallery (Rust and WebRTC)

https://moli-green.is/
2•ShinyaKoyano•34m ago•1 comments

How I grow my X presence?

https://www.reddit.com/r/GrowthHacking/s/UEc8pAl61b
2•m00dy•36m ago•0 comments

What's the cost of the most expensive Super Bowl ad slot?

https://ballparkguess.com/?id=5b98b1d3-5887-47b9-8a92-43be2ced674b
1•bkls•37m ago•0 comments

What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
5•okaywriting•43m ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
2•todsacerdoti•46m ago•0 comments

Show HN: Gorse 0.5 – Open-source recommender system with visual workflow editor

https://github.com/gorse-io/gorse
1•zhenghaoz•47m ago•0 comments

GLM-OCR: Accurate × Fast × Comprehensive

https://github.com/zai-org/GLM-OCR
1•ms7892•48m ago•0 comments

Local Agent Bench: Test 11 small LLMs on tool-calling judgment, on CPU, no GPU

https://github.com/MikeVeerman/tool-calling-benchmark
1•MikeVeerman•49m ago•0 comments

Show HN: AboutMyProject – A public log for developer proof-of-work

https://aboutmyproject.com/
1•Raiplus•49m ago•0 comments

Expertise, AI and Work of Future [video]

https://www.youtube.com/watch?v=wsxWl9iT1XU
1•indiantinker•49m ago•0 comments

So Long to Cheap Books You Could Fit in Your Pocket

https://www.nytimes.com/2026/02/06/books/mass-market-paperback-books.html
4•pseudolus•50m ago•2 comments

PID Controller

https://en.wikipedia.org/wiki/Proportional%E2%80%93integral%E2%80%93derivative_controller
1•tosh•54m ago•0 comments

SpaceX Rocket Generates 100GW of Power, or 20% of US Electricity

https://twitter.com/AlecStapp/status/2019932764515234159
2•bkls•54m ago•1 comments

Kubernetes MCP Server

https://github.com/yindia/rootcause
1•yindia•55m ago•0 comments
Open in hackernews

Show HN: Web Apps for Python Devs with Auto-Generated UI

https://davia.ai/
36•ruben-davia•8mo ago
Hi HN,

We’re Afnan, Theo and Ruben. We’re all ML engineers or data scientists, and we kept running into the same thing: we’d write useful Python functions, either for ourselves or internal tools, and then hit a wall when we wanted to share them as actual apps.

We tried Streamlit and Gradio. They’re great to get something up quickly. But as soon as we needed more flexibility or something more polished, there wasn’t really a path forward. Rebuilding the frontend properly in React isn’t where we bring the most value.

So we started building Davia. You keep your code in Python, decorate the functions you want to expose, and Davia starts a FastAPI server on your localhost. It opens a window connected to your localhost where you describe the interface with a prompt. It then builds the interface, and you can deploy everything in one step. Think of it as Lovable, but for Python developers.

It works especially well for building AI tools. We built it to integrate tightly with LangGraph, so if you’re writing agents or workflows, you can turn them into real apps without leaving Python.

Docs and examples here: https://docs.davia.ai GitHub: https://github.com/davia-ai/davia

We’re still in early stages and would love feedback from others building internal tools or AI apps in Python.

Comments

ashishb•8mo ago
I would have loved more details on what you can accomplish with Devia that you can't do with Gradio or streamlit.
ruben-davia•8mo ago
With Davia, you build on FastAPI and React best practices. Streamlit and Gradio rely on fixed components, which makes it hard to adapt the UI to your specific use case. Davia lets you define any interface you need. Streamlit also has production limitations like authentication, layout control, and API integration. And for AI use cases, it reruns the whole script on every input, making state management difficult. Davia supports real-time streaming and proper stateful interactions.
djaychela•8mo ago
Website bugbear - the video auto played for me on mobile, and I hate that. Just let me read the site and play the video as and when I want. Thanks.
afnan_davia•8mo ago
Hey, thanks for the heads-up! Following @Rohitcss's suggestion, we’ve replaced the autoplay video with a GIF.
vladdoster•8mo ago
The application in the demo video left me with a few questions

1. Why does it use two requests with OPTIONS and POST methods instead of a single GET? Is this to reduce the amount/complexity of error handling logic in the generated application?

2. Why use a POST http request to get the sales data. I would have expected the route to use GET in this situation?

ruben-davia•8mo ago
The use of a single POST request (the underlying logic behind the @app.task decorator) is meant to simplify things, especially for users who aren’t familiar with FastAPI. It abstracts away routing and request handling so you can focus on writing business logic without worrying about HTTP methods, URL paths, or response formatting. That said, since Davia is built on top of FastAPI, you can absolutely define and use your own endpoints if you prefer.
Rohitcss•8mo ago
Please don't auto-start videos. Instead, use a GIF.
iamsaitam•8mo ago
Because of bandwidth consumption?
afnan_davia•8mo ago
Thanks so much for the feedback! We’ve updated the site with your suggestion.
franga2000•8mo ago
Please no?!? Gifs are super inefficient and they look exceptionally bad at any usable compression level. Just use a muted video!
qwertox•8mo ago
Just looking at the "Use Case Examples" requires signup?
ruben-davia•8mo ago
Yes, for now signup is required to see the examples. But we’re working on displaying the use cases directly on the site soon.
jerpint•8mo ago
> You keep your code in Python, decorate the functions you want to expose, and Davia starts a FastAPI server on your localhost

Honestly it would be super useful to have this as a standalone feature , that can run native in cloud, kind of like an edge function service

ruben-davia•8mo ago
Thanks for the suggestion. We’ve noted it and will explore this idea!