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Show HN: Structured Python control over AI computer use agents

https://github.com/aadya940/orbit
1•aadyachinubhai•1h ago
Most CUA frameworks are either a black box or raw tool calls with no structure. Orbit sits in between, natural language controls the screen, Orbit lets Python control the flow. Each step has its own model, budget, and typed output, but shares context across the session. Mix cheap and expensive models per step, extract structured data from any screen into Pydantic models, and steer the agent mid-task when it struggles. Built on the OS accessibility tree, not screenshots.

https://github.com/aadya940/orbit

Organizations Using AI Are Confusing Temporary Friction with Permanent Safety

https://www.sentinelone.com/blog/the-implementation-blind-spot-why-organizations-are-confusing-te...
1•walterbell•1m ago•0 comments

Claude Code No Flicker Mode

https://twitter.com/bcherny/status/2039421575422980329
1•tzury•2m ago•0 comments

From Viral Sensation to Feature Film: Kane Parsons' 'The Backrooms'

https://nofilmschool.com/backrooms-trailer
1•firasd•8m ago•0 comments

The Genuine Sieve of Eratosthenes (2009) [pdf]

https://www.cs.hmc.edu/~oneill/papers/Sieve-JFP.pdf
1•susam•8m ago•0 comments

M 7.4 – 126 km WNW of Ternate, Indonesia

https://earthquake.usgs.gov/earthquakes/eventpage/us6000slss/executive
1•gnabgib•8m ago•0 comments

Mercor AI Breached via LiteLLM

https://xcancel.com/AlvieriD/status/2038779690295378004#m
1•measurablefunc•11m ago•0 comments

Slack deleted a large amount of workspaces

https://old.reddit.com/r/Slack/comments/1s9we70/workspace_deleted/
3•tifan•11m ago•1 comments

This Month in Ladybird – March 2026

https://ladybird.org/newsletter/2026-03-31/
1•exploraz•11m ago•0 comments

We asked seven AI models to do a simple task. Instead, they defied instructions

https://twitter.com/dawnsongtweets/status/2039451083005977009
4•tristanj•19m ago•1 comments

Es-toolkit: A lodash replacement that's 97% smaller and 2x faster

https://toss.tech/article/es-toolkit
1•bboydart•21m ago•0 comments

The Grammar at the Threshold of Its Own Execution

https://jimiwen.substack.com/p/si-wu-zi-acb
2•jimiwen•22m ago•0 comments

Notably absent from X during Artemis launch: Elon

2•boringg•23m ago•0 comments

Node.js 25.9.0 (Current) is out

https://nodejs.org/en/blog/release/v25.9.0
1•maneprajakta•26m ago•0 comments

Paul McCartney to celebrate 50 years of Apple with concert for staff

https://nypost.com/2026/03/31/us-news/paul-mccartney-helps-apple-celebrate-50th-anniversary/
1•rmason•33m ago•1 comments

The Longest-Running Vaporware Project in the History of Computing

https://themagnet.substack.com/p/the-longest-running-vaporware-project
3•YounesDz•33m ago•0 comments

Web Bloat Tracker – How much data do popular websites load?

https://bloat-tracker-website.cebert.workers.dev/
1•rmason•36m ago•0 comments

Magnitude 7.4 earthquake strikes in Indonesia, sparking tsunami alert

https://www.theguardian.com/world/2026/apr/02/magnitude-78-earthquake-strikes-in-indonesia-sparki...
4•teleforce•41m ago•0 comments

All Travelers Will Need Clear Carry-On Bags Starting This Summer

https://upgradedpoints.com/news/tsa-announces-new-clear-bag-policy/
2•nothrowaways•42m ago•3 comments

MCP safety is a big concern, so we created BDSMCP, a proposal to make MCP safer

https://www.maxockner.com/bidirectional-secure-mcp
1•mercury24aug•43m ago•2 comments

With the Artemis II Mission, the Lunar Land Grab Begins

https://thewalrus.ca/with-the-artemis-missions-the-lunar-land-grab-begins/
1•ireflect•45m ago•0 comments

Claude Code Cache Bug Analysis

https://github.com/ArkNill/claude-code-cache-analysis
4•0x1997•49m ago•1 comments

Nteract: Native Interactive Notebooks

https://www.nteract.io/
2•ayhanfuat•50m ago•0 comments

Devil worshippers are using AI, exorcists are warned

https://www.thetimes.com/world/europe/article/ai-devil-worshipping-exorcists-9f7hqht36
2•noleary•51m ago•0 comments

Changing the Default Style in Slint – Deprecating Native-Looking Styles

https://slint.dev/blog/default-native-style-change
2•dabinat•52m ago•0 comments

Renoir, Cézanne and Matisse art among items stolen in Italian job

https://www.bbc.com/news/articles/cn4vw2xmpzzo
1•gmays•54m ago•0 comments

The future of work is world models

https://www.strangeloopcanon.com/p/the-future-of-work-is-world-models
1•walterbell•54m ago•0 comments

Show HN: Download Instagram Reels without login

1•ttdownsite•55m ago•0 comments

Why LLM-Generated Passwords Are Dangerously Insecure

https://www.irregular.com/publications/vibe-password-generation
2•zdw•1h ago•0 comments

The Beginning of Programming as We'll Know It

https://bitsplitting.org/2026/04/01/the-beginning-of-programming-as-well-know-it/
2•zdw•1h ago•1 comments

Garry's Mod successor s&box arrives on Steam on April 28 – PC Gamer

https://www.pcgamer.com/games/garrys-mod-successor-s-and-box-finally-arrives-on-steam-on-april-28/
1•evo_9•1h ago•0 comments