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Seedream 5.0 – ByteDance's AI image generator with web search and editing

https://seedance2.so/seedream-5-0
1•xbaicai•3m ago•1 comments

F-Jira: Export Jira and Confluence data

https://github.com/oozou/f-jira
1•con•6m ago•0 comments

Let's understand and implement consistent hashing

https://sushantdhiman.dev/lets-implement-consistent-hashing/
1•birdculture•8m ago•0 comments

Show HN: Beehive – Multi-Workspace Agent Orchestrator

https://storozhenko98.github.io/beehive/
1•mst98•8m ago•0 comments

What Ultimately Is There? Metaphysics and the Ruliad

https://writings.stephenwolfram.com/2026/02/what-ultimately-is-there-metaphysics-and-the-ruliad/
1•inshard•9m ago•0 comments

Show HN: Dypai – Build backends from your IDE using AI and MCP

https://www.dypai.ai/
2•lorengarcialv•9m ago•0 comments

3D-printing platform rapidly produces complex electric machines

https://news.mit.edu/2026/3d-printing-platform-rapidly-produces-complex-electric-machines-0218
1•JeanKage•12m ago•0 comments

Seedream 5.0: ByteDance's AI image generator with 4K output

https://loraai.io/seedream-50
1•xbaicai•14m ago•1 comments

Is Donald Trump Alive?

https://isdonaldtrumpalive.com/
2•only_in_america•15m ago•0 comments

Gig workers in Africa had no idea they were helping the U.S. military

https://restofworld.org/2026/gig-workers-us-military-appen/
2•JeanKage•16m ago•0 comments

Diesel Vortex: Inside the Russian cybercrime group targeting US and EU freight

https://haveibeensquatted.com/blog/diesel-vortex-inside-the-russian-cybercrime-group-targeting-us...
4•juxhindb•16m ago•1 comments

My lobster lost $450k this weekend

https://pashpashpash.substack.com/p/my-lobster-lost-450000-this-weekend
1•ssiddharth•16m ago•0 comments

Validation Testing for AI Consultancies

https://tryhala.xyz
1•belocci•17m ago•1 comments

Best Web Hosting Services in The USA

https://webseotrends.com/best-web-hosting/
1•manipathakblog•21m ago•1 comments

Show HN:Agentic Browser Automation – Lightweight Selenium and Claude Code Bridge

https://github.com/GregoryLi360/Agentic-Browser-Automation
1•gregoryli360•22m ago•1 comments

Appstore – Upcoming SDK minimum requirements

https://developer.apple.com/news/?id=ueeok6yw
1•notlikeus•22m ago•0 comments

Reproducible Builds in Language Package Managers

https://nesbitt.io/2026/02/24/reproducible-builds-in-language-package-managers.html
1•yla92•22m ago•0 comments

Cloud Hosting vs. Shared Hosting: Which Web Hosting Should You Choose

https://manipathaktech.substack.com/p/cloud-hosting-vs-shared-hosting
1•manipathakblog•23m ago•0 comments

Show HN: SsrJSON: faster than the fastest Python JSON library

https://github.com/Antares0982/ssrJSON
1•antares0982•24m ago•0 comments

Adversarial multi-agent planning and deterministic pipeline execution for agents

https://github.com/elitecoder/forge-ai
1•surferbayarea•25m ago•1 comments

Why There Are So Many Image Formats [video]

https://www.youtube.com/watch?v=W31xBdl5tNA
1•nomilk•25m ago•0 comments

IBM shares plummet 13% after Anthropic COBOL announcement

https://www.forbes.com.au/news/investing/ibm-shares-plummet-13-worst-day-since-2000-after-anthrop...
3•GaryBluto•29m ago•1 comments

The Sender Sub-Language (C++) [pdf]

https://www.open-std.org/jtc1/sc22/wg21/docs/papers/2026/p4014r0.pdf
1•gpderetta•29m ago•0 comments

Show HN: Use this to optimise your CV

https://www.cvcomp.com
1•prashasthajain1•30m ago•0 comments

Is it possible to manipulate your social-media algorithms?

3•JonnyDamnedFox•31m ago•0 comments

Copyright Can Survive in the Age of AI

https://www.ip.mpg.de/en/research/research-news/copyright-in-the-age-of-ai.html
1•JeanKage•33m ago•1 comments

Stick Hero controlled by trackpad pressure (Mac Force Touch, Safari playable)

https://stick-hero-pressure.vercel.app
1•booffa•34m ago•2 comments

SSH Virtual Hosting: No Host Header, but Public Key

https://blog.exe.dev/ssh-host-header
1•pvtmert•35m ago•1 comments

BrokenClaw – RCE in OpenClaw via Gmail Hook

https://veganmosfet.codeberg.page/posts/2026-02-02-openclaw_mail_rce/
2•veganmosfet•35m ago•1 comments

Ask HN: How do you implement production-grade draft isolation in Django?

1•pigon1002•35m ago•0 comments
Open in hackernews

Ask HN: How are you controlling AI agents that take real actions?

2•thesvp•2h ago
We're building AI agents that take real actions — refunds, database writes, API calls.

Prompt instructions like "never do X" don't hold up. LLMs ignore them when context is long or users push hard.

Curious how others are handling this: - Hard-coded checks before every action? - Some middleware layer? - Just hoping for the best?

We built a control layer for this — different methods for structured data, unstructured outputs, and guardrails (https://limits.dev). Genuinely want to learn how others approach it.

Comments

chrisjj•1h ago
> Prompt instructions like "never do X" don't hold up. LLMs ignore them when context is long or users push hard.

Serious question. Assuming you knew this, why did you choose to use LLMz for this job?

adamgold7•46m ago
Prompt guardrails are theater - they work until they don't. We ended up building sandboxed execution for each agent action. Agent proposes what it wants to do, but execution happens in an isolated microVM with explicit capability boundaries. Database writes require a separate approval step architecturally separate from the LLM context.

Worth looking at islo.dev if you want the sandboxing piece without building it yourself.