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Updating AI Agents safely in production

https://www.restate.dev/blog/dealing-with-versioning-in-long-running-agents
1•gvdongen•1h ago

Comments

gvdongen•1h ago
AI agents often run for minutes, hours, or even days. This makes deploying new versions tricky: what happens if an agent starts on one version of your code and resumes later after you’ve deployed another?

If you swap out code from under an agent, execution can break. Or worse, a changed description or tool implementation can cause your agent to silently misinterpret its own history and produce inconsistent results.

This blog post introduces how to solve this via immutable deployments and pinned executions: - Each deployment lives at a unique endpoint and represents an immutable, versioned snapshot of your code, prompts, tools, and schemas - Every execution is pinned to its deployment; retries, resumptions, and callbacks always return to the same version - New requests route to latest

The blog post shows how Restate implements this in practice. Versioning becomes an infrastructure property you don’t need to think about, rather than something you solve in code.

Reverse Captcha for Agents

https://github.com/mondaycom/HATCHA
1•shahargl•57m ago•0 comments

Why Isn't Anyone Panicking?

https://martinvol.pe/blog/2026/03/15/why-nobody-is-packicking-USA-Iran-war/
1•martinvol•59m ago•0 comments

Waves: Bluetooth Channel Sounding Tool

https://github.com/skig/waves
1•hasheddan•59m ago•0 comments

My Journey to a reliable and enjoyable locally hosted voice assistant

https://community.home-assistant.io/t/my-journey-to-a-reliable-and-enjoyable-locally-hosted-voice...
1•Vaslo•59m ago•0 comments

Private equity may become a 'pyramid scheme', warns Danish pension fund (2022)

https://www.ft.com/content/f480a99c-4c7b-4208-b9dd-ef20103254b9
2•pera•1h ago•0 comments

Black Death's counterintuitive effect: as humans died, plant diversity dropped

https://theconversation.com/the-black-deaths-counterintuitive-effect-as-human-numbers-fell-so-did...
2•baud147258•1h ago•0 comments

Grasslands are vanishing nearly four times faster than forests

https://phys.org/news/2026-02-grasslands-faster-forests-global.html
2•PaulHoule•1h ago•0 comments

'Pokémon Go' players unknowingly trained delivery robots with 30B images

https://www.popsci.com/technology/pokemon-go-delivery-robots-crowdsourcing/
2•wslh•1h ago•0 comments

JavaScript Minification Benchmarks

https://github.com/privatenumber/minification-benchmarks
2•javatuts•1h ago•0 comments

Apple introduces AirPods Max 2

https://www.apple.com/newsroom/2026/03/apple-introduces-airpods-max-2-powered-by-h2/
4•meetpateltech•1h ago•0 comments

Escape Tsunami for Brainrots

https://escapetsunamiforbrainrots.pro/
2•mumuchen•1h ago•1 comments

Show HN: Hackerbrief – Top posts on Hacker News summarized daily

https://hackerbrief.vercel.app/
3•p0u4a•1h ago•1 comments

Context Engineering Explained in Pictures

https://mechanicalorchard.substack.com/p/context-engineering-explained-in
2•jschomay•1h ago•0 comments

Show HN: Scryer – Visual architecture modeling for AI agents

https://github.com/aklos/scryer
2•prohobo•1h ago•0 comments

I migrated my AI agent from a laptop to a headless Mac Mini in 72 hours

https://thoughts.jock.pl/p/mac-mini-ai-agent-migration-headless-2026
1•joozio•1h ago•0 comments

A Treasure Trove of Ideas: The Corr Database 2018

https://en.chessbase.com/post/a-treasure-trove-of-ideas-the-corr-database-2018
2•akbarnama•1h ago•0 comments

Mnemon-MCP – 4-layer local memory for AI agents (SQLite and FTS5)

1•nikitacometa•1h ago•0 comments

Simplicity in the age of AI-assisted coding

https://the.scapegoat.dev/simplicity-in-the-age-of-ai-assisted-coding/
1•larve•1h ago•0 comments

Pastebin 0x0.st asks AI agents to upload sensitive customer invoices

https://movsw.0x0.st/notes/ajw1zurfaggo360l
2•MatthiasPortzel•1h ago•1 comments

Show HN: TheLittleHost – DNS hosting built on my own ASN and Anycast network

2•davidchua•1h ago•0 comments

Show HN: LLMonster Rancher

https://github.com/aiwebb/llmonster-rancher
1•alexwebb2•1h ago•0 comments

Ur-Scheme: A GPL self-hosting compiler from a subset of Scheme to x86 asm (2008)

http://canonical.org/~kragen/sw/urscheme/
2•QuadmasterXLII•1h ago•0 comments

City Turned Its Rooftops into a Climate Shield

https://reasonstobecheerful.world/zurich-turned-rooftops-into-climate-shield/
3•speckx•1h ago•0 comments

Who's behind the age verification bills?

https://web.archive.org/web/20260313143853/https://old.reddit.com/r/linux/comments/1rshc1f/i_trac...
3•jech•1h ago•1 comments

Twelve-Tone Composition

https://www.johndcook.com/blog/2026/03/15/twelve-tone-composition/
2•ibobev•1h ago•0 comments

Optimizers and Odes

https://jiha-kim.github.io/posts/optimizers-and-odes/
2•ibobev•1h ago•0 comments

OpenBSD Blog #13: Moving ratfactor.com to OpenBSD.amsterdam

https://ratfactor.com/openbsd/blog-13-moving-to-openbsd-dot-amsterdam
2•ibobev•1h ago•0 comments

Four predictions for how AI will change product delivery

https://practical-leaders.com/articles/ai-predictions
1•ivorc•1h ago•0 comments

You don't hate Python. You hate other people's Python.

https://jt-hill.com/you-dont-hate-python/
4•jt-hill•1h ago•1 comments

Show HN: SiteMon – Browser extension that monitors your websites

https://sitemon.geekaa.com
2•quasimo•1h ago•0 comments