frontpage.
newsnewestaskshowjobs

Open Source @Github

fp.

Open in hackernews

Show HN: Spens sandboxed, observable coding agents

https://spens.refwd.ai/
1•floydhead01•1h ago
Spens is a tool created to standardized sandboxing (good enough) and observability around coding agents. It leverages docker, nono and mitmproxy to create a reproducible sandbox environment for agents, that captures all traffic and helps you understand what your coding agent is doing and when. Right now pi, opencode, claude and codex are supported out of the box, with node and python - but you can configure any agent or environment.

It was created under the realization while working under different repos and agents, that

1. agents do weird stuff sometimes (like try and nuke a folder or poke around your HD) 2. statistics and usage collection is not really consistent (and some like Claude and Codex try and hide info) 3. reproducibility of agents across devices was challenging.

Instead of setting up bespoke environments each time , we needed a way to automate it. And thus Spens was born.

One note on the security aspect - I write good enough cause it is docker so unless your running something like gVisor it is possible for the agent to escape the sandbox (esp with a loose nono config) - all though in practice I've not seen this behavior.

Second note - if your on a mac you need orb stack, as the run times take advantage of specific Linux security features that are not available via docker on mac (windows is fine since under the hood, docker leverages wsl)

Fixing GRPO's credit assignment problem without evaluating every step

https://arxiv.org/abs/2609.36178
1•mrkn1•1m ago•0 comments

Wizard Chess, 3D browser chess where captured pieces shatter

https://playwizardchess.com
1•elman_huseynov•3m ago•1 comments

Decoding Looped Transformers Better for Almost Free

https://arxiv.org/abs/2610.02185
1•mrkn1•4m ago•0 comments

Amazon seeks to offload $8B of Nvidia chips to investors

https://www.reuters.com/business/retail-consumer/amazon-seeks-offload-8-billion-nvidia-chips-inve...
1•wslh•6m ago•0 comments

Skyastrox

https://skyastrox.web.app
1•eydenvidalandia•8m ago•0 comments

If a data center is camouflaged in the woods, will anyone hate it?

https://www.theverge.com/tech/1003681/microsoft-data-centers-ai-environment-biomimicry
1•rarisma•11m ago•0 comments

The Forgetful CPU (Linux on M4)

https://yuka.dev/blog-2026-10-02-linux-m4.html
2•signa11•15m ago•0 comments

AI Performance Engineering

https://github.com/wafer-ai/gpu-perf-engineering-resources
3•bogdiyan•15m ago•0 comments

An operating system that belongs to Europe

https://euro-os.eu/en/
2•NexRebular•17m ago•1 comments

'Explosion of melt rates': 20% of Swiss glaciers lost in five years

https://www.theguardian.com/environment/2026/oct/01/switzerland-glacier-loss-fossil-fuel-pollutio...
3•bookofjoe•18m ago•0 comments

Show HN: Fougere – Typescript backend framework, inside your app or on its own

https://github.com/chok/fougere
1•harchibald•18m ago•0 comments

We're Missing a Key Reason Why Americans Hate AI

https://www.derekthompson.org/p/were-missing-a-key-reason-why-americans
3•abe94•18m ago•0 comments

Feature flags with one Postgres table

https://mazeez.dev/posts/feature-flags/
3•mazeez•19m ago•0 comments

Show HN: Bise – a multi-agent harness, made for humans

https://bise.dev/
3•gvergnaud•19m ago•0 comments

EL Negocio DE Las IA

1•donsolo•19m ago•0 comments

Venus' mysterious haze is cosmic dust

https://arstechnica.com/science/2026/10/venus-mysterious-haze-is-actually-cosmic-dust/
1•Brajeshwar•20m ago•0 comments

Latest Safari Blocks ID Resolution Services

https://www.adexchanger.com/platforms/apples-latest-operating-system-blocks-the-trade-desk-from-s...
1•robflaherty•20m ago•1 comments

Show HN: Arrowproof – check an LLM-drawn architecture diagram against your code

https://github.com/ahmtsahin/arrowproof
1•impala64•21m ago•0 comments

Do not build the LLM torture factory

https://www.seangoedecke.com/do-not-build-the-llm-torture-factory/
2•Brajeshwar•21m ago•1 comments

Show HN: dishlist – an iPhone app for foodie founders near Dogpatch

https://apps.apple.com/us/app/dishlist-restaurant-dishes/id6790264813
1•coopers•21m ago•0 comments

Jev Decision Layer: Save Frontier Tokens on Closed Decisions

https://github.com/qualixar/jev-decision-layer
2•vpbhardwaj•23m ago•0 comments

The Dot and the Swarm

https://www.oneusefulthing.org/p/the-dot-and-the-swarm
1•bluepeter•24m ago•0 comments

Ask HN: I think the AI terminology needs a reset

2•ddaniel10•24m ago•0 comments

AI Agents Need an Undo Button

https://cacm.acm.org/blogcacm/ai-agents-need-an-undo-button/
1•tradertanmay•24m ago•0 comments

With most information hidden, the game Stratego had stumped AI–until now

https://arstechnica.com/science/2026/10/ai-finally-beat-the-best-stratego-player-in-history-and-d...
1•PaulHoule•26m ago•0 comments

Hanami, Why?: Bits and Bobs

https://aaronmallen.me/writing/hanami-why-bits-bobs
1•aaronmallen•27m ago•0 comments

Elon Musk to advise Pentagon on future of war

https://www.washingtonpost.com/politics/2026/10/01/elon-musk-return-his-attention-government-advi...
4•nothrowaways•28m ago•3 comments

A tool for checking noise near SF addresses

https://earshotsf.com
2•islgreen•30m ago•1 comments

Fortinet sounds the alarm over actively exploited FortiMail zero-day

https://www.theregister.com/security/2026/10/02/fortinet-sounds-the-alarm-over-actively-exploited...
2•sbulaev•30m ago•0 comments

Show HN: Game where you control a swarm

https://nohope.io
1•levmiseri•33m ago•0 comments