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Toroidal Logit Bias – Reduce LLM hallucinations 40% with no fine-tuning

https://github.com/Paraxiom/topological-coherence
1•slye514•28s ago•1 comments

Top AI models fail at >96% of tasks

https://www.zdnet.com/article/ai-failed-test-on-remote-freelance-jobs/
1•codexon•39s ago•1 comments

The Science of the Perfect Second (2023)

https://harpers.org/archive/2023/04/the-science-of-the-perfect-second/
1•NaOH•1m ago•0 comments

Bob Beck (OpenBSD) on why vi should stay vi (2006)

https://marc.info/?l=openbsd-misc&m=115820462402673&w=2
2•birdculture•5m ago•0 comments

Show HN: Glimpsh – exploring gaze input inside the terminal

https://github.com/dchrty/glimpsh
1•dochrty•6m ago•0 comments

The Optima-l Situation: A deep dive into the classic humanist sans-serif

https://micahblachman.beehiiv.com/p/the-optima-l-situation
1•subdomain•6m ago•0 comments

Barn Owls Know When to Wait

https://blog.typeobject.com/posts/2026-barn-owls-know-when-to-wait/
1•fintler•6m ago•0 comments

Implementing TCP Echo Server in Rust [video]

https://www.youtube.com/watch?v=qjOBZ_Xzuio
1•sheerluck•6m ago•0 comments

LicGen – Offline License Generator (CLI and Web UI)

1•tejavvo•10m ago•0 comments

Service Degradation in West US Region

https://azure.status.microsoft/en-gb/status?gsid=5616bb85-f380-4a04-85ed-95674eec3d87&utm_source=...
2•_____k•10m ago•0 comments

The Janitor on Mars

https://www.newyorker.com/magazine/1998/10/26/the-janitor-on-mars
1•evo_9•12m ago•0 comments

Bringing Polars to .NET

https://github.com/ErrorLSC/Polars.NET
3•CurtHagenlocher•13m ago•0 comments

Adventures in Guix Packaging

https://nemin.hu/guix-packaging.html
1•todsacerdoti•15m ago•0 comments

Show HN: We had 20 Claude terminals open, so we built Orcha

1•buildingwdavid•15m ago•0 comments

Your Best Thinking Is Wasted on the Wrong Decisions

https://www.iankduncan.com/engineering/2026-02-07-your-best-thinking-is-wasted-on-the-wrong-decis...
1•iand675•15m ago•0 comments

Warcraftcn/UI – UI component library inspired by classic Warcraft III aesthetics

https://www.warcraftcn.com/
1•vyrotek•16m ago•0 comments

Trump Vodka Becomes Available for Pre-Orders

https://www.forbes.com/sites/kirkogunrinde/2025/12/01/trump-vodka-becomes-available-for-pre-order...
1•stopbulying•17m ago•0 comments

Velocity of Money

https://en.wikipedia.org/wiki/Velocity_of_money
1•gurjeet•20m ago•0 comments

Stop building automations. Start running your business

https://www.fluxtopus.com/automate-your-business
1•valboa•24m ago•1 comments

You can't QA your way to the frontier

https://www.scorecard.io/blog/you-cant-qa-your-way-to-the-frontier
1•gk1•25m ago•0 comments

Show HN: PalettePoint – AI color palette generator from text or images

https://palettepoint.com
1•latentio•26m ago•0 comments

Robust and Interactable World Models in Computer Vision [video]

https://www.youtube.com/watch?v=9B4kkaGOozA
2•Anon84•30m ago•0 comments

Nestlé couldn't crack Japan's coffee market.Then they hired a child psychologist

https://twitter.com/BigBrainMkting/status/2019792335509541220
1•rmason•31m ago•1 comments

Notes for February 2-7

https://taoofmac.com/space/notes/2026/02/07/2000
2•rcarmo•32m ago•0 comments

Study confirms experience beats youthful enthusiasm

https://www.theregister.com/2026/02/07/boomers_vs_zoomers_workplace/
2•Willingham•39m ago•0 comments

The Big Hunger by Walter J Miller, Jr. (1952)

https://lauriepenny.substack.com/p/the-big-hunger
2•shervinafshar•41m ago•0 comments

The Genus Amanita

https://www.mushroomexpert.com/amanita.html
1•rolph•46m ago•0 comments

We have broken SHA-1 in practice

https://shattered.io/
10•mooreds•46m ago•4 comments

Ask HN: Was my first management job bad, or is this what management is like?

1•Buttons840•47m ago•0 comments

Ask HN: How to Reduce Time Spent Crimping?

2•pinkmuffinere•49m ago•1 comments
Open in hackernews

Show HN: Boxed – Sovereign exec engine for AI agents (Vercel Sandbox inspired)

https://github.com/akshayaggarwal99/boxed
4•akshayaggarwal•1mo ago
Hey HN,

I've been obsessed with the rise of "computer-use agents" lately—tools like Claude Code that don't just autocomplete but actually interact with the OS.

The problem is infra: giving an agent access to your host is a nightmare, and spinning up full cloud VMs for every task is slow and expensive. I spent last night building Boxed to solve this. It's an open-source (MIT) execution engine that gives agents a sovereign, ephemeral OS layer—fully under your control.

Why build it? I wanted something that handles the compute heavy-lifting (sub-second boot, native artifact streaming, persistent REPL sessions) so I could focus on building the agents themselves. No more wrestling with sandboxes that feel bolted-on.

Usage: It's simple to integrate. You run the Boxed control plane locally or in a container, and use the SDKs to spawn isolated sessions.

Example (Python):

python

from boxed_sdk import Boxed client = Boxed(base_url="http://localhost:8080", api_key="your-secret") session = client.create_session(template="python:3.10-slim") # Run code with ephemeral OS access & artifact capture result = session.run("import pandas; print('Processing data...')") print(result.stdout) session.close()

typescript import { Boxed } from '@boxed/sdk';

const client = new Boxed({ baseUrl: 'http://localhost:8080', apiKey: 'secret' }); const session = await client.createSession({ template: 'python:3.10-slim' });

// Runs in a secure, ephemeral environment const { stdout } = await session.run("print('hello from HN')"); console.log(stdout);

await session.close();

Tech: Control Plane: Built in Go for a high-performance, concurrent REST API. Agent: A lightweight Rust binary injected into every sandbox to manage lifecycles and stream results via WebSockets. Isolation: Docker-based for now (with Firecracker MicroVMs on the roadmap for Phase 2).

It's early days, but it’s running smooth in my own agent workflows. I’d love your feedback on the architecture

Repo: https://github.com/akshayaggarwal99/boxed

Demo and quickstart are in the README.

Comments

dmarwicke•1mo ago
curious about the startup latency in practice. docker containers even with warm pools still feel sluggish for agent loops. e2b does firecracker and it's noticeably snappier