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Show HN: Chelis, a tensor language agents can write and prove

https://github.com/Chelis-Lang/chelis
3•jeffreysmith•57m ago
We just open sourced Chelis, a programming language we built focused on agent authorship and human supervision. You can find a longer intro on our site: https://chelis.ch/blog/launch/ But here are the key things a HN reader might like to know:

* Statically typed, compiled, functional language, with heavy influences from ML family languages

* Built for agent authorship of programs across the compiler, MCP, skills, and remdiation paths

* Formal methods baked in via SMT and related solvers being connected with the type system in the compiler

* Rich support for numerical programs and mathematically rich domains like quant finance and quant econ

* GPU support is in an experimental state, for folks who want to build from source and run on AMD or Apple acceleration

* All built in Rust

From our experience, agents can already write Chelis as well as they can write Python. And they are a lot less overconfident in incorrect approaches with all the help Chelis provides.

Several of us on the core team are hanging out on HN. Drop us a comment if you check out the work.

JengaBot: Pez for Robots

https://thisismypersonalblog.com/posts/2026-10-07-pez-for-robots/
1•systemerror•40s ago•0 comments

Show HN: 3D-printed bipedal robot with 8-servo limit to teach robotics

https://nixrobot.pages.dev/
1•nixrobot•47s ago•0 comments

Show HN: Long term memory agent for "real world" data work

https://github.com/Jad1908/portia
1•jad1908•1m ago•0 comments

Privacy Guard: You Don't Need to Scan My Drivers License

https://sk500.online/privacy-guard/
1•airhangerf15•1m ago•0 comments

Show HN: Planlock – Approve an AI agent's plan once, code enforces every call

https://github.com/JosephCurwin/planlock
1•Edop3•1m ago•0 comments

Show HN: Codync – Open-source bots for Claude Code, Codex and 40 other agents

https://github.com/leepokai/Codync
1•leepokai•3m ago•0 comments

I built a B2B payment infra with autonomous AI collection agents

https://cordhq.app/
1•andrevallee•3m ago•0 comments

In Which I Decline to Let an AI Company Experiment on My Kid at School

https://www.coyotemedia.org/sfusd-ai-amira-salesforce/
1•bookofjoe•5m ago•0 comments

A Simple Recipe for Fact-Storing Transformers

https://hazyresearch.stanford.edu/blog/2026-07-22-mlps-are-hebbians
1•porridgeraisin•6m ago•0 comments

Someone has decompiled the Adobe suite, rebuilt in Rust and released it as OSS

https://bsky.app/profile/jamesomalley.co.uk/post/3mxbl36nkms2q
7•jbredeche•6m ago•2 comments

Show HN: I made a Jackbox-style tower defense game where trivia earns you gold

https://couchslop.com/tower
1•dblhumbucker•8m ago•0 comments

Detect and fix your agent failures

https://three.dev/blog/detect-and-fix-your-agent-failures
2•andrea-mosk•8m ago•0 comments

Cyber guardrails tax the defender, not the attacker

https://winfunc.com/research/cyber-guardrails-tax-the-defender-not-the-attacker
1•mufeedvh•8m ago•0 comments

Sex, Censorship, and the 1990s Fight over Campus Computing

https://medium.com/@carlmkadie/sex-censorship-and-the-1990s-fight-over-campus-computing-part-1-15...
1•carlkcarlk•8m ago•0 comments

HDTP: Trust layer for Personal AI assistants talking over the internet

https://hdtp.io/
1•sumit-agrawal•9m ago•0 comments

Show HN: RoamDeck – drive your Windows PC from Android, real terminals included

https://roamdeck.app/
1•Todoz•9m ago•0 comments

Google Pauses Open-Source Bug Bounties as AI Slop Reports Drown Reviewers

https://devmeth.com/blog/google-pauses-open-source-bug-bounties-ai-slop
1•DevMeth•9m ago•0 comments

Show HN: LaunchPact – Trade traffic with founders. Only real clicks count

https://www.launchpact.io/website-traffic-exchange
1•launchpact_io•10m ago•0 comments

Flux – Compile an LLM to your hardware, then serve it

https://github.com/cyqlelabs/flux
1•qalfy•12m ago•0 comments

Show HN: ARSA AI Box – on-prem video analytics for existing IP cameras

https://demo-dashboard.arsa.technology/bsg/auth/login
1•hilmy0602•12m ago•0 comments

Show HN: QuorumFile, free HOTMA decision sheet from your HUD participant code

https://quorumfile.thecompound.tech
1•kyisaiah47•13m ago•0 comments

ArtCraft – Controllable AI for Artists

https://getartcraft.com/
2•ianrahman•13m ago•0 comments

Anthropic to invest $100M to train AI engineer talent

https://www.cnbc.com/2026/10/02/anthropic-to-invest-100-million-to-train-ai-engineer-talent.html
1•gmays•14m ago•0 comments

Policy Thresholds as Growth Barriers: Theory and Evidence

https://www.nber.org/papers/w35484
1•wslh•14m ago•0 comments

Show HN: A real-time sales call coach for macOS with no backend

https://apps.apple.com/us/app/ai-sales-call-coach/id6811154979?mt=12
1•abanoubey•17m ago•1 comments

Blue Planet III

https://kottke.org/26/10/blue-planet-iii
1•Tomte•18m ago•0 comments

Code Is Clay Now

https://www.albertodenia.com/writing/code-is-clay-now
1•albertodenia•18m ago•1 comments

Meta Developing Compressed RAM "Cram" for Linux: Better Than ZRAM and Zswap

https://www.phoronix.com/news/Linux-CRAM-Compressed-RAM
1•tosh•19m ago•0 comments

Ask HN: Is this the beginning of the end of open source?

2•potamic•19m ago•1 comments

Show HN: Coding easily with several Claude and Codex accounts

https://github.com/jaynlabs/jaynshare
1•hugopuybareau•19m ago•0 comments