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For Its Next Act, Allbirds Makes an Unlikely Pivot from Shoes to AI

https://www.wsj.com/tech/ai/for-its-next-act-allbirds-makes-an-unlikely-pivot-from-shoes-to-ai-a3...
1•fortran77•41s ago•1 comments

Show HN: HN Tokenmaxxing Leaderboard

https://tkmx.odio.dev
1•Sam_Odio•47s ago•0 comments

Anthropic Rebuilds Claude Code Desktop App Around Parallel Sessions

https://www.macrumors.com/2026/04/15/anthropic-rebuilds-claude-code-desktop-app/
1•Brajeshwar•2m ago•0 comments

From Feeds to Trails

https://leaflet.pub/p/did:plc:ldmcdu57vnkqriwqojr2lcqc/3mjk4e6aok22m
1•Kye•2m ago•0 comments

Extending Inflatable Actuator with Spool Mechanism Incorporating Air Tubes

https://www.mdpi.com/2076-0825/15/3/176
1•PaulHoule•2m ago•0 comments

Big Girls Don't Cry

https://annas-archive.gl/scidb/10.1007/978-3-319-50618-0_8/
1•Julesprobably•3m ago•0 comments

No more US Military aid to Israel

https://www.theguardian.com/commentisfree/2026/apr/15/no-more-us-military-aid-to-israel
2•hebelehubele•4m ago•0 comments

YouTuber Jon Prosser broke Liquid Glass – and what happened in the fallout

https://www.theverge.com/tech/908476/jon-prosser-apple-liquid-glass
1•speckx•4m ago•0 comments

Critical Atlantic current significantly more likely to collapse than thought

https://www.theguardian.com/environment/2026/apr/15/critical-atlantic-current-significantly-more-...
1•ndsipa_pomu•4m ago•0 comments

(Potentially Vapourware) Trump Phone Redesigned

https://www.cnet.com/tech/mobile/redesigned-trump-phone-new-trump-mobile-website/
1•OhMeadhbh•5m ago•1 comments

Teens' Experiences on TikTok, Instagram and Snapchat

https://www.pewresearch.org/internet/2026/04/15/teens-experiences-on-tiktok-instagram-and-snapchat/
1•thm•5m ago•0 comments

Playonsnow.com – Play HTML5 Games for Free

https://playonsnow.com/
1•jackpste•7m ago•1 comments

Making dark mode play nicely with bfcache

https://guilhermesimoes.github.io/blog/making-dark-mode-work-with-bfcache
1•glitchdout•8m ago•0 comments

Wall Street's Elite Team of Coffee Tasters Who Keep the Global Market Running

https://www.wsj.com/lifestyle/careers/wall-street-has-an-elite-coffee-tasting-force-its-strugglin...
2•thm•9m ago•0 comments

Sustaining creative aliveness while working a full time job

https://www.startingfromnix.com/p/sustaining-creative-aliveness-while
1•jger15•9m ago•0 comments

Stopping the Meta AI director's "OpenClaw failure with an out-of-band killswitch

https://highflame.com/blogs/why-metas-ai-alignment-director-couldnt-stop-her-own-agent--and-how-t...
2•jalbrethsen•9m ago•1 comments

Waymo Opens to Everyone in Miami and Orlando

https://waymo.com/blog/2026/04/floridas-new-way-to-ride/
1•xnx•10m ago•0 comments

Unified MCP Server for Jira and Confluence Server/DC Behind Citrix NetScaler SSO

https://github.com/paul-pfeiffer/atlassian-netscaler-mcp
1•paulpfe•10m ago•1 comments

Urgentry: Ultra-efficient, self-hostable drop in replacement for Sentry

https://urgentry.com/
1•handfuloflight•10m ago•0 comments

Planar maps: an interaction paradigm for graphic design (1989) [pdf]

https://www.lri.fr/~mbl/FundHCI/papers/Baudelaire-CHI89.pdf
1•tliltocatl•11m ago•1 comments

HuggingFace launches pre-compiled machine learning kernels repository

https://huggingface.co/changelog/kernels
1•embedding-shape•11m ago•1 comments

Battery storage is now cheap enough to unleash India's full solar potential

https://ember-energy.org/latest-insights/battery-storage-is-now-cheap-enough-to-unleash-indias-fu...
2•xbmcuser•11m ago•0 comments

Oracle taps Bloom for 2.8 GW of fuel cells to keep datacenter binge going

https://www.theregister.com/2026/04/14/oracle_bloom_fuel_cells/
1•Bender•11m ago•0 comments

Use Claude, ChatGPT, or MiniMax Subscriptions in Cursor

https://open-vsx.org/extension/orchidfiles/ungate
1•theorchid•13m ago•0 comments

Show HN: Fakecloud – Free, open-source AWS emulator

https://github.com/faiscadev/fakecloud
2•lucas_vieira•14m ago•1 comments

Show HN: Multi-Agent Orchestration on Top of Vercel AI SDK (TypeScript, Next.js)

https://github.com/JackChen-me/open-multi-agent/tree/main/examples/with-vercel-ai-sdk
1•JackChen_me•14m ago•0 comments

I ran 90 queries through 8 AI models. 86% of findings were unique to one

https://parallect.ai/blog/divergence-study
3•primeobsession•14m ago•0 comments

Manage VS Code Extensions Like Packages with Posit Package Manager

https://posit.co/blog/manage-vs-code-extensions-like-packages-with-posit-package-manager-2026-04-0
1•nodivbyzero•15m ago•0 comments

Autoresearch Applied at Shopify

https://shopify.engineering/autoresearch
2•austinbaggio•17m ago•1 comments

I Did My Taxes with Claude

https://doempke.com/taxes-with-claude/
2•robk•18m ago•0 comments
Open in hackernews

GenAI-Accelerated TLA+ Challenge

https://foundation.tlapl.us/challenge/index.html
35•lemmster•11mo ago

Comments

Taikonerd•11mo ago
Using LLMs for formal specs / formal modeling makes a lot of sense to me. If an LLM can do the work of going from informal English-language specs to TLA+ / Dafny / etc, then it can hook into a very mature ecosystem of automated proof tools.

I'm picturing it something like this:

1. Human developer says, "if a user isn't authenticated, they shouldn't be able to place an order."

2. LLM takes this, and its knowledge of the codebase, and turns it into a formal spec -- like, "there is no code path where User.is_authenticated is false and Orders.place() is called."

3. Existing code analysis tools can confirm or find a counterexample.

omneity•11mo ago
A fascinating thought. But then who verifies that the TLA+ specification does indeed match the human specification?

I’m guessing using an LLM as a translator narrows the gap, and better LLMs will make it narrower eventually, but is there a way to quantify this? For example how would it compare to a human translating the spec into TLA+?

justanotheratom•11mo ago
maybe run it through few other LLMs depending on how much confidence you need - o3 pro, gemini 2.5 pro, claude 3.7, grok 3, etc..
svieira•11mo ago
Then you need to be able to formally prove the equivalence of various TLA+ programs (maybe that's a solved problem?)
omneity•11mo ago
No idea about SOTA but naively it doesn't seem like a very difficult problem:

- Ensure all TLA+ specs produced have the same inputs/outputs (domains, mostly a prompting problem and can solved with retries)

- That all TLA+ produce the same outputs for the same inputs (making them functionally equivalent in practice, might be computationally intensive)

Of course that assumes your input domains are countable but it's probably okay to sample from large ranges for a certain "level" of equivalence.

EDIT: Not sure how that will work with non-determinism though.

justanotheratom•11mo ago
I didn't mean generate separate TLA programs. Rather, other LLMs review and comment on whether this TLA program satisfies the user's specification.
Taikonerd•11mo ago
A fair question! I'd say it's not that different from using an LLM to write regular code: who verifies that the code the LLM wrote is indeed what you meant?
fmap•11mo ago
The usual way to check whether a definition is correct is to prove properties about it that you think should hold. TLA+ has good support for this, both with model checking as well as simple proofs.
frogmeister57•11mo ago
It makes a lot of sense only for graphics card sales people. For everyone else with a working neuron the sole idea is utter nonsense.
max_•11mo ago
Leslie Lamport said that he invented TLA+ so people could "think above the code".

It was meant as a tool for people to improve their thinking and description of systems.

LLM generation of TLA+ code is just intellectual masterbation.

It may get the work done for your boss. But you intellect will still remain bald — in which case you are better off not writing TLA+ at all.

warkdarrior•11mo ago
> [TLA+] was meant as a tool for people to improve their thinking and description of systems.

Why the speciesism? Why couldn't LLMs use TLA+ by translating a natural-language request into a TLA+ model and then checking it in TLA+?

jjmarr•11mo ago
Not the OP, but I would rather give a formal specification of my system to an AI and have it generate the code.

I believe the point is it's easier for a human to verify a system's correctness as expressed in TLA+ and verify code correctly matches the system than it is to correctly verify the entire code as a system at once.

Then, if my model of the system is flawed, TLA+ will tell me.

I'm an AI bull so if I give the LLM a natural language description, I'd like the LLM to explain the model instead of just writing the TLA+ code.

max_•11mo ago
TLA+ was invented in the first place because we Leslie Lamport thought natural language was a dubious tool for "specifying systems".

Yes an LLM may generate the TLA+ code even correctly, but model checking is not the end goal of TLA+

TLA+ plus is written to fully under how a system works at an abstract level.

Anyways, I guess you could just read the LLM generated TLA+ code. That would help you understand the abstraction of the system — but is the LLMs abstraction equal to your abstraction.

But vibe coded TLA+ sounds extremely dangerous especially in mission critical stuff where its required like Smart Contracts, Pacemakers, Aircraft software etc

frogmeister57•11mo ago
Using generative chatbots to write a formal spec is the most stupid idea ever. Specs are all about reasoning. You need to do the thinking to model the system in a very simplified manner. Formal methods and the generative BS are at the antipodes of reliability. This is an insult to reason. Please keep this nonsense away from the serious parts of CS.
siscia•11mo ago
Anyone who has tried to write formal verification will tell you that there is a WIDE gap between thinking and writing the specs.

Any tool that makes formal verification more accessible, should be welcome.

I believe the valuable part is how accessible we make thinking together with machines.

Us human are great at create innovative solutions, not so great at check and verify every single thing that can go wrong. Machines help with that.

kelseyfrog•11mo ago
Interesting. I've always wanted to formalize the US Constitution into TLA+ in order to find loopholes.