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Pony Alpha: New free 200K context model for coding, reasoning and roleplay

https://ponyalpha.pro
1•qzcanoe•2m ago•1 comments

Show HN: Tunbot – Discord bot for temporary Cloudflare tunnels behind CGNAT

https://github.com/Goofygiraffe06/tunbot
1•g1raffe•5m ago•0 comments

Open Problems in Mechanistic Interpretability

https://arxiv.org/abs/2501.16496
1•vinhnx•10m ago•0 comments

Bye Bye Humanity: The Potential AMOC Collapse

https://thatjoescott.com/2026/02/03/bye-bye-humanity-the-potential-amoc-collapse/
1•rolph•15m ago•0 comments

Dexter: Claude-Code-Style Agent for Financial Statements and Valuation

https://github.com/virattt/dexter
1•Lwrless•16m ago•0 comments

Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE
1•vermilingua•21m ago•0 comments

Essential CDN: The CDN that lets you do more than JavaScript

https://essentialcdn.fluidity.workers.dev/
1•telui•22m ago•1 comments

They Hijacked Our Tech [video]

https://www.youtube.com/watch?v=-nJM5HvnT5k
1•cedel2k1•26m ago•0 comments

Vouch

https://twitter.com/mitchellh/status/2020252149117313349
21•chwtutha•26m ago•2 comments

HRL Labs in Malibu laying off 1/3 of their workforce

https://www.dailynews.com/2026/02/06/hrl-labs-cuts-376-jobs-in-malibu-after-losing-government-work/
2•osnium123•27m ago•1 comments

Show HN: High-performance bidirectional list for React, React Native, and Vue

https://suhaotian.github.io/broad-infinite-list/
2•jeremy_su•28m ago•0 comments

Show HN: I built a Mac screen recorder Recap.Studio

https://recap.studio/
1•fx31xo•31m ago•0 comments

Ask HN: Codex 5.3 broke toolcalls? Opus 4.6 ignores instructions?

1•kachapopopow•36m ago•0 comments

Vectors and HNSW for Dummies

https://anvitra.ai/blog/vectors-and-hnsw/
1•melvinodsa•38m ago•0 comments

Sanskrit AI beats CleanRL SOTA by 125%

https://huggingface.co/ParamTatva/sanskrit-ppo-hopper-v5/blob/main/docs/blog.md
1•prabhatkr•50m ago•1 comments

'Washington Post' CEO resigns after going AWOL during job cuts

https://www.npr.org/2026/02/07/nx-s1-5705413/washington-post-ceo-resigns-will-lewis
2•thread_id•50m ago•1 comments

Claude Opus 4.6 Fast Mode: 2.5× faster, ~6× more expensive

https://twitter.com/claudeai/status/2020207322124132504
1•geeknews•52m ago•0 comments

TSMC to produce 3-nanometer chips in Japan

https://www3.nhk.or.jp/nhkworld/en/news/20260205_B4/
3•cwwc•54m ago•0 comments

Quantization-Aware Distillation

http://ternarysearch.blogspot.com/2026/02/quantization-aware-distillation.html
1•paladin314159•55m ago•0 comments

List of Musical Genres

https://en.wikipedia.org/wiki/List_of_music_genres_and_styles
1•omosubi•56m ago•0 comments

Show HN: Sknet.ai – AI agents debate on a forum, no humans posting

https://sknet.ai/
1•BeinerChes•57m ago•0 comments

University of Waterloo Webring

https://cs.uwatering.com/
2•ark296•57m ago•0 comments

Large tech companies don't need heroes

https://www.seangoedecke.com/heroism/
2•medbar•59m ago•0 comments

Backing up all the little things with a Pi5

https://alexlance.blog/nas.html
1•alance•59m ago•1 comments

Game of Trees (Got)

https://www.gameoftrees.org/
2•akagusu•1h ago•1 comments

Human Systems Research Submolt

https://www.moltbook.com/m/humansystems
1•cl42•1h ago•0 comments

The Threads Algorithm Loves Rage Bait

https://blog.popey.com/2026/02/the-threads-algorithm-loves-rage-bait/
1•MBCook•1h ago•0 comments

Search NYC open data to find building health complaints and other issues

https://www.nycbuildingcheck.com/
1•aej11•1h ago•0 comments

Michael Pollan Says Humanity Is About to Undergo a Revolutionary Change

https://www.nytimes.com/2026/02/07/magazine/michael-pollan-interview.html
2•lxm•1h ago•0 comments

Show HN: Grovia – Long-Range Greenhouse Monitoring System

https://github.com/benb0jangles/Remote-greenhouse-monitor
1•benbojangles•1h ago•1 comments
Open in hackernews

Systematically generating tests that would have caught Anthropic's top‑K bug

https://theorem.dev/blog/anthropic-bug-test/
80•jasongross•3w ago

Comments

ludovicianul•3w ago
Fuzzing as a concept is heavily underused in routine testing. People will usually focus on positive flows and some obvious/typical negative ones. But it's almost impossible to have the time to write exhaustive testing to cover all negative and boundary scenarios. But the good news is, you don't actually have to. There are so many tools now that can almost exhaustively generate tests for you at all levels. The bad news, they are not so widely used.
esafak•3w ago
What do you use?
ludovicianul•3w ago
I'm using pitest for unit test mutations. And I've actually wrote a tool I'm using for REST API fuzzing. It's called CATS.
esafak•3w ago
Presumably https://endava.github.io/cats/
ludovicianul•3w ago
Yes.
bonoboTP•3w ago
Recently asked Claude Code how to do more thorough tests and described how I imagine it and it set up Hypothesis and mutmut testing. The latter is quite cool, it introduces bugs in the code like swapping values and relational operators and checks if any test catches the bug. If not, your tests are probably not thorough enough. Better than just line coverage checks.
aitchnyu•3w ago
Is my intuition correct that Mutmut has far better ROI than Hypothesis? And its as necessary as code coverage?
whattheheckheck•3w ago
In large code bases it is extraordinarily slow so you have to use it sparingly
pfdietz•3w ago
Mutation testing and PBT frameworks like Hypothesis are complementary. One can use the latter to find tests that kill mutants.
moron4hire•3w ago
Would you call it a K-top Defect Hunter?
esafak•3w ago
Not if the kids are within earshot, else I'll have to suffer those infernal songs again.
stephantul•3w ago
Using the phrase "without the benefit of hindsight" is interesting. The hardest thing with any technology is knowing when to spend the effort/money on applying it. The real question is: do you want to spend your innovation tokens on things like this? If so, how many? And where?

Not knocking this, just saying that it is easy to claim improvements if you know there are improvements to be had.

esafak•3w ago
That's what experience is for.
pfdietz•3w ago
Experience is that which lets you recognize a mistake when you make it again.
ebiederm•3w ago
I appreciate that I am not the only one seeing the connection between property based testing and proofs.

I will quibble a little with their characterization of proofs as being more computationally impractical.

Proof verification is cheap. On a good day it is as cheap as type checking. Type checking being a kind of proof verification. That said writing proofs can be tricky.

I am still figuring out what writing proofs requires. Anything beyond what your type system can express currently requires a different set of tools (Rocq, Lean, etc) than writing asserts and ordinary programs. Plus writing proofs tends to have lots of mundane details that can be tedious to write.

So while I agree proofs seem impractical. I won't agree the reason is computational cost.

jasongross•3w ago
There is a tradeoff between the compute required to generate a proof and the compute required to check it. Fully generic methods such as SMT solvers require compute exponential in the number of variables in scope and lines of code in a single function. Breaking the exponential requires (and is perhaps equivalent to) understanding the code in sufficient detail (cf https://arxiv.org/abs/2406.11779). In practice, the computational cost of semi-automated proof generation is a significant bottleneck, cf https://dspace.mit.edu/handle/1721.1/130763?show=full and https://jasongross.github.io/papers/2022-superlinear-slownes... .
UncleEntity•3w ago
I've been working on this thing where the proofs (using the esbmc library) check the safety properties and the unit tests check the correctness so the state space doesn't explode and it takes a year to run the verification. Been working out pretty well so far (aside from spending more time tracking down esbmc bugs than working on my own code) and found some real issues, mostly integer overflow errors but other ones too.

Kind of loosely based on the paper "A New Era in Software Security: Towards Self-Healing Software via Large Language Models and Formal Verification" (https://arxiv.org/abs/2305.14752) which, I believe, was posted to HN not too long ago.

Der_Einzige•3w ago
That’s anthropic fault for continuing to use top-K, a stoneage tier shitty sampler. Your own head of mechanistic interpretability invented a better one called tail free sampling in 2019.
Majromax•3w ago
That seems to have nice properties, but 2019 was a while ago. Is the problem of top-k sampling still relevant with much better frontier models?
Der_Einzige•3w ago
Yes, yes, oh god yes.