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

https://ponyalpha.pro

1•qzcanoe•1m ago•1 comments

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

https://github.com/Goofygiraffe06/tunbot

1•g1raffe•4m ago•0 comments

Open Problems in Mechanistic Interpretability

https://arxiv.org/abs/2501.16496

1•vinhnx•9m 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•14m ago•0 comments

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

https://github.com/virattt/dexter

1•Lwrless•15m ago•0 comments

Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE

1•vermilingua•20m ago•0 comments

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

https://essentialcdn.fluidity.workers.dev/

1•telui•21m ago•1 comments

They Hijacked Our Tech [video]

https://www.youtube.com/watch?v=-nJM5HvnT5k

1•cedel2k1•25m ago•0 comments

Vouch

https://twitter.com/mitchellh/status/2020252149117313349

19•chwtutha•25m ago•1 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•26m 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•27m ago•0 comments

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

https://recap.studio/

1•fx31xo•30m ago•0 comments

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

1•kachapopopow•35m ago•0 comments

Vectors and HNSW for Dummies

https://anvitra.ai/blog/vectors-and-hnsw/

1•melvinodsa•37m 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•48m 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•49m ago•1 comments

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

https://twitter.com/claudeai/status/2020207322124132504

1•geeknews•51m ago•0 comments

TSMC to produce 3-nanometer chips in Japan

https://www3.nhk.or.jp/nhkworld/en/news/20260205_B4/

3•cwwc•53m ago•0 comments

Quantization-Aware Distillation

http://ternarysearch.blogspot.com/2026/02/quantization-aware-distillation.html

1•paladin314159•54m ago•0 comments

List of Musical Genres

https://en.wikipedia.org/wiki/List_of_music_genres_and_styles

1•omosubi•55m ago•0 comments

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

https://sknet.ai/

1•BeinerChes•56m ago•0 comments

University of Waterloo Webring

https://cs.uwatering.com/

2•ark296•56m ago•0 comments

Large tech companies don't need heroes

https://www.seangoedecke.com/heroism/

2•medbar•58m ago•0 comments

Backing up all the little things with a Pi5

https://alexlance.blog/nas.html

1•alance•58m ago•1 comments

Game of Trees (Got)

https://www.gameoftrees.org/

2•akagusu•58m ago•1 comments

Human Systems Research Submolt

https://www.moltbook.com/m/humansystems

1•cl42•59m 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

Energy-Based Transformers [video]

https://www.youtube.com/watch?v=LUQkWzjv2RM

44•surprisetalk•5mo ago

Comments

cs702•4mo ago

I would read the blog post by the lead author instead of watching this video:

https://alexiglad.github.io/blog/2025/ebt/

Also, see:

https://www.reddit.com/r/MachineLearning/comments/1lu1ia0/r_...

programjames•4mo ago

TLDR; Train an "energy" model that checks if the output is correct (rather than just outputting something), and gradient descent to find good outputs. Using transformers.

tripplyons•4mo ago

I've seen some of that channel's videos before, and many of them contain errors. I haven't read the Energy-Based Transformers paper yet, so I can't say for sure if this video contains any errors, but be careful.