frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Video models are zero-shot learners and reasoners

https://video-zero-shot.github.io/
105•meetpateltech•4mo ago

Comments

liuliu•4mo ago
Very interesting read. I first learned this method from a random reddit post a while ago and very happy to see a systematic study on this (wish I would save the original post somewhere to reference to!).
ThouYS•4mo ago
maybe we really are headed to The One Model that can do it all
nothrowaways•4mo ago
Multimodal models do it already.
ricardobeat•4mo ago
Is it possible to use a model trained on video to output single frames?
efskap•4mo ago
Yup, people have been using local video models like Wan2.2 to generate stills, finding that for some things like human anatomy, it can outperform image generation models. Very cool how moving training data helps build spatial understanding that is applicable even to still images.

[0] https://www.reddit.com/r/StableDiffusion/comments/1mcm7qm/wa...

xnx•4mo ago
> for some things like human anatomy

Pursuit of prurient interests has pioneered so many technologies: photography, videography, AI

mallowdram•4mo ago
What is specific about this model? These categories aren't what defines intelligence in animal life. Segmentation is a post-hoc assertion into visual science, not necessarily an inside-out process inherent to perception.

These models aren't the path, they're cheap workarounds that exclude the senses.

marcellus23•4mo ago
I don't understand what point you're making exactly. What categories do you mean? What do you mean by segmentation not necessarily being "an inside-out process inherent to perception"?
mallowdram•4mo ago
The criteria for learning in this model has nothing to do with biological intelligence.

Segmentation is a cog-sci hold-over of vision science and Marr and isn't how brain's perceive scenes/objects/events.

There is a relatovely new approach to perception that ML has ignored that's integrative, coordinated, holistic. These new approaches, affective, coordinated-dynamical, ecological (optic-flow) are the likely routes to consciousness.

What ML does with images like these are retrofit, they're imposed ad hoc on imagery as a pretend form of intelligence.

mallowdram•4mo ago
Inside-Out is a reversal of the stimuli model and a reversal of the cog-sci cognition model.

https://academic.oup.com/book/35081

The senses can't be excluded from consciousness or intelligence, otherwise the notion of intelligence is reduced from an arbitrary set of tests/criteria.

Robotics and trained analogies, arbitrary ideas of affordance (which are not affordances) are definitely interesting, but they're not paths to intel. They're paths to homogenization posing as intelligence.

This is the classic robotics idea of computer vision backing itself into a corner.

https://docs.google.com/presentation/d/1Wkno8pKzWiav1a7c8IOr...

pvillano•4mo ago
To train an AI to solve problems, you train it extrapolate the future from a starting state of having a problem and the intention to solve the it.

So much falls out of that reframing.

pvillano•4mo ago
Training is first done as a general predictive model: situation => result

Then it's fine-tuned on: situation + intent => action => result

miguel_martin•4mo ago
This is incredible.

I turned myself into an AI-generated deathbot – here's what I found

https://www.bbc.com/news/articles/c93wjywz5p5o
1•cmsefton•5m ago•0 comments

Management style doesn't predict survival

https://orchidfiles.com/management-style-doesnt-predict-survival/
1•theorchid•6m ago•0 comments

One Generation Runs the Country. The Next Cashed in on Crypto

https://www.wsj.com/finance/currencies/trump-sons-crypto-billions-1e7f1414
1•impish9208•7m ago•1 comments

"I Was Wrong": Why the Civil War Is Running Late [video][2h21m]

https://www.youtube.com/watch?v=RDmkKZ7vAkI
1•Bender•9m ago•0 comments

Show HN: A sandboxed execution environment for AI agents via WASM

https://github.com/Parassharmaa/agent-sandbox
1•paraaz•11m ago•0 comments

Wine-Staging 11.2 Brings More Patches to Help Adobe Photoshop on Linux

https://www.phoronix.com/news/Wine-Staging-11.2
2•doener•11m ago•0 comments

The Nature of the Beast

https://cinemasojourns.com/2026/02/07/the-nature-of-the-beast/
1•jjgreen•12m ago•0 comments

From Prediction to Compilation: A Manifesto for Intrinsically Reliable AI

1•JanusPater•12m ago•0 comments

Show HN: Curated list of 1000 open source alternatives to proprietary software

https://opensrc.me
1•ZenithSoftware•14m ago•0 comments

AI's Real Problem Is Illegitimacy, Not Hallucination

1•JanusPater•15m ago•1 comments

'I fell into it': ex-criminal hackers urge UK pupils to use web skills for good

https://www.theguardian.com/technology/2026/feb/08/i-fell-into-it-ex-criminal-hackers-urge-manche...
1•robaato•16m ago•0 comments

Why 175-Year-Old Glassmaker Corning Is Suddenly an AI Superstar

https://www.wsj.com/tech/corning-fiber-optics-ai-e045ba3b
1•bookofjoe•16m ago•1 comments

Keeping WSL Alive

https://shift1w.com/blog/keeping-wsl-alive/
1•jakesocks•18m ago•0 comments

Unlocking core memories with GoldSrc engine and CS 1.6 (2025)

https://www.danielbrendel.com/blog/43-unlocking-core-memories-with-goldsrc-engine
2•foxiel•18m ago•0 comments

Gtrace an advanced network path analysis tool

https://github.com/hervehildenbrand/gtrace
2•jimaek•18m ago•0 comments

America does not trust Putin or Trump

https://re-russia.net/en/review/809/
1•mnky9800n•22m ago•0 comments

Let's Do Music in Linux [video]

https://www.youtube.com/watch?v=IHgsOdoLuBU
1•mariuz•23m ago•0 comments

"Nothing" is the secret to structuring your work

https://www.vangemert.dev/blog/nothing
1•spmvg•27m ago•0 comments

AI Makes the Easy Part Easier and the Hard Part Harder

https://www.blundergoat.com/articles/ai-makes-the-easy-part-easier-and-the-hard-part-harder
1•birdculture•28m ago•0 comments

Show HN: Fine-tuned Qwen2.5-7B on 100 films for probabilistic story graphs

https://cinegraphs.ai/
1•graphpilled•29m ago•1 comments

A failed wantrepreneur's view on common startup advice

https://developerwithacat.com/blog/202602/startup-advice/
1•mmarian•29m ago•0 comments

Show HN: BestClaw Simple OpenClaw/MoltBot for non tech people

https://bestclaw.host/
2•nihey•29m ago•0 comments

AI is making me anxious and stupid

https://tom.so/posts/ai-is-making-me-anxious-and-stupid
1•tomupom•33m ago•0 comments

Show HN: Real-time path tracing of medical CT volumes in the browser via WebGPU

https://grenzwert.net/
2•MickGorobets•36m ago•1 comments

United States – Crypto Scam Help – Intelligence Cyber Wizard Safe Guide

1•Forensics•39m ago•0 comments

What to Do After a Crypto Scam (USA) Intelligence Cyber Wizard Explained

1•Forensics•40m ago•0 comments

The Physics of 588: A 17.64μm Isolation Barrier Strategy for 5nm Process

https://github.com/eggpine84-del/NHE-CODING
1•eggpine84•40m ago•0 comments

My Eighth Year as a Bootstrapped Founder

https://mtlynch.io/bootstrapped-founder-year-8/
1•mtlynch•42m ago•0 comments

Data Modelling Open Source

https://github.com/sqlmodel/sqlmodel
2•Sean766•44m ago•0 comments

Mid-life transitions

https://blogs.gnome.org/chergert/2026/02/06/mid-life-transitions/
2•pabs3•44m ago•0 comments