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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.

Show HN: Moli P2P – An ephemeral, serverless image gallery (Rust and WebRTC)

https://moli-green.is/
1•ShinyaKoyano•3m ago•0 comments

How I grow my X presence?

https://www.reddit.com/r/GrowthHacking/s/UEc8pAl61b
1•m00dy•5m ago•0 comments

What's the cost of the most expensive Super Bowl ad slot?

https://ballparkguess.com/?id=5b98b1d3-5887-47b9-8a92-43be2ced674b
1•bkls•6m ago•0 comments

What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
1•okaywriting•12m ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
1•todsacerdoti•15m ago•0 comments

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https://github.com/gorse-io/gorse
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GLM-OCR: Accurate × Fast × Comprehensive

https://github.com/zai-org/GLM-OCR
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Local Agent Bench: Test 11 small LLMs on tool-calling judgment, on CPU, no GPU

https://github.com/MikeVeerman/tool-calling-benchmark
1•MikeVeerman•18m ago•0 comments

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https://aboutmyproject.com/
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https://www.youtube.com/watch?v=wsxWl9iT1XU
1•indiantinker•18m ago•0 comments

So Long to Cheap Books You Could Fit in Your Pocket

https://www.nytimes.com/2026/02/06/books/mass-market-paperback-books.html
3•pseudolus•19m ago•1 comments

PID Controller

https://en.wikipedia.org/wiki/Proportional%E2%80%93integral%E2%80%93derivative_controller
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SpaceX Rocket Generates 100GW of Power, or 20% of US Electricity

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Kubernetes MCP Server

https://github.com/yindia/rootcause
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I Built a Movie Recommendation Agent to Solve Movie Nights with My Wife

https://rokn.io/posts/building-movie-recommendation-agent
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What were the first animals? The fierce sponge–jelly battle that just won't end

https://www.nature.com/articles/d41586-026-00238-z
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Sidestepping Evaluation Awareness and Anticipating Misalignment

https://alignment.openai.com/prod-evals/
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OldMapsOnline

https://www.oldmapsonline.org/en
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What It's Like to Be a Worm

https://www.asimov.press/p/sentience
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Don't go to physics grad school and other cautionary tales

https://scottlocklin.wordpress.com/2025/12/19/dont-go-to-physics-grad-school-and-other-cautionary...
2•surprisetalk•35m ago•0 comments

Lawyer sets new standard for abuse of AI; judge tosses case

https://arstechnica.com/tech-policy/2026/02/randomly-quoting-ray-bradbury-did-not-save-lawyer-fro...
5•pseudolus•36m ago•0 comments

AI anxiety batters software execs, costing them combined $62B: report

https://nypost.com/2026/02/04/business/ai-anxiety-batters-software-execs-costing-them-62b-report/
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Bogus Pipeline

https://en.wikipedia.org/wiki/Bogus_pipeline
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Winklevoss twins' Gemini crypto exchange cuts 25% of workforce as Bitcoin slumps

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2•1vuio0pswjnm7•38m ago•0 comments

How AI Is Reshaping Human Reasoning and the Rise of Cognitive Surrender

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6097646
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Cycling in France

https://www.sheldonbrown.com/org/france-sheldon.html
2•jackhalford•39m ago•0 comments

Ask HN: What breaks in cross-border healthcare coordination?

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My Eighth Year as a Bootstrapped Founde

https://mtlynch.io/bootstrapped-founder-year-8/
1•mtlynch•43m ago•0 comments