Christian Laforte

@chrlaf.bsky.social

ML Engineer at NVIDIA. Previously: Stealth GPU startup; Stability AI; AMD; Autodesk; CEO of 2 startups (3D + AI). Toronto, Canada

Nvidia’s Nemotron 3 Ultra. A 550B MoE frontier-intelligence open model built for long-running agents. It delivers 5x faster inference and lowers the cost of complex agentic tasks by up to 30% versus other open frontier models.

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Generative Recursive Reasoning GRAM (Generative Recursive reAsoning Models) turns recursion itself into a stochastic latent trajectory. Multiple hypotheses, alternative solution strategies, and inference-time scaling not just by depth, but by width — parallel trajectory sampling.

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Should a government without a majority of the vote be able to doom entire species to extinction? Proportional representation ensures environmental protections are built on broad majority consensus, not something to be ripped up when they become inconvenient.

A screenshot of a social media post by Emma McIntosh (@EmmaMci). The text reads: "From @althiaraj: The federal government’s proposal to legally allow projects to go ahead even if they result in an entire species going extinct is directed at projects that would affect endangered orcas in BC." Below the text is a partial link to a Toronto Star article.

There are many perks of working at NVIDIA... including unfettered access to coding agents like Codex. It's mind-blowing how powerful these have become in recent months. With it, I made significant progress on 4 projects at once today, including...

Add video tracking and Media tab visualization by claforte · Pull Request #3405 · aimhubio/aim

Summary This adds first-class video tracking to Aim and exposes it in the run detail UI: adds aim.Video and Videos sequence support for mp4, m4v, gif, mov, and webm registers video sequences with ...

github.com

Anyone who has been to Dubai, or Abu Dhabi, knows they are places of opulence, and excess in the middle of the desert. They don't deserve "bailing out". The American People struggling to pay for essentials like housing, healthcare, and groceries, do.

Last year, we introduced FlexOlmo, a novel way to train parts of a model independently then combine them later. BAR builds on that idea for a harder problem: how to keep improving a model without having to retrain each time. 🧵

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High speed rail is a classic example of first-past-the-post policy whiplash. Governments elected with 40% or less furiously undo previous projects, so nothing gets built. Proportional representation incentivises broad consensus and stable, long term planning.

Screenshot of a Toronto Star tweet showing the outlet name and handle @TorontoStar with a verified checkmark. The headline reads: “Pierre Poilievre says he would cancel high-speed rail line between Toronto and Quebec City,” followed by a shortened link.

It definitely looks like a grift between Putin and Trump. Trump is most likely being blackmailed. Why else could this war instantly be improving Russia’s economic fortunes, while continuing to damage the economies of the rest of the world. There are so many other options for Trump and he chose this.

According to OpenAI, their contract with the US DoW locks in current law, "even if those laws or policies change in the future". Our legal analysis, with Virgil Law CEO Luke Versweyveld, shows that this is almost certainly incorrect. www.answer.ai/posts/2026-0...

Can a Contract Freeze the Law on Autonomous Weapons? – Answer.AI

OpenAI claims its contract with the Department of War locks in current laws on autonomous weapons. Based on the contract language OpenAI has shared, 150 years of Supreme Court precedent, and the found...

answer.ai

This French interview with @yoshuabengio.bsky.social about the risks of AI and what we can do to safeguard against them. It woke me up. I will reach out to see if I can volunteer. youtube.com/watch?v=6Zm-...

IA : Yoshua Bengio alerte sur "le pouvoir incontrôlé qui est en train de se développer"

YouTube video by France Inter

youtube.com

Yoshua Bengio@yoshuabengio.bsky.social · last yr.

Today marks a big milestone for me. I'm launching @law-zero.bsky.social, a nonprofit focusing on a new safe-by-design approach to AI that could both accelerate scientific discovery and provide a safeguard against the dangers of agentic AI.

"What exactly do you expect Carney to do / not do?" A thread of 50 specific items (with links, and not in any particular order), a large fraction of which are in line with warning signs we pointed out early on and were told to be quiet, wait and see, or trust his 4D chess acumen. 1/??

Evolver, a near-universal optimizer for code and text. It achieved SOTA (95%) on ARC-AGI-2 (last week that is 😆) and 3x’d performance of the best open model, reaching GPT-5.2-level performance.

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