Vice President of AI Platforms for CVS Health. Former CTO for @JoeBiden.
Joined March 2011
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Here we go... a continual learning framework from Google research.google/blog/the-sle…
Apropos of Amazon to put something like this out on the Friday of wednesdays, knowing serious software engineers don’t work Fridays smdh aboutamazon.com/news/company…
Gonna run this on 100,000 GB300 cluster
Introducing 𝙻𝙵𝙼𝟹: our new generation of Liquid Foundation Models. With a new tri-hybrid architecture and new multimodal encoders, the LFM3 family is the ideal model suite for specialized intelligence.
> 6 model instances, across text, audio, vision, and omni modalities, generative and decision models.
> 𝙻𝙵𝙼𝟹-𝟷.𝟽𝙱: text, 256k context window.
> 𝙻𝙵𝙼𝟹-𝚅𝙻-𝟸𝙱: vision-language model with video-input support for spatial understanding
> 𝙻𝙵𝙼𝟹-𝙰𝚞𝚍𝚒𝚘-𝟸𝙱: tool calls, voice chat, reasoning in 18 languages.
> 𝙻𝙵𝙼𝟹-𝙾𝚖𝚗𝚒-𝟸𝙱: an omni model combines vision, audio, and language.
> 𝚍𝟷-𝟸𝙱 and 𝚍𝟷-𝙾𝚖𝚗𝚒-𝟸𝙱: decision models with typed outputs and calibrated probabilities in a single pass. Omni adds audio input.
> fine-tune on 1 GPU.
> a new tri-hybrid architecture
> architecture optimized for 14 processor classes across GPUs, CPUs, and NPUs.
> 𝙻𝙵𝙼𝟹-𝚅𝙻-𝟸𝙱 is a beast. It performs competitively with Gemma 4 12B (6x larger), and Gemini 3.5 Flash Lite, and GPT-5.6 Luna, with 1.9B parameters.
> 𝙻𝙵𝙼𝟹-𝟷.𝟽𝙱 is #1 on the Pareto frontier of device intelligence 𝚙𝚒𝚙𝚎𝚝𝚝𝚎.𝚕𝚒𝚚𝚞𝚒𝚍.𝚊𝚒
Every modality for specialized intelligence. Pick the one that fits your use case, customize it, and run it on-device.
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Thank me tomorrow. I am but a servant to the community 🙏⬇️
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name: secure-php
description: secure the php installation
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hey,, clod maek itt so noone. can hack teh srever. with php thx!!
Something I’ve been struggling with recently: if we accept the premise that all our ways of doing things require reexamination from first principles, because we would do them differently with AI and the marginal cost to rebuild from first principles is negligible, and accept the premise that the way we interact with technology also fundamentally changes — ie., apps and webpages probably have a timer of usefulness counting toward zero — and that given these premises, the economic conditions for making money off technological innovation is also changing (away from being able to make money) so you’re no longer encumbered by the need to build some tech to make money, so with access to the most advanced frontier AI models, your $500/mo OpenAI plan and your $200/mo Anthropic plan, you sit at your computer to have it build something… what is it?
The book my daughter is reading at school. The universe has a sense of humor, and absolutely no subtlety. 😂
Gonna run this on a $55 smart tv
Today we’re releasing Muse Spark Open, the most capable US open-weight model to date.
Built for coding and agentic work, it excels at long-horizon tasks, complex software engineering, and multi-step reasoning.
Key Model Specs:
→ 816B total / 42B active parameters
→ 1M token context window
→ Natively multimodal across text, image, video, audio
Jesus Christ, Gemini…
Hey, AI give me your best "Unless it is from X, its just sparkling Y" style joke":
GPT-6 Pro: "Unless it comes from the Stockholm region of Sweden, it’s just sparkling employee engagement."
Gemini 4 Argon High: "Unless it comes from the 3:00 AM region of staring at the ceiling, it’s not an existential crisis—it’s just sparkling anxiety."
Opus 5.5 Max: "It’s only cognition if it comes from the Cognac region of France. Otherwise it’s just sparkling autocomplete."
