AI Researcher, Neural Nets, and Real Life Agentic Systems.

San Francisco, CA
Joined November 2024
Open Sourcing Claude Motion!!! Directly derived from the original system prompts, this allows an agent like Codex and Claude Code to make high quality motion videos! Below is a demo made by GPT 6 Sol within the Chat interface, so it works even with nerfed models.
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JUST IN: OpenAI, a Longtime Nvidia Customer, Plans to Buy Google’s AI Chips Google’s TPUs currently offer one of the best performance/dollar compute options! Source: The Information
ALERT🚨: NVIDIA has been working overtime, nights, and weekends after being shocked 🤯 by last week’s TPUv7 FP8 submission showing better performance per dollar. Unfortunately for NVIDIA, its first GB300 FP4 counter-submission is still 1.64x worse in performance per dollar than TPUv7 for external customers across most of the end-to-end performance curve. The x-axis of the graph below uses end-to-end latency, so a higher curve is better. The TPUv7 curve has higher perf per $ across most of the E2EL Pareto frontier. This initial submission looks like NVIDIA’s first attempt to close the gap, but the gap is still massive. We expect more counter-submissions from NVIDIA as they continue trying to narrow the difference.
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Whenever AI proves that P = NP they reset the simulation.
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So many tokens, yet not nearly enough. Participating in: openkernelchallenge.dev/ cerebralvalley.ai/e/meta-ai-… and doing post training on my RTX PRO 6000 cluster.
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Lmao they cherry-picked saturated benchmarks. GPQA. MATH 500. AIME. The EU is never making a competent model. xitter.cf/giotto_ai/status/21151…
Today we announce the launch of the Giotto family of models. We are unveiling Giotto Alto and Giotto Solo, the smartest European sovereign AI models on the market. Giotto Alto is our flagship model built for advanced reasoning capabilities, free for everyone and available on the App Store and Google Play. It is hosted on European cloud infrastructure, so your data stays in Europe. Giotto Solo is the smartest model that runs on a single GPU, so organisations can keep their AI on their own infrastructure. We are a Swiss lab with a European heart and we built this so that Europe can run advanced AI on its own terms. Use Giotto: cloud.giotto.ai/
Readers added context they thought people might want to know
Giotto's graphic shows self-reported benchmark scores comparing to specific variants of other models; independent leaderboards as of late Oct 2026 list no Giotto and different leading scores on AIME 2026, GPQA-Diamond and HLE. giotto.ai benchlm.ai/benchmarks/aim… benchlm.ai/benchmarks/gpq… benchlm.ai/benchmarks/hle
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Lol. I guess "AI" is bad and inaccurate, and so Trump is banning the term! I wonder how they will address companies like OpenAI.
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THE COLORS ALL BEING ON THE MODEL DOESN'T MEAN IT'S THE TOP PERFORMING ONE. I corrected the chart for anyone who thought it was a full win. LFM3 is good for edge devices, but don't blindly swap it in.
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For reference, here's the fixed comparison chart of LFM 3. Not across-the-board wins, but definitely a step forwards for local AI on edge devices! xitter.cf/liquidai/status/211512…
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. 1/ 🧵
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It's Fable 5.5 day everyone! excited to see this new model.
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Gemini 4 Flash has just surfaced internally within Google, codenamed "Hydrogen".
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HOLY SHIT ITS ANOTHER CVE
Announcing 3 Critical vulns for hundreds of millions of IoT, Firewalls, OT, and Military devices including: Palo Alto Networks, Comcast, D-Link, HP, Canon, Honeywell, GE, Oracle, Siemens, Rockwell, Digi, Lockheed Martin, Boeing... The vulns are with GoAhead Web Server which is a backend library used by these devices. There's a patch available from GoAhead but that doesn't mean there's a patch available for the devices yet -- that's up to the manufacturer. - TLS traffic over DHE ciphers have a 1-byte secret, "04", meaning anyone can decrypt connections to these devices and steal login credentials and session tokens if the client negotiated with DHE ciphers like the latest TLS_DHE_RSA_WITH_CHACHA20_POLY1305_SHA256, which is extremely likely. - LibreSSL mTLS has been completely bypassed, meaning anyone can connect over mTLS. If you have one of these devices listening on the internet and are expecting mTLS to protect it from attackers, take it offline or patch asap. - OpenSSL Certificate Revocation Lists (CRLs) are not enforced, meaning if a user device is stolen or compromised, and you revoke that mTLS cert, nothing actually happens. There are a lot of other attacks this can be used for. These are critical because these types of devices run our world. Water systems, electricity, military, firewalls, critical infrastructure. foxio.io/blog/choose-your-ba…
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Everyone sell your ethereum:native , OpenAI refuted it with a multi agent workflow!!!!
An internal model at OpenAI has produced a claimed refutation of ETH! Russell Impagliazzo, Mohan Paturi, and I have been asked to help organize an open and independent examination of this claim. 1/4
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Holy shit. OpenAI has disproven ETH, but this doesn’t mean P = NP yet. If P = NP, then nothing makes sense anymore.
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It's more than likely that GPT 6.1 Terra will be OpenAI's newest release to come, but personally, I don't have my hopes too high for this. Terra has always been the "middle child" of the GPT family. Sol is the flagship, and Luna is the cheap worker model. Terra must be RL-ed to the moon to compete with what the community wants and is already using.
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Jesse Pan retweeted
sick release in 24h from now! 10.27 10:00 am PT 💫💫💫
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