AI Research / Founder @ Red Dragon AI. Co-organiser of Machine Learning Singapore MeetUp. @GoogleDevExpert (ML). Fixed Income quant in NYC during AI winter

Singapore
Joined January 2014
Next week I'll be in Vancouver presenting two papers on which I was first author: * "A Reasoning-Based Approach to Cryptic Crossword Clue Solving" (#ICML2025) * "GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization" (@ESFoMo #AMD)
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Great to see people interested in Robots and World Models at the Machine Learning Singapore meetup 🇸🇬🔥
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I re-built the tiny-diffusion repo (which has 10MM param GPT and diffusion-LLM models for ~Shakespeare text) in JAX. And to show off more recent methods, I added flow-matching generation too. @GoogleDevExpert #TPUSprint
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Martin Andrews retweeted
if you care about getting your agents to write faster kernels, this is a MUST.
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Martin Andrews retweeted
Full house at the Machine Learning Singapore meetup tonight 🇸🇬🔥 Thanks @mdda123 and @Sam_Witteveen for hosting 🫶 – at Singapore
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I did some quick analysis (with an eye towards Kaggle's tunix competition) of how RL rollouts and parallel evaluation/training could be done within the 'TPUv5-8 for 9 hours' constraint. Blog post with results & code: mdda.net/blog/tech/misc/gemm… #AISprintH2
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Kaggle's free TPUv5-8s are awesome, but their resource queue is a mind-killer. So I put together some instructions for going from zero to a simple developer-friendly TPU setup on GCP! Blog post with code: mdda.net/blog/tech/misc/prac… #AISprintH2
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Martin Andrews retweeted
Non-natural image gen and editing are difficult tasks. We tested the state of the art at the time — including Nano Banana 1.0 & GPT-image — all performed quite poorly on StructBench. Nano Banana 2 (NB2) just dropped, and its improvements strongly validate a direction we studied in StructBench 🤯 It achieves 90+ on our image generation tasks—by far the best we’ve seen 🔥 A few months before the release of Nano Banana 2, we introduced StructBench — a benchmark for evaluating models on non-natural images like diagrams, math figures, charts, and documents. Our motivation was simple: today’s image models are overly optimized for aesthetics, but struggle with factuality + structural reasoning. If we want truly unified multimodal models, the training mix needs non-natural data too. But NB2 still isn’t perfect: we still find failure cases where it misinterprets instructions or misses structural details. Excited to see the field moving toward models that reason as well as they render. Below, we provide some more analysis along with cool results! @GeminiApp @GoogleDeepMind
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Martin Andrews retweeted
Excited to share that a scaled up version of Gemini DeepThink achieves gold-medal standard at the International Mathematical Olympiad. This result is official, and certified by the IMO organizers. Watch out this space, more to come soon! deepmind.google/discover/blo…
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Martin Andrews retweeted
I'll be presenting the "GPU Kernel Scientist" at the @ESFoMo workshop poster session @ICML in Vancouver with @Sam_Witteveen. * Saturday 1:00pm-2:30pm :: East Exhibition Hall A Come and chat if you want to chat about GPU kernels, or reasoning with verification!
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I'll be presenting the "GPU Kernel Scientist" at the @ESFoMo workshop poster session @ICML in Vancouver with @Sam_Witteveen. * Saturday 1:00pm-2:30pm :: East Exhibition Hall A Come and chat if you want to chat about GPU kernels, or reasoning with verification!
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For more details about the GPU Kernel Scientist please see mdda.net/blog/research/paper… The paper is mainly about solving the problem of creating kernels where there is limited documentation or source material available in the training data...
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So, while the paper talks specifically about @AMD MI300 fp8 operations, the system could be applied by many other chip companies to write kernels at scale... @intel #Trainium @GroqInc @SambaNovaAI @tenstorrent @cerebras @graphcoreai @huawei
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Full house tonight for @ollama 2nd Birthday event!! Great to meet the Ollama founding team and get a sneak peak of some big things coming!! – at Vancouver, British Columbia
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Martin Andrews retweeted
I'll be presenting our poster about Reasoning Verification for 'soft' tasks at the first poster session @ ICML with @Sam_Witteveen. * Tuesday 11am at West #418 Come and chat if you want to chat about reasoning, GPU kernels (or cryptic crosswords)!
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I'll be presenting our poster about Reasoning Verification for 'soft' tasks at the first poster session @ ICML with @Sam_Witteveen. * Tuesday 11am at West #418 Come and chat if you want to chat about reasoning, GPU kernels (or cryptic crosswords)!
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For more details about our reseasoning paper, and the GPU Kernel Scientist, please see: * mdda.net/blog/research/paper… * mdda.net/blog/research/paper…
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