A company foundry for the AGI-first world: a system that finds frontier work, runs it, proves it, settles it, and gets stronger from every validated cycle. #AGIALPHA
RESEARCH
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AdaGen: AI-Powered Optimization for Faster Image Generation
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Can AI learn to optimize its own creative process for faster and higher-quality image generation? AdaGen is here to move beyond the rigid, manually designed rules currently used in models like Diffusion and Transformers. AdaGen uses a lightweight reinforcement learning policy
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Google DeepMind Forms Strike Team to Compete with Anthropic
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Google has formed a dedicated strike team within Google DeepMind to improve its AI coding models, driven partly by pressure from Anthropic, whose tools are seen internally as more advanced. Leadership, including Sergey Brin (!), is pushing urgently toward “agentic” AI systems
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SAS Educator Portal: Free Analytics Resources for Students
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Get access to comprehensive resources to easily integrate analytics into your curriculum. The SAS Educator Portal provides free software, e-learning courses, certification pathways, exam discounts + more to help put your students on the path to success. http://
2.sas.com/6013B6GEFU -
GPT-2 Moment: The Decision That Changed Everything
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Thanks Hubert. I will never forget seeing GPT-2 for the first time and thinking “if I don’t drop everything and go all in on this, I’ll regret it for the rest of my life.” So glad I did.
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Dwarkesh Patel’s Podcast Coverage and AGI-Focused Narrative Analysis
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Dwarkesh is not an AGI party bro. He's been pretty diverse in how he seeks alpha from across a wide variety of industries. I enjoy the hell out of a lot of his podcasts.
This podcast though, his questions and narrative are very AGI Party takes, because I think they're very -
AI breakthrough promises major cancer treatment advancement
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L'un des cancers les plus foudroyants pourrait bientôt être vaincu. À toutes celles et ceux qui luttent aujourd'hui contre la maladie : tenez bon. Les prochains mois apporteront des signes concrets, et la décennie 2030-2040 marquera un basculement sans précédent dans l'histoire
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Six Dimensions Aligning Data Science Success Framework
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Data Science works when 6 dimensions align: Goals (value, decisions)
Methods (stats, ML/DL, A/B, viz)
People (DS+ML+Biz+Domain)
Processes (collect→clean→train→deploy→monitor)
Tech (Python/R, TF/PyTorch, cloud, SQL/NoSQL, BI)
Culture (collab, ethics, learning, -
Neural Network Disruption Through Sign-Bit Flip Attacks
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Maximal Brain Damage Without Data or Optimization Disrupting Neural Networks via Sign-Bit Flips paper: https://
huggingface.co/papers/2502.07
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SNR-t Bias in Diffusion Probabilistic Models Explained
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Elucidating the SNR-t Bias of Diffusion Probabilistic Models paper: https://
huggingface.co/papers/2604.16
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