Composer 2 had three main efforts: continued pretraining, reinforcement learning, and benchmark development. The goal of each was to closely emulate the Cursor environment to produce a highly intelligent coding model.
LLMS
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Continued Pretraining Boosts Downstream Coding Performance
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We show how continued pretraining results in consistent improvements in downstream coding performance.
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Composer 2 Training Technical Report Released
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We're releasing a technical report describing how Composer 2 was trained.
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50 ML Projects to Understand LLM Transformer Mechanisms
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50 ML projects to understand LLMs — Investigate transformer mechanisms through data analysis, visualization, and experimentation: http://
amzn.to/4aPfP7q
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#AI #GenAI #MachineLearning #DataScientist #DataScience -
New Packt Release on Agentic Architectural Patterns for Multi-Agent Systems
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New release from @PacktDataML at http://
amzn.to/3MaHy8T "Agentic Architectural Patterns for Building Multi-Agent Systems: Proven design patterns and practices for GenAI, agents, RAG, LLMOps, and enterprise-scale AI systems" Contents:
GenAI in the Enterprise: Landscape, -
OpenAI Reallocates Compute From Sora to Next Major Model
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OpenAI would have sidelined Sora not out of disinterest in video, but because the compute had to be reallocated to training its next major model. OpenAI needs to release a model significantly more powerful to catch up on its lag behind Claude.
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OpenAI’s Sora Team Shifts Focus to World Models Research
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OpenAI's Sora team is now working on world-models – they prioritize longer-term world simulation research especially as it pertains to robotics. tl;dr what we know so far: – Sora has been cancelled because they needed the compute for their new LLM
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Fluid Intelligence vs Memorized Templates in AI Systems
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People struggle to differentiate fluid intelligence from knowledge because, given enough preparation, memorized templates become a solid substitute for on-the-fly adaptation
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Capability Safety Tension in AI Model Interactions
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The tension between capability and safety in computer use is real. Negotiating (with frustration) with the model on what it can and can't do is the new normal for power users.
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OpenAI AGI Claims: Real Achievement or Elaborate Troll?
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Either OpenAI officially achieved AGI or this is the biggest troll move ever: – they rename product organization to "AGI Deployment"
– Altman says the next LLM is a "very strong model"
– it very much accelerate the economy Quote: "Altman also said that the company would be