"After training on 12,000 patterns it becomes obvious that the new network will outperform the old… If our predictive method gives a good quantitative estimate of the network's test error, we can decide whether three weeks of training should be devoted to the new architecture"
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French Students Open-Source LFM2 Language Model Finetune
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Really impressed by the French finetune of LFM2 made by two students. They created a solid post-training pipeline (FFT + merging) and open-sourced all the code and data. Amazing work by Sinoué Gad and Maxence Lasbordes!
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Tools for data analysis beyond sentiment analysis
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A lot of different things. So far every tool I’ve tested has been a bit of a let down. I want to actually do stuff with the data beyond analyze sentiment.
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Model Security Vulnerabilities: Environment Variable Theft Techniques
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That's pretty common these days, the challenge is making those protections completely airtight. Check out how @wunderwuzzi23 defeats model resistance to stealing environment variables here for example; https://
embracethered.com/blog/posts/202
5/openhands-the-lethal-trifecta-strikes-again/
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LangGraph Platform introduces revision queueing for sequential processing
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🔥 Revision Queueing in LangGraph Platform! Any new revisions will be be queued up and proceed after completion of the first
— LangChain (@LangChain) 25 août 2025
Developer workflows on LangGraph Platform just got another boost 🏃 pic.twitter.com/ExtfVXR1dbRevision Queueing in LangGraph Platform! Any new revisions will be be queued up and proceed after completion of the first Developer workflows on LangGraph Platform just got another boost
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Expert-Curated Datasets Improve Small Model Reasoning Skills
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Want to improve a smaller model’s reasoning skills? Our DaaS team is building expert-curated datasets for reasoning, function calling, and more. Let’s talk!
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Pydantic Code Pattern Implementation Insights
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I've not looked at this in a while but Pydantic published code that uses a similar pattern to mine here:
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Amplitude CEO: AI automation will reshape competitive landscape
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Please enjoy my interview with Amplitude CEO Spenser Skates. Amplitude CEO: ‘Companies that learn how to leverage AI will out-compete the ones that don’t’ “This whole category is going to be reshaped by how people use AI.” The automation of code via artificial intelligence
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Engineering: Turning Ideas into Reality Effectively
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Engineering is the study and practice of turning ideas into reality, effectively and efficiently.
