Tag: optimizer

  • Hacker News: Building Effective "Agents"

    Source URL: https://www.anthropic.com/research/building-effective-agents Source: Hacker News Title: Building Effective "Agents" Feedly Summary: Comments AI Summary and Description: Yes Summary: The text provides insights into building effective large language model (LLM) agents, emphasizing simplicity over complexity in implementations. It categorizes agentic systems, detailing workflows and frameworks that can enhance LLM capabilities, and gives practical advice for…

  • Simon Willison’s Weblog: Building effective agents

    Source URL: https://simonwillison.net/2024/Dec/20/building-effective-agents/#atom-everything Source: Simon Willison’s Weblog Title: Building effective agents Feedly Summary: Building effective agents My principal complaint about the term “agents" is that while it has many different potential definitions most of the people who use it seem to assume that everyone else shares and understands the definition that they have chosen to…

  • Cloud Blog: What’s new for Google Cloud databases — December 2024

    Source URL: https://cloud.google.com/blog/products/databases/whats-new-for-databases-december-2024/ Source: Cloud Blog Title: What’s new for Google Cloud databases — December 2024 Feedly Summary: As the year winds down and we gather around the (digital) fireplace, the excitement around Google Cloud databases is ramping up! It’s been a busy season of innovation and customer success, and we’ve got a sack full…

  • Hacker News: No More Adam: Learning Rate Scaling at Initialization Is All You Need

    Source URL: https://arxiv.org/abs/2412.11768 Source: Hacker News Title: No More Adam: Learning Rate Scaling at Initialization Is All You Need Feedly Summary: Comments AI Summary and Description: Yes Summary: The text presents a novel optimization technique called SGD-SaI that enhances the stochastic gradient descent (SGD) algorithm for training deep neural networks. This method simplifies the process…

  • Cloud Blog: Tailor your search engine with AI-powered hybrid search in Spanner

    Source URL: https://cloud.google.com/blog/topics/developers-practitioners/hybrid-search-in-spanner-combine-full-text-and-vector-search/ Source: Cloud Blog Title: Tailor your search engine with AI-powered hybrid search in Spanner Feedly Summary: Search is at the heart of how we interact with the digital ecosystem, from online shopping to finding critical information. Enter generative AI, and user expectations are higher than ever. For applications to meet diverse user…

  • Hacker News: DSPy – Programming–not prompting–LMs

    Source URL: https://dspy.ai/ Source: Hacker News Title: DSPy – Programming–not prompting–LMs Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses DSPy, a framework designed for programming language models (LMs) rather than relying on simple prompting. It enables faster iterations in building modular AI systems while optimizing prompts and model weights, offering insights…

  • Hacker News: NanoGPT (124M) quality in 3.25B training tokens (vs. 10B)

    Source URL: https://github.com/KellerJordan/modded-nanogpt Source: Hacker News Title: NanoGPT (124M) quality in 3.25B training tokens (vs. 10B) Feedly Summary: Comments AI Summary and Description: Yes Summary: The provided text outlines a modified PyTorch trainer for GPT-2 that achieves training efficiency improvements through architectural updates and a novel optimizer. This is relevant for professionals in AI and…