Tag: efficiency

  • Simon Willison’s Weblog: Grant Negotiation and Authorization Protocol (GNAP)

    Source URL: https://simonwillison.net/2024/Oct/14/grant-negotiation-and-authorization-protocol-gnap/#atom-everything Source: Simon Willison’s Weblog Title: Grant Negotiation and Authorization Protocol (GNAP) Feedly Summary: Grant Negotiation and Authorization Protocol (GNAP) RFC 9635 was published a few days ago. GNAP is effectively OAuth 3 – it’s a newly standardized design for a protocol for delegating authorization so an application can access data on your…

  • Hacker News: A FLOSS platform for data analysis pipelines that you probably haven’t heard of

    Source URL: https://arvados.org/technology/ Source: Hacker News Title: A FLOSS platform for data analysis pipelines that you probably haven’t heard of Feedly Summary: Comments AI Summary and Description: Yes Summary: The provided text discusses the Arvados architecture, an open-source platform for managing and processing large datasets, highlighting its data storage capabilities, workflow orchestration, and security features.…

  • Hacker News: 20x faster convergence for diffusion models

    Source URL: https://sihyun.me/REPA/ Source: Hacker News Title: 20x faster convergence for diffusion models Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses a novel technique, REPresentation Alignment (REPA), which enhances the performance of generative diffusion models by improving internal representation alignment with self-supervised visual representations. This method significantly increases training efficiency and…

  • Hacker News: Simonw’s notes on Cloudflare’s new SQLite-backed "Durable Objects" system

    Source URL: https://simonwillison.net/2024/Oct/13/zero-latency-sqlite-storage-in-every-durable-object/ Source: Hacker News Title: Simonw’s notes on Cloudflare’s new SQLite-backed "Durable Objects" system Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the enhancements to Cloudflare’s Durable Object platform, where the system evolves to leverage zero-latency SQLite storage. This architectural design integrates application logic directly with data, which offers…

  • Simon Willison’s Weblog: An LLM TDD loop

    Source URL: https://simonwillison.net/2024/Oct/13/an-llm-tdd-loop/#atom-everything Source: Simon Willison’s Weblog Title: An LLM TDD loop Feedly Summary: An LLM TDD loop Super neat demo by David Winterbottom, who wrapped my LLM and files-to-prompt tools in a short Bash script that can be fed a file full of Python unit tests and an empty implementation file and will then…

  • Hacker News: Integer addition algorithm could reduce energy needs of AI by 95%

    Source URL: https://techxplore.com/news/2024-10-integer-addition-algorithm-energy-ai.html Source: Hacker News Title: Integer addition algorithm could reduce energy needs of AI by 95% Feedly Summary: Comments AI Summary and Description: Yes Summary: Engineers at BitEnergy AI have devised a method that reportedly reduces the energy consumption of AI applications by 95%. By employing integer addition over complex floating-point multiplication, this…

  • Slashdot: LLM Attacks Take Just 42 Seconds On Average, 20% of Jailbreaks Succeed

    Source URL: https://it.slashdot.org/story/24/10/12/213247/llm-attacks-take-just-42-seconds-on-average-20-of-jailbreaks-succeed?utm_source=rss1.0mainlinkanon&utm_medium=feed Source: Slashdot Title: LLM Attacks Take Just 42 Seconds On Average, 20% of Jailbreaks Succeed Feedly Summary: AI Summary and Description: Yes Summary: The article discusses alarming findings from Pillar Security’s report on attacks against large language models (LLMs), revealing that such attacks are not only alarmingly quick but also frequently result…

  • Hacker News: The Explore vs. Exploit Dilemma

    Source URL: https://nathanzhao.cc/explore-exploit Source: Hacker News Title: The Explore vs. Exploit Dilemma Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text presents an in-depth exploration of the multi-armed bandit problem, a fundamental concept in machine learning related to decision-making under uncertainty. It discusses the dynamics of exploration and exploitation, and introduces the forward…

  • Microsoft Security Blog: Microsoft’s guidance to help mitigate Kerberoasting  

    Source URL: https://www.microsoft.com/en-us/security/blog/2024/10/11/microsofts-guidance-to-help-mitigate-kerberoasting/ Source: Microsoft Security Blog Title: Microsoft’s guidance to help mitigate Kerberoasting   Feedly Summary: Kerberoasting, a well-known Active Directory (AD) attack vector, enables threat actors to steal credentials and navigate through devices and networks. Microsoft is sharing recommended actions administrators can take now to help prevent successful Kerberoasting cyberattacks. The post Microsoft’s…

  • 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…