Tag: system design

  • Hacker News: AutoHete: An Automatic and Efficient Heterogeneous Training System for LLMs

    Source URL: https://arxiv.org/abs/2503.01890 Source: Hacker News Title: AutoHete: An Automatic and Efficient Heterogeneous Training System for LLMs Feedly Summary: Comments AI Summary and Description: Yes Summary: The paper introduces AutoHete, a groundbreaking training system designed for heterogeneous environments that significantly enhances the training efficiency of large language models (LLMs). It addresses GPU memory limitations and…

  • Slashdot: Allstate Insurance Sued For Delivering Personal Info In Plaintext

    Source URL: https://yro.slashdot.org/story/25/03/11/225252/allstate-insurance-sued-for-delivering-personal-info-in-plaintext?utm_source=rss1.0mainlinkanon&utm_medium=feed Source: Slashdot Title: Allstate Insurance Sued For Delivering Personal Info In Plaintext Feedly Summary: AI Summary and Description: Yes Summary: The text discusses a lawsuit against Allstate Insurance for a significant security lapse that allowed personal information, specifically driver’s license numbers (DLNs), to be exposed in plain text on their quoting website.…

  • The Register: Expired Juniper routers find new life – as Chinese spy hubs

    Source URL: https://www.theregister.com/2025/03/12/china_spy_juniper_routers/ Source: The Register Title: Expired Juniper routers find new life – as Chinese spy hubs Feedly Summary: Fewer than 10 known victims, but Mandiant suspects others compromised, too Chinese spies have for months exploited old Juniper Networks routers, infecting the buggy gear with custom backdoors and gaining root access to the compromised…

  • Hacker News: Show HN: ArchGW – An open-source intelligent proxy server for prompts

    Source URL: https://github.com/katanemo/archgw Source: Hacker News Title: Show HN: ArchGW – An open-source intelligent proxy server for prompts Feedly Summary: Comments AI Summary and Description: Yes Summary: The text describes Arch Gateway, a system designed by Envoy Proxy contributors to streamline the handling of prompts and API interactions through purpose-built LLMs. It features intelligent routing,…

  • Hacker News: AgenticMemory: Zettelkasten inspired agentic memory system

    Source URL: https://github.com/WujiangXu/AgenticMemory Source: Hacker News Title: AgenticMemory: Zettelkasten inspired agentic memory system Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses a novel Agentic Memory system designed specifically for Large Language Model (LLM) agents, enabling dynamic management and organization of memories. This system stands out by offering enhanced capabilities compared to…

  • Hacker News: Fire-Flyer File System from DeepSeek

    Source URL: https://github.com/deepseek-ai/3FS Source: Hacker News Title: Fire-Flyer File System from DeepSeek Feedly Summary: Comments AI Summary and Description: Yes Summary: The Fire-Flyer File System (3FS) is a distributed file system designed to optimize AI training and inference workloads by harnessing modern hardware capabilities. The text discusses its performance, a benchmarking approach using the GraySort…

  • Hacker News: The Age of Agent Experience

    Source URL: https://stytch.com/blog/the-age-of-agent-experience/ Source: Hacker News Title: The Age of Agent Experience Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the emerging concept of “Agent Experience” (AX), drawing parallels with User Experience (UX) and Developer Experience (DX). It emphasizes the significance of designing systems that cater to AI agents’ interactions while…

  • Hacker News: It is time to standardize principles and practices for software memory safety

    Source URL: https://cacm.acm.org/opinion/it-is-time-to-standardize-principles-and-practices-for-software-memory-safety/ Source: Hacker News Title: It is time to standardize principles and practices for software memory safety Feedly Summary: Comments AI Summary and Description: Yes Summary: The text provides a comprehensive exploration of the endemic memory-safety vulnerabilities in software, their implications for security, and the necessity for memory-safety standardization to enhance software security…

  • The Register: What does it mean to build in security from the ground up?

    Source URL: https://www.theregister.com/2025/02/02/security_design_choices/ Source: The Register Title: What does it mean to build in security from the ground up? Feedly Summary: As if secure design is the only bullet point in a list of software engineering best practices Systems Approach As my Systems Approach co-author Bruce Davie and I think through what it means to…

  • Hacker News: Every System is a Log: Avoiding coordination in distributed applications

    Source URL: https://restate.dev/blog/every-system-is-a-log-avoiding-coordination-in-distributed-applications/ Source: Hacker News Title: Every System is a Log: Avoiding coordination in distributed applications Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the complexities of building resilient distributed applications, particularly focusing on the orchestration of logs in the context of ensuring correctness while avoiding distributed coordination. The article…