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Machine Learning

Uploaded 5.6 billion TikTok videos metadata on Hugging Face, spanning from 2014 to October 2026 [P]

<!-- SC_OFF --><div class="md"><p>Dataset: <a href="https://huggingface.co/datasets/datasocial/tiktok-5.6B-videos">https://huggingface.co/datasets/datasocial/tiktok-5.6B-videos</a></p> <p>If you want to explore the data without downloading billions of rows, you can query my ClickHouse database directly. It includes:</p> <p>Creators table - 4.5 billion rows<br/> Videos table - 5.6 billion rows<br/> Sounds table - 633 million rows</p> <p>Comment below and I’ll DM you the database credentials.</p>

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Hacker News Ask

Ask HN: Which frontier model can do code security reviews

I can't complain about Opus 5.5, more than extracted my money's worth out of it but the final stages require pen-testing and Claude's masters stomp on it every time it tries to help do security reviews [cyber]. Ever so often it sneaks in a security fix. Even found a race condition in haproxy by mistake and Claude took it upon itself to find the crash string. That went horribly bad. Each time they try to up-sell Mythos and say I have to go through a verification program that I am not permitted to

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Hacker News: Show HN

Show HN: Pointless but mostly-exact clone of Hacker News

Source code: http://github.com/shawwn/sharc I had more things I wanted to do with this, but I should probably admit to myself I probably won't be. The original idea was for https://news.ycombinator.lol to be "Hacker News, but all the comments are AI." Right now it's "Hacker News, but all the comments are the same as the real HN." Hence, it's completely pointless. Special thanks to dang for collaborating -- he even suggested the name for the codebase, "sharc". Development time was about four mont

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Hacker News 最佳

Claude Haiku 5.5

Article URL: https://www.anthropic.com/claude-haiku-5-5 Comments URL: https://news.ycombinator.com/item?id=49996437 Points: 738 # Comments: 373

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The Verge

Microsoft is giving Copilot more control over Windows and your files

At today's Windows and Surface event, Microsoft showed off an upgrade to its Copilot AI system that will give it access to local files on your PC and the ability to take actions across the OS. It's part of an idea Microsoft is calling "Hybrid Intelligence," where apps and tools rely on a mix of […]

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Microsoft is giving Copilot more control over Windows and your files
Hacker News 最佳

GPT‑6 and Intelligent UI for everyone

Article URL: https://openai.com/index/gpt-6-for-everyone/ Comments URL: https://news.ycombinator.com/item?id=49996425 Points: 540 # Comments: 281

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Hubspot

How AI search optimization works for modern marketers

<div class="hs-featured-image-wrapper"> <a href="https://blog.hubspot.com/marketing/how-ai-search-optimization-works" title="" class="hs-featured-image-link"> <img src="https://blog.hubspot.com/hubfs/How-AI-search-optimization-works-for-modern-marketers-1-20261002-4471058.webp" alt="how does ai search optimization work" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p>Today, when a buyer asks ChatGPT, Perplexity, or Google’

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WiredBusiness

The New ChatGPT Is More Show Than Tell

OpenAI is updating ChatGPT for all users with an “Intelligent UI” that’s more visual—generating interactive elements as part of the chatbot’s outputs.

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The New ChatGPT Is More Show Than Tell
Product Hunt — The best new products, every day

SquadRoom

<p> AI employees that work 24/7 </p> <p> <a href="https://www.producthunt.com/products/squadroom?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1272978?app_id=339">Link</a> </p>

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The Pragmatic EngineerDev & Frontend

Building resilient systems with Sam Newman

Sam Newman joins me to discuss when to use microservices, how to build resilient distributed systems, and how AI is changing software development.

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Building resilient systems with Sam Newman
Hacker News: Show HN

Show HN: Terse, a Claude Code plugin that halves reply length by cutting filler

I struggle with the way Claude speaks to me when I do work. So much text, every, single, time. When I ask a question, I get an essay back, and with so many weird constructs: slogans, metaphors, recaps, strange choice of nouns, "it's not X, it's Y". Claude's own "concise" mode shortens it, somewhat, but keeps the the rest of the slop. I tried system prompts, those got forgotten after a couple of turns. I tried looking for plugins but none consistently made Claude speak normally. Some where slash

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Hacker News: Show HN

Show HN: VoiceGremlin, a SaaS tool for automated tests against AI phone agents

Hi, I'm a former SDET and now solo dev of VoiceGremlin, a tool for automated tests against AI that answer phones. You pass the API a phone number and a test case like "Verify that the agent does X." It calls your voice agent, tests the thing by having the bots talk to each other, and uses LLM-as-judge to provide a pass/fail for your pipeline. State: Fully working, free trial, no card needed. Try it out and please give me feedback, especially if you run in to problems. Goal: I built VoiceGremlin

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Hacker News: Show HN

Show HN: A faithful recreation of the Plex UI for Jellyfin

My biggest issue with Jellyfin was always the UI, so I rebuilt Plex Web on top of it. It runs in the browser and connects to your existing Jellyfin server. Try it with Jellyfin's demo server: https://jellex.x86.cx Disclaimer: Written entirely by an LLM. Comments URL: https://news.ycombinator.com/item?id=49995763 Points: 3 # Comments: 0

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Hacker News Ask

Ask HN: Is anyone still working on dLLMs

I remember seeing a lot of hype around Diffusion LLMs and thinking there was a lot of potential there for locally hosting models. Is there some big downside I'm not seeing? Comments URL: https://news.ycombinator.com/item?id=49995709 Points: 3 # Comments: 0

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Hacker News Ask

Coding and Agentic Capabilities Are Now More Important Than Ever for AI

I have written a deep dive into this topic in my website Nasengetu. You can go on Google, search for Nasengetu Tech, and read the latest article. If it doesn't appear, go to the News section of the website. Comments URL: https://news.ycombinator.com/item?id=49995428 Points: 2 # Comments: 3

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Product HuntTools

Hallmonitor

<p> See and answer every coding agent from your notch </p> <p> <a href="https://www.producthunt.com/products/hallmonitor?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1272923?app_id=339">Link</a> </p>

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Cloudflare Blog

Building an evidence-grounded agentic security operations harness on Cloudflare

Cloudflare Managed Defense uses a team of specialized AI agents built on Workers and global network telemetry to analyze security alerts. By separating deterministic evidence collection from model inference, the system delivers grounded recommendations to Managed Defense Analysts.

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Building an evidence-grounded agentic security operations harness on Cloudflare
The Robot ReportRobotics

Teradyne Robotics, Elite Robots settle cobot dispute

Teradyne Robotics and Elite Robots have settled their software dispute, ending the legal case without disclosing the terms of the agreement. The post Teradyne Robotics, Elite Robots settle cobot dispute appeared first on The Robot Report .

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Teradyne Robotics, Elite Robots settle cobot dispute
Microsoft ResearchResearch

Agent Lightning v1.0: A 3,500-Line Lightweight Agentic RL Framework for Training Agents with Real Harnesses

Training AI agents with reinforcement learning can be challenging because their tools, context, and decision-making are managed by complex frameworks. Agent Lightning connects existing agents to RL training, making it easier to improve them without rebuilding them. The post Agent Lightning v1.0: A 3,500-Line Lightweight Agentic RL Framework for Training Agents with Real Harnesses appeared first on Microsoft Research .

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Agent Lightning v1.0: A 3,500-Line Lightweight Agentic RL Framework for Training Agents with Real Harnesses
Product HuntTools

SineFrame M3

<p> Test MCP servers and the agents that call them in pytest </p> <p> <a href="https://www.producthunt.com/products/sineframe-m3?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1272866?app_id=339">Link</a> </p>

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Product Hunt — The best new products, every day

OpenCharm

<p> Open-source body for the AI agent you already run </p> <p> <a href="https://www.producthunt.com/products/opencharm?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1272865?app_id=339">Link</a> </p>

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AWS Machine Learning Blog

Beyond hours saved: Building the business case for agentic automation

The RPA-era ROI model misses most of the value agentic automation creates. This post gives AI center of excellence leaders a framework to size the full value of agents across time savings, exception handling, decision quality, and maintenance economics, and to prioritize which workflows to automate first.

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AWS Machine Learning Blog

How Qlik built grounded, enterprise-scale AI with Amazon Bedrock

Qlik built Qlik Answers on Amazon Bedrock to give its 40,000+ customers grounded, sourced answers across structured and unstructured enterprise data. Learn how a layered, multi-agent architecture with cross-Region inference and Amazon Bedrock Guardrails delivers trusted AI at global scale.

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AWS Machine Learning Blog

Automate remediation post AWS DevOps Agent investigation

AWS DevOps Agent can diagnose production incidents but is kept in observe-and-report mode so it does not change resources directly. This post shows how to use AWS Lambda Durable Functions, Amazon EventBridge, and Amazon Bedrock to turn its investigation summaries into pre-validated fixes an on-call engineer can approve with a single action.

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AWS Machine Learning Blog

Building AI builders: Playbook for closing the AI knowledge-capability gap

The biggest barrier to AI adoption isn't awareness. It's the gap between talking about AI and building with it. Here's the playbook we used to turn non-technical, customer-facing professionals into confident AI builders in six weeks, and how your organization can replicate it.

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The Guardian AIBusiness

OpenAI’s release of mathematical findings draws concerns from experts

<p>Leaders worry OpenAI is not doing due diligence to vet results and that AI models aren’t accessible to broader field of mathematicians </p><p>OpenAI has astounded mathematicians after <a href="https://github.com/openai/math">releasing</a> hundreds of new mathematical findings on Tuesday.</p><p>The company published over 370 mathematical results across a variety of topics such as algebra, theoretical computer science and mathematical logic, showcasing what some of its most advanced artificial

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OpenAI’s release of mathematical findings draws concerns from experts
AWS Machine Learning Blog

How Cornerstone OnDemand cut database diagnosis by 78% with Amazon Bedrock

Cornerstone OnDemand built Orion AI, a multi-agent system on Amazon Bedrock and Strands Agents, to turn database operations from reactive firefighting into proactive automation. A three-person team cut database diagnosis from 45 minutes to 10, a 78% reduction, in six months. See the design decisions other teams can reuse.

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The Hacker NewsSecurity

Unpatched Critical LMCache Flaw Lets Unauthenticated Attackers Run Code Remotely

A critical vulnerability in LMCache, open-source software that speeds up large language model (LLM) servers such as vLLM, lets an attacker run code on the cache server without logging in, and no fixed version is available. The flaw is in LMCache's multiprocess mode, where the cache runs as a standalone server that LLM workers reach over the ZeroMQ messaging library. A single network

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Unpatched Critical LMCache Flaw Lets Unauthenticated Attackers Run Code Remotely