Butch Coolidge @vulnerablecodes

They picked the wrong man to piss off. Jim Caviezel plays a former Special Forces soldier who turns his home into a war zone after powerful people threaten everything he protects. Ghost Soldier looks absolutely brutal.

Don't waste 2 years learning to become an AI agentic engineer in 2026. Andrew Ng, the godfather of AI, gave the complete playbook to become one from scratch. 1 hour course. Free: • 00:00 - AI agent basics • 12:12 - AI Agentic workflows & design patterns • 53:27 - Practical tips for building AI agents • 1:20:30 - self-improving AI agent loops • 1:30:19 - multi-agent AI systems I watched it last night. Halfway through, I realized I could get into Anthropic in weeks, not years. Bookmark now. Watch it. Then build your own AI agent

if i could recommend the 3 most useful tools for any aspiring agentic dev, the ones that changed the way i work, ate my frustration and kept my privacy, the tools i use every day are: > 1. tmux. since the day i got in touch with tmux a few years ago it changed my world view, and now that we are in the agentic era it is more useful than ever. every agent runs in its own pane and a master orchestrator seeds and steers each tmux session itself, so everything stays detached yet connected. > 2. forgejo private git server. a private git server plays as the memory layer for each ai agent, and each agent pulls and pushes and merges its own memory. once you get this you will never worry about your memory and you own every byte of it. > 3. gpu. and i am not talking about an rtx 6000 pro or a dgx spark. once you have any 12 to 24gb of vram and start tasting local ai, your entire perspective will change on how you work and what you share with closed cloud ai. own these 3 as infrastructure and you will make it. miss it anon and ngmi.

We got @UnslothAI a DGX Station! @danielhanchen and @NaderLikeLadder checked out Unsloth’s new @Dell Pro Max with GB300 and talked about what comes next: support for more models, faster quantization, and more efficient reinforcement learning.

@rasbt @ekremcetinkaya_ A video or series on this would be great 👀❤️

Have you SEEN the LIONESS Final EPISODE?! 🔥Who is "THE MOLE" on the #show ? @TetianaGaidar One of my FAVORITE shows. Such an INCREDIBLE CAST & the whole team behind it! How about that gritty performance by @zoesaldana ! What did you think of @ThadLuckinbill performance as Kyle? SPIN-OFF 👀 who's with me? #lioness #ZoeSaldana #TaylorSheridan #action #show #TV #TVShow #TVSeries #shooting #draw #viral #viralvideo #viralreels #CallOfDuty #military #film #movie #movieclips #movietime #filmCommunity #BTS #suits #sports #woman #athlete #fighter #FBI #cops

Build an assistant that can store and search what it sees, hears, and is told, all without leaving the device. In Building AI Assistants with On-Device Memory, you'll build a local memory system that recalls text, voice, and images, and teach it to recognize something new from a few photos. Built in partnership with @qdrant_engine and taught by @DylanCouzon, Developer Experience Engineer at Qdrant. This course also includes our new AI coding lab, so you can practice building with an AI coding agent from the DeepLearning.AI mobile app. Enroll for free: hubs.la/Q04y3S0F0

omg…that i made this with Claude Opus 5.5 and Seedance 2.5 nobody is teaching you the actual workflow behind these AI realistic videos.. so here it is, full breakdown, every prompt included 👇

In 2026 Local AI adoption has dramatically grown and outpaced all our own predictions at Unsloth! We're working on a lot of cool stuff which will make local AI even faster and more accessible in the coming weeks!

Unsloth AI @UnslothAI

21 hours ago

Unsloth has surpassed 500M model downloads on Hugging Face! 🦥🤗 Qwen3.8-27B GGUF is already Unsloth’s #1 most-downloaded model ever. Thanks for all your support!

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Opus 5.5 is basically useless for cybersecurity what a shame @AnthropicAI even with CVP verified.

🔥 Introducing REx@Skill — an open-source 𝗔𝗻𝘁𝗵𝗿𝗼𝗽𝗶𝗰 𝗖𝗹𝗮𝘂𝗱𝗲 𝗖𝗼𝗱𝗲 𝗦𝗸𝗶𝗹𝗹 for agentic binary reverse engineering & vulnerability discovery. 7 specialized subagents with integrated Ghidra, QEMU, AFL++, and Z3 tooling. github.com/tihanyin/REx-s… #AgentSkill

Sounil Yu and I surveyed 300+ security professionals about how their organizations secure AI. We published what we learned as a report, and here are the findings that surprised me most. x.com/lennyzeltser/s…

Lenny Zeltser @lennyzeltser

2 days ago

x.com/i/article/2102…

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Alert: Apple just dropped a new model on Hugging Face. It's a Qwen3.5-9B finetune that turns long documents into small page images to save tokens, then pulls up the full text of only the pages relevant to your question 💡 huggingface.co/apple/LensVLM-…

A quick article showing how the Jev OPSEC ranker works, and looking at how Jev can be used for identifying potentially sensitive file paths and content at speed. x.com/i/article/2102…

Post-train an open model into a coding agent that accelerates developer workflows on everyday hardware. The Gemma 4 Developer Agent Competition, hosted by @googlegemma and Kaggle, is live! 💰 Total Prize Pool: $100,000 ⏰ Entry Deadline: November 25, 2026

I took interviews, I attended lots of interview in AI/ML positions. Most of the people don't know how to prep with right strategy. So I covered insights from personal experience which will make you in better shape for interivews. > how you can build a AI/ML projects to get hired > how hiring cycle works in AI/ML hiring > importance of system design today > how to create meaningful resume and not just for ATS > MLOps prep > recruiters expectations in AI/ML interviews and much more. There is a lot of noise on internet and specially on X and most articles don't even carry experiences. I thought why not to write a real experience and here it is. Have a read and comment your thoughts.

Karan🧋 @kmeanskaran

2 months ago

x.com/i/article/2078…

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@IntCyberDigest Good move to keep kids safe

斯坦福 2025 年秋季，开了一门 CS146S「现代软件开发者」，讲怎么跟编码 Agent 一起写软件，8 周作业全部公开在 GitHub 上。 每周一个主题，从提示词技巧开始，接着给现成的小应用加功能，自己写一个 MCP 服务把外部接口接给模型。 再往后用 Claude Code 搭至少两个自动化流程、用 Semgrep 扫出并修掉至少 3 个安全漏洞，最后一周把同一个应用用 3 套技术栈各做一遍。 GitHub：github.com/mihail911/mode… 第七周的作业我挺喜欢，每个任务只给 AI 一次提示就让它写完，自己逐行审一遍，再拿自己的审查意见跟 AI 审查的结果对比。 不少作业带现成的起步项目和测试，第一周还用 Ollama 在本地跑模型。没机会上这类课的，照着 8 周作业自己过一遍，能补上不少。

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The commercial C2 market is changing fast. Bank of America is acquiring MDSec, and Nighthawk customers have been warned that license extensions after the acquisition may not be possible. That leaves a surprisingly small group of serious commercial C2 platforms. Cobalt Strike. Outflank C2. Brute Ratel C4. And the rapidly rising Havoc Professional by @C5pider. What makes Havoc particularly interesting is where red teaming is heading next: automation, AI-assisted operations, agentic workflows and potentially MCP-driven integrations. Havoc Pro already has much of the architecture needed for that future: • Windows + Linux, x64 + ARM64 • Runtime C2 channel switching • Custom agents • Custom covert channels • Python + C++ extensibility • Server-side extensions • Task automation • BOFs • Firebeam VM • CET-aware stack spoofing • Direct + P2P channels • Kaine-kit The C2 market may be consolidating, but Havoc appears to be moving in the opposite direction. More capabilities. More extensibility. More operator control. This week I'm going to dig into how Havoc compares with the remaining commercial C2 platforms. Which one would you benchmark first? #RedTeam #AdversarySimulation

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@mirexmoses Trailer looked cheesy. When she says I can burn down your whole bar in a week LOL. Shes just not a tuff character let alone muscle