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a space for men to speak the unspoken. Share your truth. Heal out loud. Also for fathers, sons, daughters and the silence we break together. #itsdad

XY Chromosome
Joined June 2025
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Agent.self learns how agent should orient and regulate cognition; Astra supplies the cognition; Jev supplies bounded common-sense judgment; memory/evidence keeps all of them grounded. MLoPs allows training from otel and your own internal sessions to understand SOE based on model
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Replying to @AnthropicAI
Video explainer by Opus 5.5:
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Memory is what allows Claude to learn from experience. In a new Engineering Blog post, we share how “dreaming” helps Claude organize what it’s learned, correct its mistakes, and find what it needs more easily the next time. anthropic.com/research/compo…
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We've shipped a lot of features to Devin and Devin Desktop, let's dive in to 20 things you might not know Devin can do. Starting with Local Hands: Devin Cloud can run commands on your machine.
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holy f*ck, NO HUMAN WEB DESIGNER WANTS TO COMPETE WITH THIS IN 2027. you’re watching AI agents build websites at a speed most humans can’t match. and the scary part? these tools are available to almost anyone. 7 GitHub repos you NEED to learn before your clients find someone who already has: 1. Bolt.diy - BUILD ENTIRE WEBSITES WITH AI generate, edit and run full-stack web apps with AI. github.com/stackblitz-labs/b… 2. shadcn/ui - PROFESSIONAL UI IN MINUTES beautiful, customizable components for modern websites. github.com/shadcn-ui/ui 3. Magic MCP - YOUR AI FRONTEND DESIGNER generate polished React components directly from your AI coding workflow. github.com/21st-dev/magic-mc… 4. Playwright MCP - AI THAT TESTS ITS OWN WORK let AI agents open websites, click buttons and catch UI bugs. github.com/microsoft/playwri… 5. Chrome DevTools MCP - FIX BROKEN WEBSITES FASTER give AI access to browser debugging, performance and network diagnostics. github.com/ChromeDevTools/ch… 6. Vercel Agent Skills - MAKE AI CODE PRODUCTION-READY React optimization, frontend best practices and web design reviews. github.com/vercel-labs/agent… 7. Webstudio - BUILD VISUALLY, KEEP CONTROL an open-source visual website builder with reusable components and styling. github.com/webstudio-is/webs… the real threat isn’t AI replacing every designer. it’s ONE person using AI to deliver what used to take an entire team. 2027 is getting closer. learn these tools before your competitors do. LIKE + BOOKMARK + REPOST this so your designer friends see it. and be honest in the comments: do you know anyone who’s already LOST THEIR JOB because of AI?
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This is f*cking insane. Anthropic engineer: "You're not supposed to prompt Opus 5.5. You're supposed to build the system that prompts it for you" In 33 minutes, she shows how Anthropic builds agents that remember, catch their own mistakes and get sharper every run One Prompt → Harness → Memory → Self-Check Loop → An Agent That Improves Itself Everyone is still polishing prompts. The people who build the model stopped doing that a year ago Worth more than any $2,000 agent course Bookmark and watch it today Then read the motion engineering breakdown: "Your AI video is not bad. Your checks are." ↓
I fixed the same bug in two films Opus never remembers my fixes So I hired an AI employee to remember them for me, then tried to make him break my one rule on deadline He didn't ↓
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HOLY F*CK, IF YOU’RE A WEB DESIGNER IN 2026, THIS MIGHT BE YOUR LAST CHANCE TO STAY RELEVANT IN 2027. AI is making 3D design accessible to people who couldn’t even model a cube a year ago. save these 7 GitHub repos for your LLM before your competitors do: 1. Three.js - THE 3D ENGINE build interactive 3D websites, realistic materials, lighting and animations. github.com/mrdoob/three.js 2. React Three Fiber - 3D WITH REACT turn complex 3D scenes into interactive websites and dashboards. github.com/pmndrs/react-thre… 3. Blender MCP - LET CLAUDE CONTROL BLENDER create 3D models, edit scenes, apply materials and render with AI. github.com/ahujasid/mcp-for-… 4. Drei - MAKE REALISTIC 3D EASIER ready-made cameras, environments, reflections, glass materials and controls. github.com/pmndrs/drei 5. React Postprocessing - CINEMATIC VISUALS add bloom, depth of field and professional visual effects to 3D scenes. github.com/pmndrs/react-post… 6. React Three Rapier - REALISTIC PHYSICS make 3D objects collide, fall, bounce and interact with real-time physics. github.com/pmndrs/react-thre… 7. Theatre.js - ANIMATE LIKE A PRO create cinematic camera movements, keyframe animations and complex 3D sequences. github.com/theatre-js/theatr… the scary part? your next competitor might be ONE person with Claude Code and these free tools. (like me lol) the glass spider you’re watching? built with code-based 3D tools, no traditional animation pipeline needed. want to create something like this? like + save this post. comment “WEB” and I’ll share the prompt.
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Introducing Aspen: an open-source Git server built for agents. One 8-core server sustains 567 pushes a second to a single repository, each push stored before git prints "ok". Stock git, nothing to install on the client.
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It's Witch Time ⌛ The Stellar Blade - Bayonetta Collaboration content is available today.
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This is f*cking insane. Anthropic engineers dropped a 90-minute course on building AI agents from zero. Easily the best I've watched: • 00:01 - splitting the brain from the hands • 07:46 - what's inside Claude Managed Agents • 23:41 - a research agent, built step by step • 54:02 - scheduled agents that "dream" between tasks • 1:10:22 - evals, CI/CD, and running agents for lots of customers at once One video, and you won't need any $500 agent tutorial again. Watch it today.
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This is f*cking insane. Anthropic engineer: "You're not supposed to prompt Opus 5.5. You're supposed to build a system that prompts itself. At Anthropic, 90% of our engineers have already built these systems." In just 30 minutes, she explains how Anthropic builds AI agents that remember context, learn from mistakes, fix their own errors, and improve with every run. This is the shift from simply using AI to engineering systems that work autonomously. Honestly, it's better than most $1,000–$2,000 agent courses I've seen. Watch the video, then read the article below. ↓
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Tencent just released the TailorRig dataset on Hugging Face 39,073 rigged humanoid characters with skeletons and skinning weights - perfect for training auto-rigging and garment-aware skinning.
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Oh damnnnn how did I ever forget 😂 Yoo some shit really finna go down. Ha man we have ALOT to look forward too I tell ya that……….
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Your agents should sleep on it. Agents get should get smarter over night as they learn from all their previous runs! Build your own dreaming service with dynamic workflows in Claude Managed Agents. platform.claude.com/cookbook… love to hear what you think!
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Computer use 需要进化到鼠标集群
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VIETNAMESE family conversation : Correcting racism about Black Americans (United States).
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How we can secure 50% of the world's software. Traditionally, formal methods have been mostly used for safety-critical systems like operating systems, hypervisors, and databases. We're extending this to formally and empirically verify code correctness and security for full-stack web apps, one of the most common types of applications*, using the Proof-Driven Development Kit (PDD Kit). Coding agents now write code faster than anyone can review effectively. PDD Kit turns what the developer meant into a Verus specification. It then proves the AI-generated code meets that spec for every input. Researchers @alexlavaee, @MatthaiP39719, @Mappletons, and @k_cieslak break down Proof-Driven Development x Chopin in the blog here: githubnext.com/projects/pdd-… *44.4% of respondents work as full-stack (27.3%), back-end (13.5%), or front-end (3.6%) developers. Stack Overflow Developer Survey 2026, n = 25,767.
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Bring your 3D anime character ideas to life with free tools like Blender and Unity!🎮 Follow 3D Artist 2AM's end-to-end workflow and learn how each stage of character creation connects, from your first model to game engine implementation.

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🤔 I approve this message.
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itsdad retweeted
Rust Powered Postgres Just Crossed 5,000+ Branches in Production! 🚀🐘 Optimized for speed, memory efficiency, and massive scale. Why PGX hits different: ⚡ ~6ms warm databases 🪶 ~70KB idle per DB 🐘 1,000 DBs, one runtime 🌱 Copy-on-write branching 🤖 Isolated agents + auto-cleanup try: npx pgxdb@latest Postgres for AI agents → pgx.dev nitter.gq/alxshp/status/21158542…
Postgres was built to run for years. But AI agents need databases for 2 minutes! 🚀 Create → Migrate → Test → Destroy 💥 Now multiply that by 1,000 agents running in parallel. You don't need 1,000 Postgres servers. You need PGX. 🐘 One runtime. Thousands of isolated databases. Create them in milliseconds. Throw them away when done. nitter.gq/alxshp/status/21125799…
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Introducing Agile Deliberation, a framework that turns vision-language models into collaborative partners for defining gray-area categories — from content moderation to curating art — while reducing user fatigue & improving classifier accuracy. Read more: goo.gle/4BHNAmr
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