Data Chaz

Data Chaz

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Ex @Streamlit @Snowflake Maestro 🪄 • X about AI agents, LLMs, web apps, Python & SEO • My ❤️ is open source • DM for collabs 📩

Open‑source Repo Builds ChatGPT From Scratch
SocialJun 9, 2026

Open‑source Repo Builds ChatGPT From Scratch

🚨 THIS GUY LITERALLY OPEN-SOURCED EVERY HIDDEN STEP THAT TURNS A MODEL INTO CHATGPT If you’re tired of black-box APIs and bloated transformer imports, this open-source repo takes you from raw data to a working model. It builds a transformer from scratch...

By Data Chaz
Prediction Equals Compression: The Core Engine of LLMs
SocialJun 8, 2026

Prediction Equals Compression: The Core Engine of LLMs

🚨 ANOTHER MASTERCLASS FROM @3BLUE1BROWN The compressibility of language isn’t just a math curiosity, it’s the hidden engine behind every LLM you use. Grant’s new video reframes Shannon’s entropy through one elegant lens: Prediction IS compression. → The better you predict the next word,...

By Data Chaz
Winners Embrace Repeated Uncomfortable Work
SocialJun 8, 2026

Winners Embrace Repeated Uncomfortable Work

Great reminder from @TonyRobbins. The ppl who win are usually the ones willing to do the uncomfortable work, again and again: https://t.co/zCJ6W4eEuC

By Data Chaz
AI Agents Are Unsafe; Enforce Hard, Short-Lived Controls
SocialJun 6, 2026

AI Agents Are Unsafe; Enforce Hard, Short-Lived Controls

🚨 ANTHROPIC JUST PUBLISHED A 36-PAGE SECURITY GUIDE THAT BASICALLY TELLS YOU TO STOP TRUSTING YOUR OWN AI AGENTS. If you run agents on Claude Code, MCP servers, or automation tools, pay attention. The attack timeline has collapsed. AI models compress the gap...

By Data Chaz
AI Models Now Self‑optimizing, Achieving 52× Speedup
SocialJun 5, 2026

AI Models Now Self‑optimizing, Achieving 52× Speedup

🚨 Dario confirmed that Claude is currently designing the next version of itself. To test this, the company asks its new models to optimize the training code for smaller AIs. While Claude Opus 4 achieved a 3x speedup, Mythos Preview hit a...

By Data Chaz
GitHub's GH-600 Cert Makes Agentic AI Skills Mandatory
SocialJun 4, 2026

GitHub's GH-600 Cert Makes Agentic AI Skills Mandatory

🚨 The "Agentic AI Developer" is no longer a buzzword. It’s a formal credential. @github just dropped the GH-600 certification. This isn't about writing prompts. It’s about integrating AI agents safely into CI/CD pipelines without introducing catastrophic failures. To pass this 120-minute exam, you...

By Data Chaz
One Prompt, Structured Datasets: BIGSET AI Automates Web Data
SocialJun 3, 2026

One Prompt, Structured Datasets: BIGSET AI Automates Web Data

Finding data from the web is easy. Formatting it is a nightmare. 🚨 Meet BIGSET by @Tiny_Fish. A new multi-agent AI system that researches the web to build structured, verified datasets from one single prompt 🤯 Open source. BYOK support. Self-hostable. 4 wild use...

By Data Chaz
Google Launches Free Offline AI Dictation, Rattling Startups
SocialJun 3, 2026

Google Launches Free Offline AI Dictation, Rattling Startups

SPEECH-TO-TEXT STARTUPS ARE OFFICIALLY SWEATING RIGHT NOW. Google just dropped its own AI voice dictation app for macOS and iOS. You get all the premium feats of a paid speech-to-text app without any subscription. 100% FREE. Runs offline. Powered by Gemma 4. Download link...

By Data Chaz
Opus 4.8 Enables Full
SocialJun 2, 2026

Opus 4.8 Enables Full

Holy f*ck. Opus 4.8 can now download, clip, caption, schedule, and post 🤯 Social media managers right now: https://t.co/Cjn4vWRr6Y

By Data Chaz
Open‑Source GStack Turns Claude Into Full‑Stack Dev Team
SocialJun 1, 2026

Open‑Source GStack Turns Claude Into Full‑Stack Dev Team

100K GITHUB STARS IN JUST A FEW WEEKS 🤯 @GarryTan’s GStack has gone completely viral, and for good reason. The YC CEO open-sourced his personal toolkit, and it's the ultimate cheat code for devs. It turns Claude Code from a basic chatbot...

By Data Chaz
NVIDIA's Atomic Box Prediction Speeds Detection 10×
SocialJun 1, 2026

NVIDIA's Atomic Box Prediction Speeds Detection 10×

🚨 NVIDIA just pulled off something crazy: making bounding box detection 10x faster by ripping out the exact step the entire industry assumed was mandatory ↓ Every VLM grounding model treats boxes like sentences, predicting them token by token. It’s inherently...

By Data Chaz
Claude Code's Parallel Agents Slash Projects to Days
SocialMay 30, 2026

Claude Code's Parallel Agents Slash Projects to Days

🚨 ANTHROPIC JUST DROPPED A MASSIVE UPDATE FOR CLAUDE CODE: DYNAMIC WORKFLOWS. Instead of a single pass, Claude can now write an orchestration script on the fly and spin up tens to hundreds of parallel subagents for complex tasks 🧵↓ First, they...

By Data Chaz
Microsoft Releases Free SkillOpt for Self‑evolving AI Agents
SocialMay 28, 2026

Microsoft Releases Free SkillOpt for Self‑evolving AI Agents

🚨 MICROSOFT JUST OPEN-SOURCED SELF-EVOLVING AGENT SKILLS You can now train agent skills the exact same way you train AI models, and watch them get better over time. It's called SkillOpt, and it's 100% free and open-source. Until now, building agent workflows has...

By Data Chaz
Combine Free LLM APIs for Billion‑Token Access
SocialMay 28, 2026

Combine Free LLM APIs for Billion‑Token Access

🚨 Want ONE BILLION free LLM tokens a month without juggling a dozen different APIs? Now you can *legally* unlock that massive inference capacity by combining the free tiers of Google, Groq, SambaNova, Mistral, and GitHub Models. The only problem is the...

By Data Chaz
BlueDot AI Watch Turns Conversations Into Instant Database
SocialMay 27, 2026

BlueDot AI Watch Turns Conversations Into Instant Database

PULLING OUT YOUR PHONE TO RECORD A CHAT IS AWKWARD @bluedot_ai just completely solved this with their new Apple Watch app. The magic? It connects seamlessly to Claude. So you can instantly query months of convos/meetings like a database 🤯 https://t.co/Q0vbf4AH3D

By Data Chaz
Skip Hundreds, Read These 9 AI Essentials
SocialMay 27, 2026

Skip Hundreds, Read These 9 AI Essentials

If you want to understand 99% of AI and ML, skip the 1,000+ books on Amazon and grab these 9 👇 #1 "LLM Engineer's Handbook" by @pauliusztin_ & @maximelabonne Iusztin and Labonne offer a masterclass in deploying LLMs. They skip...

By Data Chaz
Free Claude Code Lets You Bypass Anthropic Credits
SocialMay 26, 2026

Free Claude Code Lets You Bypass Anthropic Credits

HOLY MOLY... 30k+ stars in just a few weeks is WILD `free-claude-code` completely unlocks Claude Code, letting you plug in any API provider so you never have to burn through your Anthropic credits 🔥 It works as a seamless local proxy, intercepting...

By Data Chaz
Define AI Agent Identity First with SOUL.md Blueprint
SocialMay 24, 2026

Define AI Agent Identity First with SOUL.md Blueprint

This guy literally dropped the anatomy of the perfect 𝗦𝗢𝗨𝗟.𝗺𝗱 file for AI agents 🤯 Instead of settling for boring, default AI that just tries to "be helpful," this visual guide breaks down a 30-to-80-line blueprint. It forces you to define an...

By Data Chaz
NVIDIA Releases Free 2.6B World Model for PCs
SocialMay 23, 2026

NVIDIA Releases Free 2.6B World Model for PCs

NVIDIA JUST DROPPED AN OPEN-SOURCE WORLD MODEL THAT RUNS ON YOUR GAMING PC 🤯 Instead of melting your GPU, @NVIDIAAI’s new 2.6B-parameter model, SANA-WM, brings 60 seconds of controllable video straight to your laptop. > Just feed it an image > a prompt >...

By Data Chaz
Unlock Claude's Hidden Settings to Boost Quality
SocialMay 23, 2026

Unlock Claude's Hidden Settings to Boost Quality

🚨 I just watched @bcherny (the guy who built Claude Code at Anthropic) explain why most of us are using Claude completely wrong. In this 1h20 podcast, he exposes the massive gaps in our workflows: > How ignoring CLAUDE.md costs you 14%...

By Data Chaz
Free 435‑Lesson AI Engineering Curriculum From Math to Production
SocialMay 22, 2026

Free 435‑Lesson AI Engineering Curriculum From Math to Production

this guy literally put a full AI engineering curriculum on GitHub and made it 100% FREE 🤯 435 lessons. 20 phases. 320 hours. The rule that makes this curriculum completely different: Every algorithm gets implemented from raw math before a single framework gets imported. You build...

By Data Chaz
Stanford’s 9‑Part AI Series: Core Fundamentals Mastery
SocialMay 22, 2026

Stanford’s 9‑Part AI Series: Core Fundamentals Mastery

Forget the noise. If you want a solid foundation in AI, this 9-part @Stanford series is still one the gold standards. Just the core fundamentals explained by the people who teach this for a living. Lecture 1 - Transformer: → https://t.co/BcPMBcIgBZ Lecture 2 - Transformer-Based...

By Data Chaz
ChatGPT Images 2.0 Turns Text Into Stunning Visuals
SocialMay 19, 2026

ChatGPT Images 2.0 Turns Text Into Stunning Visuals

ChatGPT Images 2.0 is just freaking good. All I did was drop in the raw text from my @OutSystems article + their logo... and it outputted this 🤯 https://t.co/cGUHsHKiY1

By Data Chaz
Free 2‑Hour Masterclass Reveals Claude Design Playbook
SocialMay 18, 2026

Free 2‑Hour Masterclass Reveals Claude Design Playbook

THIS GUY IS LITERALLY GIVING AWAY THE DESIGN PLAYBOOK FOR CLAUDE DESIGN 🤯 A Free 2-hour masterclass showing how to build an ENTIRE startup: → brand guidelines → decks → website → apps → videos ... using ONLY Claude Design. Guide is below + full tutorial in 🧵...

By Data Chaz
Nine Essential Official AI Guides You Must Bookmark
SocialMay 17, 2026

Nine Essential Official AI Guides You Must Bookmark

🚨 New AI guides drop every single day, yet these 9 official guides from OpenAI, Google, and Anthropic are still the definitive foundation you need. Bookmark these: 🧵 ↓ https://t.co/a1RqCzvowu

By Data Chaz
Free 10‑Stage AI Pipeline Automates Academic Research
SocialMay 16, 2026

Free 10‑Stage AI Pipeline Automates Academic Research

🚨 someone just dropped a full 10-stage academic research pipeline for Claude Code. It doesn’t write your paper for you, it hunts references, formats citations, verifies data, and even runs a "devil's advocate" agent to attack your own thesis. Here's why it's...

By Data Chaz
Tolaria: Open‑Source AI‑Ready Knowledge Vault for Mac/Linux
SocialMay 15, 2026

Tolaria: Open‑Source AI‑Ready Knowledge Vault for Mac/Linux

🚨 @Karpathy's LLM wiki concept just became a real Mac app. It is called Tolaria, a free desktop app for Mac and Linux. The goal is simple: give humans and AI agents a shared, native environment to build knowledge. It writes like a...

By Data Chaz
AI‑Powered Drama Studio Launches on Topview for Mobile Storytelling
SocialMay 15, 2026

AI‑Powered Drama Studio Launches on Topview for Mobile Storytelling

🚨 Mobile-first storytelling just got a cool upgrade. Drama Studio is now live on @TopviewAIhq, the world's very first AI-native episodic short drama creator. → You bring the story prompt → Topview handles casting, dialogue, voice, and editing 👀

By Data Chaz
Codex /Goal Lets AI Bots Work Nonstop Autonomously
SocialMay 14, 2026

Codex /Goal Lets AI Bots Work Nonstop Autonomously

Codex new `/goal` is literally INSANE You can easily transform your AI bots into a tireless 24/7 workforce that grinds for HOURS completely unguided 🤯 Codex desktop → Settings → Config, set goals = true Check out the ace cheat sheet + article...

By Data Chaz
AI Advice Fades Fast: Most Tools Die in 90 Days
SocialMay 12, 2026

AI Advice Fades Fast: Most Tools Die in 90 Days

🚨 Karpathy was right. He warned that 90% of AI advice dies in 6 months. spoiler: most tools won't even survive 90 days. this guy is literally giving away the exact 2026 playbook for AI Agents. he covers exactly what to learn, build,...

By Data Chaz
Build an OS with Claude Code: Free Masterclass
SocialMay 12, 2026

Build an OS with Claude Code: Free Masterclass

This guy literally built an ENTIRE operating system with Claude Code 🤯 now he is showing you exactly how. Nate just dropped the ultimate AI coding starter pack: → 2+ hour masterclass → Complete framework guide → Free GitHub repo to start building bookmark this 👇...

By Data Chaz
Sigma Browser Adds Hermes Agents for Local AI Workflows
SocialMay 11, 2026

Sigma Browser Adds Hermes Agents for Local AI Workflows

Sigma browser now supports Hermes Agents 🤯 You can now run open-source models natively via their Eclipse engine for unlimited agentic workflows. Private. Local. Open-Source. No cloud. No subs. Mac. Windows. iOS. Android 👀↓ https://t.co/tMwwPolCq9

By Data Chaz
Gemini Omni Delivers Perfect Text‑Coherent Video AI
SocialMay 11, 2026

Gemini Omni Delivers Perfect Text‑Coherent Video AI

🚨 @GeminiApp cooked up something INSANE. Gemini Omni is the video model we have been waiting for. Just check out this first output, the text coherence is just PERFECT 🤯 This has to be the official nano-banana moment for video AI ↓ https://t.co/ANEWAbKV3f

By Data Chaz
Google Tests Gemini Omni: AI Video Remix and Editing
SocialMay 11, 2026

Google Tests Gemini Omni: AI Video Remix and Editing

🚨 Google is reportedly testing a wild new video model: Gemini Omni. Here is what you can do: > Remix existing videos > Edit footage directly inside the chat > Tap into ready-made templates Basically looks like nano-banana for video 👀 https://t.co/IZ7V8YmDVA

By Data Chaz
Claude Managed Agents: Clear Guide, Low Cost, Fast Deployment
SocialMay 10, 2026

Claude Managed Agents: Clear Guide, Low Cost, Fast Deployment

this guy literally just delivered the clearest breakdown of Claude Managed Agents available. Corey covers: → The true definition (PaaS for AI) → Who actually needs it (4 personas) → A live console look (analytics, costs) → Mind-blowing math ($2.58 for a $1k service) Paired with...

By Data Chaz
Open‑source Claude Pipeline Automates Full Academic Paper
SocialMay 9, 2026

Open‑source Claude Pipeline Automates Full Academic Paper

🚨 someone just dropped a full 10-stage academic research pipeline for Claude Code. It doesn’t write your paper for you, it hunts references, formats citations, verifies data, and even runs a "devil's advocate" agent to attack your own thesis. Here's why it's...

By Data Chaz
HTML Replaces Markdown: Engineer Switches to Claude Code
SocialMay 9, 2026

HTML Replaces Markdown: Engineer Switches to Claude Code

🚨 HTML is the new Markdown, according to Thariq Shihipar (@trq212). Thariq is the lead engineer behind Claude Code. The guy literally ditched writing Markdown files, switching instead to Claude Code to generate his HTML. Great article explaining why he made the switch...

By Data Chaz
VCs Paying $0.45 per Fake GitHub Star
SocialMay 9, 2026

VCs Paying $0.45 per Fake GitHub Star

🚨 You can currently buy a Series A for $2,241 on Fiverr. A seed round is even cheaper at $1,282. Allow me to break this down. A study out of Carnegie Mellon identified 6 million fake GitHub stars distributed across 18,617 repositories. The...

By Data Chaz
Sam Altman's “Why?” Sparks Deep Existential Doubt
SocialMay 9, 2026

Sam Altman's “Why?” Sparks Deep Existential Doubt

.@sama himself asks me "Why?" I am now questioning my tweet, my reasoning, my worldview, and possibly my entire existence. help pls. https://t.co/tpfo7Gylz3

By Data Chaz
OrcaRouter Saves Budget by Routing Prompts by Complexity
SocialMay 8, 2026

OrcaRouter Saves Budget by Routing Prompts by Complexity

using a 1T parameter model to parse a 3-line JSON is a crime 😅 @OrcaRouter just dropped. It automatically routes prompts based on complexity to protect your API budget 👀 CFOs after reading this: https://t.co/5YG9swOHUC

By Data Chaz
Microsoft's Massive Resources Lag Behind Claude's Speed
SocialMay 8, 2026

Microsoft's Massive Resources Lag Behind Claude's Speed

HOLD ON. Microsoft has top-tier devs, infinite resources, and sits as the 4th largest company worlwide. .. and still they couldn’t figure out how to ship what Claude just did in a few weeks? https://t.co/kEboMaun8M

By Data Chaz
Anthropic Releases Free Claude “Skills” Cheat Code
SocialMay 8, 2026

Anthropic Releases Free Claude “Skills” Cheat Code

🚨 Anthropic quietly dropped a FREE 33-page playbook on Claude’s ultimate cheat code: the 'Skills' folder ✨ Take 30 mins to set it up and stop repeating yourself forever. Pros build systems, not prompts. link below ↓ https://t.co/9z2x2stON7

By Data Chaz
AI‑Curated Viral Pipelines Are the Future of Social Media
SocialMay 7, 2026

AI‑Curated Viral Pipelines Are the Future of Social Media

Love it or hate it, this is where social media is heading. Why force originality when you can curate viral trends, run them through Claude agents, strip the AI smell, and auto-publish? Robin just open-sourced this pipeline (Claude Code, Postiz, Apify). Fascinating to...

By Data Chaz
Top Team Hiring Competitive Frontend Roles, SF or Remote
SocialMay 7, 2026

Top Team Hiring Competitive Frontend Roles, SF or Remote

i know the folks at @Anything, and honestly, they’re one of the best bunch you could work with 🔥 some seriously good frontend roles just opened up 👀 > SF or remote > full-time + contract > v. competitive comp if you’ve built cool stuff,...

By Data Chaz
AI Powers Receipt Printer Daily Briefings for Kids
SocialMay 7, 2026

AI Powers Receipt Printer Daily Briefings for Kids

this guy literally used Claude to set up a receipt printer to make daily briefings for his kids 🤯 https://t.co/POhlMxHav7

By Data Chaz
Developer Hired to Dodge Claude, Now Wants Max
SocialMay 7, 2026

Developer Hired to Dodge Claude, Now Wants Max

hired a dev to skip the Claude sub, now his first request is a Claude Max sub https://t.co/ZrvKHljPwR

By Data Chaz
OpenAI Codex Downloads Surge 2,763% in One Week
SocialMay 6, 2026

OpenAI Codex Downloads Surge 2,763% in One Week

UNREAL 🤯 OpenAI Codex package installs just exploded. They jumped from 5.7 million to over 163 million downloads in a SINGLE WEEK That is a 2,763% increase 👀 https://t.co/ShohhZHte1

By Data Chaz
Open‑Source Community Launches Multica Autopilot Clone Locally
SocialMay 6, 2026

Open‑Source Community Launches Multica Autopilot Clone Locally

The open-source community is INSANE 🤯 ICYMI Claude Code routines dropped days ago, and this guy's already shipped a clone. it's called Multica Autopilot: Now you can run routines entirely locally using whatever agent you want (Opencode, Codex, Hermes, OpenClaw etc). repo in 🧵↓

By Data Chaz
Realtime TTS-2 Turns Text Into Context‑Aware Multilingual Speech
SocialMay 5, 2026

Realtime TTS-2 Turns Text Into Context‑Aware Multilingual Speech

SPEECHLESS. @Inworld_ai, the team behind the #1 TTS model on @ArtificialAnlys, just dropped `Realtime TTS-2` 🤯 >It analyzes your tone >You direct it like an LLM >It keeps your exact voice across 100+ languages We just leveled up from text-to-speech to context-to-speech 🔥↓ https://t.co/VAvmADyONB

By Data Chaz