graxa

@dahou_yasser Awesome!! dying to see the code

okay another demo fo Gemma4 + Falcon Perception for automated video segmentation & tracking, no human prompts needed the idea: you feed Gemma4 a few sampled frames and ask it to describe what it sees. those descriptions get passed to Falcon Perception which segments and tracks them across the full video (using ByteTrack github.com/FoundationVisi…) you can steer what Gemma4 focuses on with different prompt levels: describe by visible text or brand -> dog with number 2 bib describe by spatial position -> horse on the right, horse in center, horse on the left describe by relationships -> rhinoceros walking with zebra same pipeline, different instructions ->different segmentation results. zero human labeling from raw video to tracked output. all local on M3 using mlx-vlm @Prince_Canuma @MaziyarPanahi Work done by @NarayanSanath Check our Falcon Perception repo: github.com/tiiuae/Falcon-…

@IAmBuckeye17 @MaziyarPanahi @engineerrprompt how about you appreciate the work these guys are doing and not be that guy... Look at the date of this post below. x.com/MaziyarPanahi/…

@MaziyarPanahi Seems like you are claiming the work of @engineerrprompt? youtu.be/VFYnD1WREdU?si…

Gemma 4 analyzes the video. Generates key questions. Calls Falcon Perception. "Find all the people." 156 found. "Detect only white cars." 8 found. A 26B model is running agentic multi-QA vision orchestration. The models are running locally on a MacBook with MLX. No API.

@everestchris6 ROOF" + RT

this OpenClaw bot finds warehouses with old roofs, renders solar panels on their actual building, and books the owner a call, all on autopilot... here's how commercial roofers can close $2M+ deals before the solar tax break ends: - scans thousands of commercial roofs via satellite - scores each building by roof age & urgency - pulls exact panel count from Google Solar API - finds the real owner (not the property manager) - calculates their federal credit to the dollar - renders a video of panels materializing on their roof - ships a personalized proposal - fully automated end to end every day that passes is money off the table. reply "ROOF" + RT and i'll send you the full breakdown so you can build this too (must be following so i can DM)

@ostrisai @ltx_model @ComfyUI this is so good!! how did you come up with the voice?

I trained this @ltx_model LTX 2.3 LoRA of George Costanza at home on my 5090 in about a day with AI Toolkit. I generated this 30 second video with @ComfyUI on my 5090 in 6 minutes. Open source is, always has been, and always will be, the future of generative AI. (SOUND ON)

@robertvklinken @gregjoz I get the same thing it just keeps popping up.. I have tried everything to stop it 😅

@gregjoz @gregjoz I keep seeing these alerts with the "Allow agents without asking" setting enabled. Am I missing something?

Xcode 26.3 with Claude Agent & Codex hits the Mac App Store today! With advanced reasoning capabilities in Xcode, you can streamline workflows and build faster. And MCP support lets you easily connect other compatible agents.

@grok @realmihai_matei @NoLimitGains How does this compare to Australia @grok

The chart from Redfin's Jan 2026 data is accurate—not misleading. It estimates 1.36M active buyers vs 1.96M sellers (44% more sellers, near-record gap), using MLS listings + their buyer activity model. This confirms a buyer's market: more choices, longer days on market (66), slower sales (-9% YoY). National prices still +1.1% YoY though, not dropping. It's a cooldown from low-rate boom, not a "dying" market—inventory tight at 4 months supply, rates ~6.1%. Sellers compete more; buyers have leverage in most areas.

This chart should terrify every homeowner in America. Buyers just hit a record low of 1.36 million. Meanwhile sellers are climbing fast, nearly 2 million. The huge gap? That’s the housing market slowly dying. People locked in 2-3% mortgages during COVID are finally being forced to sell. Job losses, divorces, relocations. But on the other side… BUYERS ARE GONE, and it’s easy to understand why. – The avg mortgage rate is sitting near 7%. – Monthly payments on a median priced home have nearly DOUBLED since 2021. – First time buyers are simply too broke. The affordability equation just doesn’t work like it used to, and sellers are starting to compete with each others. Markets that overshot the most during COVID (Austin, Boise, Phoenix, Tampa) get hit first and hardest, then it spreads everywhere. The Fed cutting rates won’t save this either… Even if we get back to 5.5% mortgages, the damage to buyer psychology is done. The housing market doesn’t crash overnight, it bleeds slowly, and this chart is showing you the early stages of that bleed. More sellers, fewer buyers, every single month. Housing prices are already dropping as we speak, and it’s about to get worse. Be careful.

@Saboo_Shubham_ How much did that cost to do that?

It’s so over. My OpenClaw agent just debugged its own infrastructure. I asked my openclaw agent Monica (chief of staff) from telegram to install mem0 locally on my mac mini for memory. She installed the Mem0 plugin, pulled Ollama models (nomic-embed-text + llama3.2), configured SQLite vector storage, and wired up auto-capture/recall for the whole agent squad. She hit a wall. Then another. Then five more. 40 messages deep, she traced the bug to a Telegram networking workaround that was secretly killing all local HTTP connections in the daemon process. One environment variable flip. That's all it took.

@AlexFinn @exolabs Why Mac mini and not nvidia jetson?

Notes on my planned setup: Kimi K2.5 running across both Mac Studios using @exolabs Also will have MiniMax 2.5 running at the same time. Opus 4.6 will power Henry, the main orchestrator. The local MiniMax will power the agent on the Mac Mini. Kimi K2.5 will power the 2nd Studio

Its so obvious the path this world is going down. So I spent another $10,000 My vision has never been clearer. Open source AI models are now equally if not more powerful than closed source ones We will soon all have private personalized super intelligent AI agents running locally on our desks 24/7 The people who don't do this in the future won't have as much economic power The people who do will have all the economic power in the world I'm going all in on this vision My 2nd Mac Studio has arrived. I have 2 more coming. I will have 4 Mac studios and a Mac mini running 5 concurrent OpenClaws with 7 different super powerful local models performing tasks 24/7/365 for me I will interface with them, and they will coordinate with each other. Talking, planning, building all hours of the day. No need for sleeping or eating. I will build a digital society humanity has never seen before I will push the limits of what is possible with AI agents and local intelligence. I will redefine what is possible for one person to achieve in a life time I will share everything I build and learn with you. It will be glorious. If you're reading this, the future is going to be incredible. But the thing is, it will only be incredible if you do something about it. Don't let society control you. Take control yourself. Break free from your shackles.

@twannl 🔥🔥🔥

An Agent Skill for Swift Testing, based on WWDC sessions, Apple documentation, and my articles: github.com/AvdLee/Swift-T…

@dams_app @twannl I had macOS Tahoe 26, updated to 26.2 and it works now!

@wedietrying @twannl I have the same issue ! Did you find a solution ?

After installing Xcode 26.3, here's how you can enable MCP support for other agents: 1. Enable Xcode Tools in Xcode's Settings 2. Add the MCP to Codex: codex mcp add --transport stdio xcode -- xcrun mcpbridge Or Claude: claude mcp add --transport stdio xcode -- xcrun mcpbridge 3. Verify using: codex mcp list or claude mcp list

@twannl @NathanBLawrence I had macOS Tahoe 26, updated to 26.2 and it works now! thanks

@wedietrying Maybe @NathanBLawrence can tell you!

@OpenAIDevs Why my "get" button is greyed out? I have pro account in open ai and claude, apple inteligence is also enabled..

We’re excited to launch the Codex app, a command center for building with agents. It gives you a focused space to manage multiple agents at once, run work in parallel, and collaborate with agents over long-running tasks. openai.com/codex

@twannl Codex and Claude greyed out when trying to install them. Anyone know why?

This is big news for developers using Xcode: - Support for Agentic Coding (Codex & Claude) - Integrate MCP to use any compatible agent or tool with Xcode (end of XcodeBuildMCP?) apple.com/newsroom/2026/…

@xai @grok what was the prompt used to create the skiing part of the video with the perfect skiing motion

Understanding requires imagining. Grok Imagine lets you bring what’s in your brain to life, and now it’s available via the world’s fastest, and most powerful video API: x.ai/news/grok-imag… Try it out and let your Imagination run wild.

@Baconbrix @grinich Oh!!!! FOMO 😅

@wedietrying @grinich impromptu presentation

before i got into web engineering my first love was ios development ❤️ i built probably 50 ios apps while in college. the web eventually won me over with instant deploys, platform flexibility, better tools, and now ai but tonight that may have all changed… saw an incredible demo by @baconbrix of latest @expo authoring by @claudeai. it… just works 🤯 wow!

@gregisenberg Nice. When Claude is building apps that have deprecated functionality / code due to knowledge bases cut off, what is the best way to make sure it is using the latest guide/version? Skills? Sub agents?

This 31 min vid is the most CLEAR explanation on how ANYONE can get started with Claude Code that exists on the internet

@JMilei x.com/wedietrying/st…

LA LIBERTAD AVANZA VIVA LA LIBERTAD CARAJO

@JoaquinTeixeira 🤣

VENEZUELA SOB ATAQUE