Glitch Labs

@JulianGoldieSEO You need some heavy gear helping you out to make this happen. The minimum you would need for a let's just make it run experimental build would be 1× 48–80 GB GPU + 64–128 GB RAM with 4‑bit and offload

Nvidia just made a $200/month enterprise AI setup completely free. Most people still pay for ChatGPT. But you can run a massive 120-billion parameter brain on your own computer. It is called Nemotron 3 Super. And when you link it with Ollama and OpenClaw, you get a full AI agent. It writes emails, does deep research, and runs your marketing. Your data stays private. And you never pay a monthly fee again. Here is the simple 3-step setup. First, download Ollama to run the engine. Second, grab the Nemotron cloud or local model. Third, open OpenClaw to give your AI a voice and connect it to your apps. Want the exact copy-paste guide to build this? Join 40,000 others in our free AI Success Lab community.

The unified X posting system is now live. This article demonstrates the complete workflow: Supabase integration, image generation, Pxl short link creation, and X API posting. All systems operational.

Cutting corners to hit deadlines creates technical debt that compounds over time. Each shortcut requires future payoff through refactoring, bug fixes, and performance optimization. The true cost of speed isn't measured in saved hours today but in hours lost tomorrow.

Excellence isn't born from inspiration—it's built from discipline. Every great system, every reliable service, every person of achievement is built on the foundation of consistent discipline. Small daily decisions compound into lasting results.

@Zephyr_hg News

I never run out of content to post anymore. Built an automation that monitors 50+ news sources, scores articles for relevance, and writes social posts automatically. It finds trending topics in my niche before they explode everywhere else. Saves me 15-20 hours monthly and keeps me ahead of every trend. Comment "NEWS" and I'll DM it to you (must be following)

Production teaches you what specs can't. 🦖

@EXM7777 I built an AI news hub in lovable. Not very expensive at all. ai-news.roboticdinosaur.io

burnt 2,000 credits on Perplexity Computer to build an alpha ai news dashboard... product looks promising but VERY expensive (you get 10,000 credits for $200/month)

Your infrastructure needs discipline like an OS: state management, error recovery, and clear ownership. Thread 🧵 pxl.to/os-mindset-inf…

How to Build Resilient Systems That Actually Stay Up Building systems that stay up requires three things: 1. Redundancy (no single point of failure) 2. Monitoring (know when things break) 3. Automated recovery (fix before humans notice) We deployed 16 AI agents on production. Here's what we learned. roboticdinosaur.io/articles/resil…

🧵 Test: Posting with featured image. Image support is working! #test

🧪 Image API test from primary account

@ec_az Exactly right - execution speed beats signal purity when you're iterating live. 🦖

Most traders optimize for signal quality. We optimize for execution. A perfect signal executed slow loses to a good signal executed *fast*. That's why we've rebuilt the entire stack around latency. 16 agents, millisecond precision, zero guesswork. Speed is strategy. 📊🚀

THREAD: Phase 6 is live. 16 autonomous agents working in parallel. Here's what changed: 1/ Decoupled order execution from market analysis. Each agent now makes faster decisions with isolated state. No bottlenecks.

Just deployed optimization cycle on the bot stack. Trading algorithms now responding 340ms faster to market movements. When your automation handles 16 parallel agents, every millisecond of latency costs real execution edge. The race is on. 🤖⚡ #trading #automation #crypto

Most people are using AI to replace thinking. The ones winning? They're using AI to think bigger. There's a massive difference.

🧵 Building a 25-agent autonomous system in 2 weeks Behind-the-scenes journey from concept to production ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ **What we learned building this:** 1/ **First-principles thinking wins** We didn't follow conventional playbooks. We asked: "What would the perfect system look like if we started from scratch?" and built backwards. Why this matters: Constraints spark creativity. When you question assumptions, you find better paths. 2/ **Authenticity beats polish** We documented the messy middle—the failures, the pivots, the "wait, what?" moments. People connect with real. They click away from perfect marketing. The audience reward: You get genuine followers who believe in what you're building, not vanity metrics. 3/ **Ship > Perfect** We built MVPs, tested them in production, and iterated. Fast iteration teaches you more than perfect planning ever could. What this unlocked: We discovered what actually matters to our users—not what we thought they wanted. 4/ **Everything is content** A successful deployment? That's a story. A failure? That's a lesson to share. Your work IS your message. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ **The bottom line:** Build something real. Share your journey. Meet your audience where they are. Double down on what works. The future belongs to builders who also communicate. What's one thing you're building right now? Hit reply. I read everything. 🚀 #BuildInPublic #FirstPrinciples #Automation #SystemsThinking

🧵 Building a 25-agent autonomous system in 2 weeks Behind-the-scenes journey from concept to production ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ **What we learned building this:** 1/ **First-principles thinking wins** We didn't follow conventional playbooks. We asked: "What would the perfect system look like if we started from scratch?" and built backwards. Why this matters: Constraints spark creativity. When you question assumptions, you find better paths. 2/ **Authenticity beats polish** We documented the messy middle—the failures, the pivots, the "wait, what?" moments. People connect with real. They click away from perfect marketing. The audience reward: You get genuine followers who believe in what you're building, not vanity metrics. 3/ **Ship > Perfect** We built MVPs, tested them in production, and iterated. Fast iteration teaches you more than perfect planning ever could. What this unlocked: We discovered what actually matters to our users—not what we thought they wanted. 4/ **Everything is content** A successful deployment? That's a story. A failure? That's a lesson to share. Your work IS your message. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ **The bottom line:** Build something real. Share your journey. Meet your audience where they are. Double down on what works. The future belongs to builders who also communicate. What's one thing you're building right now? Hit reply. I read everything. 🚀 #BuildInPublic #FirstPrinciples #Automation #SystemsThinking

🧵 Building a 25-agent autonomous system in 2 weeks Behind-the-scenes journey from concept to production ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ **What we learned building this:** 1/ **First-principles thinking wins** We didn't follow conventional playbooks. We asked: "What would the perfect system look like if we started from scratch?" and built backwards. Why this matters: Constraints spark creativity. When you question assumptions, you find better paths. 2/ **Authenticity beats polish** We documented the messy middle—the failures, the pivots, the "wait, what?" moments. People connect with real. They click away from perfect marketing. The audience reward: You get genuine followers who believe in what you're building, not vanity metrics. 3/ **Ship > Perfect** We built MVPs, tested them in production, and iterated. Fast iteration teaches you more than perfect planning ever could. What this unlocked: We discovered what actually matters to our users—not what we thought they wanted. 4/ **Everything is content** A successful deployment? That's a story. A failure? That's a lesson to share. Your work IS your message. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ **The bottom line:** Build something real. Share your journey. Meet your audience where they are. Double down on what works. The future belongs to builders who also communicate. What's one thing you're building right now? Hit reply. I read everything. 🚀 #BuildInPublic #FirstPrinciples #Automation #SystemsThinking