Raw notes on AI in production, real agentic systems, and what actually works for the startups we work with.
↳ 3159 notes
More agents doesn’t automatically mean better performance. Google/DeepMind/MIT (2025–2026) shows when multi-agent setups truly help—and when they just amplify errors.
Two profiles are emerging: power users who truly automate, and chat-only users stuck at the surface. Here’s what drives the gap—and how to cross it in 30 days with practical steps.
Between June and Dec 2025, state-linked actors hijacked Notepad++ update traffic. No app-code bug—an infrastructure-level supply-chain hit. Here’s what to change in your ops, now.
New York City's AI chatbot was telling businesses to take employee tips and refuse cash payments. A textbook case of what happens when AI deployment goes wrong.
Nvidia's massive investment in OpenAI is 'on ice'. Meanwhile, Elon Musk has Tesla invest $2 billion in his own startup xAI. Welcome to the Wild West of AI.
Google launches AI Plus at $7.99/month with Gemini 3 Pro and Nano Banana Pro. Premium AI is now accessible to everyone.
OpenAI announces the retirement of GPT-4o, GPT-4.1, and o4-mini from ChatGPT on February 13th. For businesses that built their workflows on these models, it's time to rethink their AI strategy.
Tesla just injected $2 billion into xAI. The goal: deploying AI in the physical world at scale. Optimus, robotaxis, smart factories... the future of automation is taking shape.
The $100 billion deal between Nvidia and OpenAI is on hold. What this reveals about the state of the AI market in 2026.