Raw notes on AI in production, real agentic systems, and what actually works for the startups we work with.
↳ 2085 notes
With Xcode 26.3, Apple brings agents (Claude Agent, Codex) into Xcode to act on your codebase: explore, build, test, fix. Less friction, more shipping.
Seoul is probing Grok over sexual deepfakes. Here are the numbers, the players, the business risks, and a practical playbook to build useful AI without becoming an abuse factory.
OpenAI’s Codex App (macOS, Feb 2026) brings multi-agents, skills, automations, and a safer sandbox. Here’s how to use it to ship faster—without chaos or hype.
On Feb 2, 2026, SpaceX acquired xAI. The goal: scale AI compute using Starlink, Starship, and space-based data centers. Here’s what it means—and how to benefit from it.
After pushing Copilot everywhere, Microsoft is dialing back Windows 11 AI. Fewer intrusive integrations, a reworked Recall, and a return to basics: performance, reliability, and control.
Chinese open models (DeepSeek, Qwen…) are surging: cheaper, more flexible, widely adopted. Here’s what it means for your business—and how to benefit without being naive.
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.