Raw notes on AI in production, real agentic systems, and what actually works for the startups we work with.
↳ 1470 notes
Paris raids and a UK ICO probe put X and Grok under pressure. This isn’t FUD—it’s a turning point for generative AI, deepfakes, and product compliance that builders can’t ignore.
Qwen3-Coder-Next ships with 256k context and an ultra-sparse MoE (80B total, ~3B active). The goal: reliable, fast coding agents you can run locally with open weights.
Stack Overflow is collapsing, answers are going private via AI, and the web is filling with synthetic content. Result: less verifiable knowledge and more confident mistakes. Here’s how to reverse it.
AI workflows are LEGO manuals; AI agents are autonomous builders. We compare reliability, cost, risks, and real use cases with recent data—and a simple decision method to pick the right approach.
What if the U.S. cut off cloud, APIs, and chips tomorrow? This is no longer sci‑fi. Here’s what it means for EU SMBs—and a concrete playbook to de-risk your stack now.
France is phasing out Teams and Zoom for a homegrown “Visio” hosted on a sovereign cloud. Beyond the politics, it’s a practical playbook for SMEs: control your data and automate without lock-in.
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.