IROUMISMInsights
How AI Gets Smarter On Its Own Overnight — The Self-Improvement Design Behind Karpathy's autoresearch
Karpathy's open-source autoresearch is a project in which an AI ran 700 experiments overnight and found its own improvements — one file, one metric, one fixed loop. Here's how to bring that self-improving design into your own company's work.
Does Korea's AI Basic Act Apply to My SMB? — Key Checklist on Enforcement, Disclosure Obligations, and Fines (2026)
The AI Basic Act (Framework Act on Artificial Intelligence Development and Establishment of a Foundation for Trust) took effect on January 22, 2026. If your company uses ChatGPT or Claude, does it apply to you? From the grace period and fines to the generative AI disclosure obligation, here is a checklist covering the single obligation most SMBs actually need to act on — and what to do right now.
Claude Code Superpowers: The AI Skill Framework That Turns How You Work Into a Reusable Asset
Introducing Superpowers, the open-source skill framework for Claude Code. Go beyond one-off prompts — capture your best workflows as reusable skills, apply them automatically on every task, and consistently raise the quality bar for your AI agents.
3 Reasons Automation Fails — Why Adopting AI Can Actually Create More Work
If adopting AI has left your team busier than before, your automation strategy is pointing in the wrong direction. Here are three recurring failure patterns in workplace automation seen across SMBs — and what to do instead.