Why AI Mandates Backfire. Use Hooks Instead.
AI mandates backfire because workers feel replaced. Install agents at organizational hooks (events the work already produces). Measure outcomes, not adoption.
6 articles
AI mandates backfire because workers feel replaced. Install agents at organizational hooks (events the work already produces). Measure outcomes, not adoption.
AI agent persona drift is real and measurable. The cheapest debugging tool isn't an eval suite — it's a verbal tic that exists in order to be missed.
We moved our own operations onto agentic memory. Here are four design choices that separate production-grade memory from a single-user markdown file.
Public boards adding 'AI' as a standing agenda item aren't practicing AI board governance — they're marginalizing it. Here's the lens that works instead.
Most companies deploy AI broadly, but only 5-6% report real impact. The problem isn't the technology. It's how we use it. A six-level framework from Bystander to Architect.
A RAG system over your experiment archive lets teams and AI agents retrieve past learnings instantly — so experiments compound instead of repeat.