Practical AI skills for people whose job isn't AI. Most posts end with a drill, because reading about a skill isn't having one.
Watching an agent work produces a specific reluctance to interrupt it, and that reluctance is expensive. Here are the four signals worth stopping on, and why the sunk cost is smaller than it feels.
5 min read
OpenAI's own safety guidance for ChatGPT Work admits the system can produce 'finished mistakes at a scale that is harder to catch.' The same week, Wharton research killed prompt tricks and Cursor data showed a 46x productivity gap. The differentiator is now verification, not prompting.
6 min read
ChatGPT Work launched July 9 — an autonomous agent that connects to Slack, Google Drive, and SharePoint and delivers finished documents hours later. Three events this week prove the same principle: it works when you can define what 'done' looks like.
6 min read
Unit 42 tested 685,339 prompts and found 2.1 million AI-generated URLs — 13,229 already live and malicious. In one case, researchers predicted which domain an AI would hallucinate. Twenty-three days later, an attacker registered it and deployed a phishing kit.
4 min read
Tool-specific knowledge expires within a year. The skills underneath it don't. Here's how to tell which is which, so you invest in the half that's still worth something next spring.
5 min read
Stanford data shows entry-level jobs in AI-exposed roles have fallen 16% since 2022. At companies investing heavily in AI, they're up 12%. The gap isn't about industry or budget — it's about one question: are we using AI to cut costs or build capacity?
4 min read
OpenAI's Tax AI demo showed what happens when accountant corrections become structured feedback that measurably improves the agent. The reviewing skill most AI training skips isn't 'check the output' — it's how precisely you flag what went wrong.
4 min read
Most people get a genuinely good AI result, feel pleased, and then start from scratch the following week. The gap between occasional wins and compounding ones is about twenty minutes of writing.
5 min read
McKinsey reports 30%+ of its consulting fees are now tied to client outcomes, not hours. Deloitte warns labour-based consulting could shrink significantly by 2035. Here's what the shift from hours to outcomes means for every professional who sells time.
5 min read
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