Practical AI skills insights
Two Hacker News posts, a combined 1,374 points, same week. One named the upstream failure — vague requirements in, vague output out. The other named the downstream one — raw AI text pasted straight into Slack and email. The model was fine in both cases.
4 min read
Claude Pro subscribers consume $200–400 of compute per $20/month. OpenAI loses $1.22 for every $1 earned. GitHub Copilot switches to usage-based billing June 1. The price you pay for AI today is not the price it costs to run. Here's how to plan for when that changes.
5 min read
Josh Comeau watched an expert developer triple their output with AI and watched beginners spend three hours prompting a model to solve something they fixed manually in 30 seconds. The difference wasn't the model. It was what each person brought to it.
4 min read
Anthropic's founders went on The Oprah Podcast and told millions of non-technical listeners to stop fearing AI and start learning it. The harder question — the one the podcast couldn't answer — is what to actually do first.
5 min read
Meta watched employees work across Gmail, GChat, and internal tools — then laid off 8,000. The lesson isn't about surveillance. It's about what AI cannot learn from watching you, and why that tells you exactly where to put your effort.
4 min read
Two Hacker News posts hit the front page the same week with a combined 1,374 points. One named the upstream problem — bad specs going in. One named the downstream problem — raw AI output going out. Both point to the same fix.
4 min read
Google launched Gemini Spark at I/O 2026 — a 24/7 personal agent that runs inside Gmail, Docs, and Calendar, acting even when your device is off. The question is no longer whether to use AI at work. It's what the agent is doing right now, and whether you authorised it.
5 min read
Google's AI Pointer and Gemini Rambler let you point, speak, and get results without typing a word. The syntax of prompting is being absorbed into the interface. The judgment behind it isn't.
4 min read
Shopify runs its internal AI coding agent exclusively in public Slack channels — never DMs. The whole company learns by watching. Here's how to apply the same principle without building a custom agent.
3 min read
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