Opinions
Opinions are clearly labelled point of view, hype checks, first takes and working notes. They should never look like a tested verdict.
Claude is adding text watermarks. Here’s what they can actually prove
Anthropic is adding statistical watermarks to text produced by future Claude models. The system can indicate likely Claude involvement, but it can’t establish authorship.
AI agent production readiness starts with a stop rule
OpenAI paused part of its frontier-model work after a security incident. The lesson for ordinary teams is simple: a successful AI agent demo proves too little unless the pilot has limits, monitoring and a stop rule.
Most AI demos skip the bit that matters
A demo is built to succeed. The part that decides whether a tool is any use, how it fails on a real task and whether you would notice, never makes the cut.
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