Five days ago I wrote that a credibility layer would become infrastructure nobody could opt out of. On Monday the European Commission filed ChatGPT next to Google and Bing. I also build one of these things, which is the part I should probably talk about.
The frightening version of AI and truth is not censorship. It is a credibility layer so reasonable that nobody objects, until being scored unreliable quietly changes what you can publish, earn and access.
An agent that writes SQL against your production database needs more than a careful prompt. The permissions, timeouts and limits worth putting in before it goes anywhere near real data.
Every text-to-SQL tutorial assumes eight tables. Real warehouses have four hundred. What changes when the schema stops fitting, and how to choose which tables the agent sees.
A text-to-SQL agent’s worst failure is not the query that breaks. It is the query that runs, returns a number, and is quietly wrong. How that happens and how to catch it.
Agno gives you retrieval on day one. LangGraph gives you explicit state. Here is the same work in both, and how to tell which problem you actually have.
Anthropic began watermarking Claude this week, driven by the EU AI Act. It is not a detection story. It is the first visible piece of the internet growing a provenance layer.
Anthropic confirmed today it will watermark text from its models, to comply with the EU AI Act. A provenance signal is not a ranking signal, and the real threat was never AI.
The Fable 5 shutdown reveals a new geopolitical reality: intelligence is now a strategic asset, export-controlled like weapons. Ronnie Huss on what it means for the world.
TL;DR: Google’s 15 May 2026 guidance says GEO and AEO are made-up terms, and that optimising for AI search inside Google is just SEO. They’re
