
Your Framework Choice Matters Less Than You Think
The same governance patterns, unmodified, on LangGraph and Microsoft Agent Framework — with parity tests and the footguns found in each.
All the articles with the tag "AI & Agents".

The same governance patterns, unmodified, on LangGraph and Microsoft Agent Framework — with parity tests and the footguns found in each.

Individual patterns are easy to believe in. Running twelve together on one agent found a real gap none of their own tests could have caught.

A spreadsheet of agents drifts the day after you write it. Make the profile enforced: owners, declared tools, expiry, and privilege-drift detection.

The same 80% pass rate can mean a wording change or a working prompt injection. Severity tiers, baseline regressions, and an exit code CI respects.

A correct answer reached by a forbidden path is a failure. Assert on the trajectory and the policy decisions, not the final message. Runnable suite.

An unbounded tool response costs 17x more tokens for the same answer. A runnable auditor for the four tool-design mistakes that make agents guess.