Writing on GTM systems

Notes from the field — CRM architecture, automation, and enrichment, written the way I'd explain it to a peer.

ai-engineeringclaude-apitool-usedebugging

When 'No Error' Is the Bug: Forced Tool Choice and a Silently Skipped Web Search

A forced tool_choice call returned an empty result with no error, no exception, nothing. Here's why forcing a tool doesn't mean 'use this eventually' -- and the two-call fix.

Aug 2026 · 3 minRead →