◈ Gemini API/2026-07-14Advanced
When Gemini's executed result and its prose disagree on a number — a gate that trusts only code_execution_result
Gemini Code Execution returns the value it actually computed and the sentence describing it as separate parts. Trust the prose and you can inherit a hallucinated number. Here is a verification gate, in working code, that extracts the executed result as the single source of truth and rejects prose that disagrees.
⬡ Gemini Advanced/2026-06-27Advanced
Don't Ingest Gemini Deep Research Reports Blindly — A Citation-Verification Acceptance Gate for MCP-Grounded Research
Now that Deep Research connects to MCP servers and File Search, you can ground research on your own data. This builds an acceptance gate that verifies, before any automated ingest, whether each citation resolves to a trusted source — with an allowlist, a grounding-coverage ratio, and categorized reject reasons, all in working code.