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Agents/2026-05-19Advanced

Designing an HITL Approval Pipeline That Survives Production — Routing Probabilistic Actions Safely With Antigravity Agent

How I run a Human-in-the-Loop approval pipeline for Antigravity Agent in production — risk tiers, confidence-based routing, queue schema, audit logs, and the graduation criteria that move actions toward automation, drawn from six months of indie-app operations.

Antigravity/2026-04-28Intermediate

Antigravity Keeps Asking Permission for the Same Command? Fix the Approval Dialog Loop

Antigravity keeps prompting you to approve commands like npm install or git status, even after you clicked Always Allow? The cause comes down to three things: workspace trust state, pattern matching, and where the setting is stored. Here is the fix that actually sticks.