GuidePlatformv1
Closed-Loop Learning
How Claude gets better at building APIANT automations — patterns extracted from successful builds, autonomous test-fix loops, and live diagnosis and repair.
Every build, every run, every failure feeds back as signal. Three loops run concurrently:
- Pattern Library — successful builds are mined for reusable patterns. The library is deduped and refined weekly, and becomes part of what Claude reaches for on the next build.
- Autonomous Build-Test-Fix — Claude executes a fresh build in test mode, diagnoses failures, applies fixes, and retests until it passes or hits a stop condition.
- Diagnosis & Repair — when a live automation breaks, Claude pulls execution traces, identifies failure modes, and proposes or applies fixes.
In this section
Pattern Library
Auto-extracted reusable patterns from real automation builds — deduped, scored, and refined weekly.
Autonomous Build-Test-Fix
The build loop: construct, execute in test mode, inspect results, diagnose, repair, retest — until it passes.
Diagnosis & Repair
Live-automation failures: pull the execution trace, identify the failure mode, propose or apply a fix.
Related docs
Last updated May 4, 2026