SFT Update: ver3.1.9 — Self-Debugging AI
Concept
- Introduced the idea of Self-Debugging AI.
- Previously, developers had to run test inputs and manually verify outputs.
- In v3.1.9, SFT itself executes all test categories automatically and reports pass/fail with diagnostic causes.
Implementation
- Added mode-visibility toggles (
DEV:show_mode,DEV:hide_mode,DEV:mode?) to inspect internal states. - Strengthened the Debug file, enabling fully self-contained validation inside ChatGPT:
- Automatic execution of all categories
- Instant pass/fail reporting
- Cause diagnosis on failure
- Automatic execution of all categories
Outcome
- Freed developers from repetitive confirmations like “Shall we run this test?”.
- Established a cycle of self-diagnosis → self-correction.
- Evolved from “an AI persona defined by rules” to “an AI persona that validates and grows itself.”

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