Guardrails that teach,
not just block.

The problem

Most safety systems are walls — they block and move on. Claude tries to write to .env, gets blocked, tries again differently, gets blocked again. No learning happens. The AI doesn't understand why the action was blocked, so it can't avoid the pattern next time.

How Dev10x solves it

Dev10x's 8 hook validators don't just block — they redirect. The JTBD Commit Enforcer rejects "Add retry logic" and teaches "Enable automatic retry on failure." The Skill Redirect catches raw CLI usage and points to the correct slash command. Each rejection includes the correction, so Claude learns the right pattern.

Related skills