Status: IN
The review step catches the specific kinds of errors LLMs make during derivation. Four categories account for 100% of failures across 6 domains. Each maps to a repair strategy: smuggled premises → search-and-link (44-59% recoverable), superlatives → soften, false causal links → retract, domain conflation → retract. The 13-38% retraction rate validates that TMS review compensates for exactly the kind of errors LLMs produce.
Source: repo:beliefs-pi/entries/2026/05/29/six-substrate-cross-domain-summary.md
Depends on (SL): four-failure-categories, search-and-link-recovery, evidence-retraction-rate