Reliable provenance and graded trust Explicit reliability modeling cuts hallucination. Σ‑Mem stores symmetric competence states for peer agents, while LedgerMind adds a Structured Evidence Ledger that forces reasoning to cite provable tool outputs. Both pipelines let us evaluate answers systema...
Source: [Dev.to](https://dev.to/olaughter/aiml-research-digest-aug-02-2026-228j)