https://mandarelabs.com/journal Field notes on giving AI agents identity, limits, and a tamper-evident record — from the team building the accountability layer for AI agents. en https://mandarelabs.com/journal/proofs-not-data https://mandarelabs.com/journal/proofs-not-data Thu, 23 Jul 2026 09:00:00 +0000 An oversight layer that sees everything becomes the honeypot it guards against. Why Mandare is local-first, holds only content-free fingerprints — and why that's the feature, not the compromise. https://mandarelabs.com/journal/runaway-loop-dies-at-20 https://mandarelabs.com/journal/runaway-loop-dies-at-20 Thu, 23 Jul 2026 08:00:00 +0000 71 API calls in 0.1 seconds. Call #72 refused at the door by a mandate signed once — and the refusal itself becomes tamper-evident evidence. Real transcript, no mockups.