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April 1, 20260 citationsOpen Access

The AI Black Box: A Six-Layer Verification Architecture for Accountable AI Agent Operations

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OUOctavian Untila

Key Points

  • The aim is to establish a comprehensive verification architecture for AI agent operations ensuring accountability and safety.
  • Developed six verification layers to monitor AI actions
  • Implemented eBPF for observing agent activities
  • Used Z3 SMT for correctness proofs
  • Ensured legal compliance through zero-knowledge verification
  • Tested across ecosystems with real event data
  • Evaluated 16,683 events across two AI ecosystems
  • Achieved zero violations in the AI research platform
  • Detected 71 violations in the autonomous AI ecosystem
  • Scaled operations from 80 to 2,700 events per day without degradation
  • Maintained an efficiency of 0.15ms per event

Abstract

We present a six-layer verification architecture for AI agent safety that provides end-to-end accountability from kernel observation to legal compliance. Each layer answers a distinct question: (1) eBPF observes what the agent did; (2) OPA/Rego evaluates whether it was permitted; (3) Z3 SMT proves whether it was correct; (4) zero-knowledge semantic non-membership verifies whether it was legal; (5) Ed25519 device attestation confirms from which verified device; and (6) offline-first verification with SQLite and CRDT sync ensures operation without connectivity. All six layers are implemented: three are deployed in production across two independent ecosystems, three are prototyped with test suites. Evaluation on 16,683 real events from two ecosystems — a 133-agent AI research platform (3,285 events, 42 days, zero violations) and an autonomous AI ecosystem (13,398 events, 5 days, 71 violations detected) — demonstrates that the framework scales from 80 events per day to 2,700 events per day without degradation (0.15ms per event). To our knowledge, no existing framework addresses all six verification dimensions with production deployment on multiple ecosystems.

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Cite This Study

Octavian Untila (2026) studied this question.

synapsesocial.com/papers/69ccb71716edfba7beb88e25https://doi.org/10.5281/zenodo.19334382
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