Memon Systems

Sep 20, 2026

Jev System One vs Specialized Sovereign RAG. An Empirical Benchmark

Across 20 measured trials on Apple Silicon MPS, a cloud-hosted decision primitive averaged 457.19ms P50 (381.0ms upstream cloud floor) and consumed 453 tokens before retrieval began. A co-hosted sovereign classifier completed the same routing in 0.23ms with zero tokens.

legal-techragarchitecturenlicomplianceeu-ai-actbenchmarksystems-thinking

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Jul 27, 2026

The 51.4% Problem: Why Post-Hoc Validation Fails Legal RAG Governance

Why post-hoc validation causes a 51.4% abstention rate in legal RAG governance, and how in-flight sentence-level NLI verification solves the hallucination tax.

legal-rag-governancelegal-techragcompliancetprmnliarchitecturenist-ai-rmfhallucination-prevention

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Jul 26, 2026

The EU AI Act & Legal RAG: Why 'Approve' Buttons Fail Compliance Audits and How to Build Deterministic Human Oversight

From Article 14 Human Oversight to Entity Masking Engines: Architectural blueprints for engineering auditable, deterministic legal AI under strict EU/UK regulatory regimes.

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# a r c h i t e c t u r e

Jev System One vs Specialized Sovereign RAG. An Empirical Benchmark

The 51.4% Problem: Why Post-Hoc Validation Fails Legal RAG Governance

The EU AI Act & Legal RAG: Why 'Approve' Buttons Fail Compliance Audits and How to Build Deterministic Human Oversight