sovereign-validation-loop is a deterministic, air-gapped CLI test harness for local LLM dual-model orchestration. It runs an adversarial Generator-Validator loop with strict regex telemetry logging and forces surgical inter-case VRAM purging via keep_alive=>0 to isolate memory footprints and prevent multi-tenant RAM port collisions.
static-analysis strict-types php-cli test-harness edge-computing local-llm ollama curl-client sovereign-ai vram-optimization content-blind telemetry-logging
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Updated
Sep 17, 2026