ProfRandom92 / Comptextv7 Star 1 Code Issues Pull requests Deterministic replay-integrity validation for compressed operational agent traces. benchmarking validation ai dashboard forensics cloud-native artifacts observability github-actions llm enterprise-ai deterministic-processing Updated Jul 21, 2026 Python
Jh-justinHarmon / document-ingestion-engine Star 0 Code Issues Pull requests Deterministic first. LLM only where confidence is low. Built to reduce cost and latency, not maximize model usage. machine-learning systems-engineering cost-optimization pipeline-architecture hybrid-ai llm-optimization latency-optimization cv-processing deterministic-processing Updated Apr 6, 2026 Python
Jh-justinHarmon / knowledge-ingestion-engine Star 0 Code Issues Pull requests Ingestion pipelines with artifact lineage, replayable stages, and append-only persistence. telemetry systems-engineering append-only pipeline-architecture confidence-scoring knowledge-ingestion deterministic-processing artifact-lineage replayable-pipeline Updated Apr 6, 2026 Python
Jh-justinHarmon / export-service Star 0 Code Issues Pull requests Content → Schema → Template → Format. Deterministic document transformation with clear separation between content, structure, and presentation. template-engine systems-engineering document-generation cli-tool pipeline-architecture schema-driven deterministic-processing Updated Apr 6, 2026 Python