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Replace repetitive LLM calls with small, auditable ML models. Record → Shadow → Live, LLM kept as fallback.

Diagnostics for DeepSeek Harness: finds plugins that failed to load, bundles whose rows never started, version mismatches and unmanageable entries, and explains what to do

Boruna: a deterministic, capability-safe programming language and framework for LLM-native applications