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Read a multi-source LLM context as the subspace it resolves, not as a centroid: locate prompt injections and off-source answers, with no trained model and no tuned constant.

Zero-cost local research pipeline: async search routing, TLS-fingerprint-aware fetching, DOM denoising and BM25 context slimming for local LLMs.

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