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Inspect and conservatively clean hidden Unicode and supported file metadata, with explicit coverage and refusal reporting.

DeepSeek vision bridge for the dsh web GUI: route image attachments to a vision model (pi-ai / llama.cpp Qwen3-VL) and continue the conversation with the text description on a text-only LLM (DeepSeek)

Fast multi-model retrieval runtime: ONNX and GGUF embeddings, reranking, and a declarative model contract

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