Исследования и практика
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MTP multi-token prediction inference optimization LLM quality open-weights частные-llm deepseek qwen китай-ии on-premise ["MCP" "web search" "agents" "Playwright" "Chromium" "AI Platforms" "open-source" "tool-use" "local LLM"] LLM private LLM on-premise AI GitHub Copilot разработка безопасность кода RLHF ["AI agents" "harness" "Cursor" "Anthropic" "LLM" "model switching" "on-premise AI"] MCP SSH SFTP agents security AI Platforms open-source tool-use activation steering CAA Qwen local LLM representation engineering fine-tuning open weights coding agents GPU Gated DeltaNet agentic coding DeepSeek long context RAG MoE agentic search MIT поиск документы безопасность векторные базы reranking agentic RAG RAGAS machine vision CV качество конвейер YOLO RT-DETR дефектоскопия Smart Video MES SCADA ["agents" "MCP" "LangGraph" "CrewAI" "RAG" "оркестрация" "guardrails" "память"] hardware infra Blackwell Hopper server vLLM DGX MTP multi-token prediction inference optimization LLM quality open-weights частные-llm deepseek qwen китай-ии on-premise ["MCP" "web search" "agents" "Playwright" "Chromium" "AI Platforms" "open-source" "tool-use" "local LLM"] LLM private LLM on-premise AI GitHub Copilot разработка безопасность кода RLHF ["AI agents" "harness" "Cursor" "Anthropic" "LLM" "model switching" "on-premise AI"] MCP SSH SFTP agents security AI Platforms open-source tool-use activation steering CAA Qwen local LLM representation engineering fine-tuning open weights coding agents GPU Gated DeltaNet agentic coding DeepSeek long context RAG MoE agentic search MIT поиск документы безопасность векторные базы reranking agentic RAG RAGAS machine vision CV качество конвейер YOLO RT-DETR дефектоскопия Smart Video MES SCADA ["agents" "MCP" "LangGraph" "CrewAI" "RAG" "оркестрация" "guardrails" "память"] hardware infra Blackwell Hopper server vLLM DGX MTP multi-token prediction inference optimization LLM quality open-weights частные-llm deepseek qwen китай-ии on-premise ["MCP" "web search" "agents" "Playwright" "Chromium" "AI Platforms" "open-source" "tool-use" "local LLM"] LLM private LLM on-premise AI GitHub Copilot разработка безопасность кода RLHF ["AI agents" "harness" "Cursor" "Anthropic" "LLM" "model switching" "on-premise AI"] MCP SSH SFTP agents security AI Platforms open-source tool-use activation steering CAA Qwen local LLM representation engineering fine-tuning open weights coding agents GPU Gated DeltaNet agentic coding DeepSeek long context RAG MoE agentic search MIT поиск документы безопасность векторные базы reranking agentic RAG RAGAS machine vision CV качество конвейер YOLO RT-DETR дефектоскопия Smart Video MES SCADA ["agents" "MCP" "LangGraph" "CrewAI" "RAG" "оркестрация" "guardrails" "память"] hardware infra Blackwell Hopper server vLLM DGX