Anthropic

Latest AI news, models and releases from Anthropic. ['anthropic-ai', 'Anthropic AI Models', 'Claude', 'Claude 2', 'Claude 2.1', 'Claude 3', 'Claude 3.5 Sonnet', 'Claude-3.5-Sonnet', 'Claude 3.5 Sonnet v2', 'Claude 3.7 Sonnet', 'Claude 3 Haiku', 'Claude 3 Opus', 'Claude3 Opus', 'Claude 3 Sonnet', 'Claude 4', 'Claude 4.6', 'Claude 4 Opus', 'Claude 4 Sonnet', 'Claude 5', 'Claude Agent SDK', 'Claude.ai', 'Claude AI', 'ClaudeBot', 'Claude Code', 'Claude Code (Opus 4.7)', 'Claude Code Sonnet 5', 'Claude Cowork', 'Claude Design', 'Claude Desktop', 'Claude Fable', 'Claude Fable 5', 'Claude Fable5', 'Claude Fable 5 Max', 'Claude Haiku', 'Claude Haiku 4.5', 'Claude Instant', 'Claude (language model)', 'Claude Max', 'Claude Mythos', 'Claude Mythos 5']

Agents 🇷🇺

Deep Agents: Context Engineering for Long-Horizon Tasks in LangChain

The world of AI agents is evolving rapidly: from linear LangChain pipelines to LangGraph graphs and further to ready-made environments like Deep Agents. Deep Agents is a library that gathers middleware, tools, and prompts around the basic ReAct loop for managing context in multi-step tasks. It adds planning, file tools, subagents, history summarization, and other mechanisms, but at a cost — a steep increase in the system prompt (from 35 to 6215 tokens) on an empty request.

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Habr — хаб ИИ27.07 · 11:02
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