Implement Deep Thinker Agent with Adaptive Budget

implementationChallengeOctober 30, 2025

Prompt Content

Develop the 'Deep Thinker Agent' within your LangGraph system. This agent should leverage Gemini 2.5 Pro in Deep Think mode to analyze multiple retrieved documents, identify contradictions, and synthesize a coherent answer. Implement a mechanism to adapt its 'thinking budget' – for example, dynamically adjust the number of internal reasoning steps or external tool calls based on an initial complexity assessment of the query. Include a dummy 'search tool' that returns relevant text snippets.

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