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aideep-diveDeep Research 前沿

Deep Research Landscape: Taxonomy of 80+ Implementations, Roadmap, and Trade-offs

The entire Deep Research field has 80+ implementations, but the core structure is just three-stage roadmap × four components × three optimization methods. This article maps the full landscape: from Agentic Search to Full-stack AI Scientist, from query planning to answer generation, from workflow prompting to end-to-end RL.

#deep-research#survey#ai-agent#taxonomy#llm#roadmap
productdeep-diveProduct Builder Interview Prep

Execution Interview Guide: From Roadmap to Cross-Team Collaboration

Execution interviews test whether you can turn ideas into deliverables. Core skills: roadmap planning (how to prioritize with limited resources), priority defense (why A before B), cross-team collaboration (how to drive engineering and design), stakeholder management (how to handle conflicts), and the ability to track progress with data.

#interview#product-builder#execution#roadmap#stakeholder