What problem does it solve?
Surface external best practices, reference implementations, and common patterns so teams can make informed design decisions without reinventing solutions or missing established tradeoffs.
Core Features & Use Cases
- Web-first prior art research: Run targeted web searches to collect documentation, blog posts, reference implementations, and talks that illustrate how others solve a given problem.
- Local comparison context: Produce a short summary of how the current codebase (if any) approaches the topic to highlight gaps and constraints.
- Synthesis into a brief: Merge web findings and local context into a concise prior-art brief that highlights patterns, anti-patterns, relevance, and recommendations.
- Use Cases: Mid-design architecture questions, technology selection surveys, and pattern discovery before committing to an implementation.
Quick Start
Ask the assistant to "Prior art for approaches to hot/cold memory in LLM agents" to produce a web-research summary and a combined brief.