Agentic web retrieval advances (EcoGEO trajectories + ChatGPT Search web.run fan-out + dynamic RAG validity horizons + STALE + Agentic Search Models + Claude Code nav)
Key Questions
What is EcoGEO in agentic web retrieval?
EcoGEO uses trajectory-aware evidence for multi-step queries in web retrieval. It improves reasoning over dynamic web content. Aligns with prod agents like TinyFish/Tavily.
How does ChatGPT's web.run improve visibility?
ChatGPT web.run enables fan-out with source and summary visibility for better traceability. It supports dynamic RAG with fine-grained validity horizons. Contrasts naive semantic expiry.
What is STALE for memory validity?
STALE allows LLM agents to self-detect when memories are no longer valid. It uses semantic expiry and self-detection mechanisms. Research explores dynamic RAG horizons.
EcoGEO trajectory-aware evidence multi-step queries; ChatGPT web.run fan-out source/summ visibility; dynamic RAG fine-grained + validity horizons semantic expiry vs naive; STALE self-detect; Agentic Search Models HN buzz; Claude Code FS/grep multi-hop. Aligns TinyFish/Tavily multi-hop prod agents.