Research Agents
Iterative Retrieval Loops and Stopping Criteria
Deciding when AI agents should stop searching the web, not just how to search iteratively.
Everett Nadkarni
Features Editor · · 12 min read
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Research Agents
Memory and Context Management in Long Research Sessions
Memory systems fail not because context windows are small, but because models lose signal in noise.
Maya Okafor
Research Agents
Source Evaluation and Credibility Scoring in Research Agents
Research agents need to verify sources before trusting them, not after confidently citing them.
Sana Ibrahim
Research Agents
RAG Pipeline Architecture for Research Agents
Research agents need loops, not one-shot retrieval, to handle ambiguous questions and live data.
Everett Nadkarni
Research Agents
AI-Powered Answer Engines vs Research Agents
Research agents dig deeper but cost more; answer engines are fast and cheap.
Soren Marlowe
Research Agents
Agentic Design Patterns for Web Research Workflows
How agentic design patterns break down when your agent's tools hit live web data.
Maya Okafor
Crawling & Sitemaps
Large-Scale Web Crawling Architecture Patterns
Prioritized queues, domain affinity, and deduplication keep crawlers fast and polite at scale.
Sana Ibrahim
