REST API Design Patterns for AI Pipelines
Agents need different REST patterns than humans do.
Devon Tran
Staff Writer
Devon Tran
Devon tracks how brands use AI-driven intelligence to monitor narratives, competitors, and market signals in real time. Before joining Contextual Radar, Devon spent four years as an analyst at a boutique competitive-intelligence consultancy serving mid-market SaaS companies.
7 stories
Chunking Strategies for Web-Crawled Content in RAG
Clean extraction from raw HTML matters more than chunking strategy itself.
Devon Tran
Observability and Debugging for AI Agent Systems
Standard monitoring dashboards miss the reasoning failures that break AI agents in production.
Devon Tran
Grounding Agent Decisions With Live Web Retrieval
Live web retrieval closes the gap between what models know and what's actually true right now.
Devon Tran
Web Browsing as a Native Agent Capability
AI agents now need live web access built in, not bolted on as a backup tool.
Devon Tran
Tool Use Patterns for Autonomous AI Agents
Open protocols let teams build tool integrations that survive model upgrades and vendor changes.
Devon Tran
Anti-Bot Detection and Bypass Techniques for AI Data Pipelines
Modern anti-bot systems stack four detection layers to stop AI scraping pipelines.
Devon Tran