AI & ML Research 3 Days

Last updated: June 18, 2026, 8:30 AM ET

Agent Architectures and Engineering Workflows

Developers are increasingly moving away from agent frameworks in favor of precise, plain-Python workflows that offer greater control over application logic. This shift toward architectural clarity is supported by the adoption of standardized protocols like MCP, which transform fragmented tool definitions into stable, discoverable servers. To maintain system reliability during production, engineers are building custom recovery layers that intercept LLM rate limits and prevent payload corruption, ensuring that fallbacks function without breaking structured output pipelines. Meanwhile, those looking