Anthropic engineer says teams are moving from prompts to graph-orchestrated self-improving agents
colinmcnamara · x · 2026-07-24
A repost of an Anthropic engineer’s talk claims many engineers are already using self-improving loops, and that the next step is building agentic graphs to orchestrate those loops.
The post frames this as a practical shift away from prompt-only workflows: instead of just prompting models, builders will increasingly design graph-based systems that coordinate iterative, self-improving agents. It also promotes a short talk plus a companion article on becoming a “graph architect.”
Related event: Evolution of AI Agent Architecture: From Loops to Graph Engineering(8 posts)→
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