Agent-building steps 5 & 4: orchestrate with a manager, skip topology research; .md files often suffice for memory

PawelHuryn · x · 2026-09-09

Two posts from Paweł Huryn's agent-building series. Step 5 (orchestration): map repeatable logic that doesn't belong to any single agent; coordinate agents statically or dynamically — usually a manager or sequencing (sometimes a loop) is enough, no topology study needed.

Step 4 (memory): agents must track progress and learn. Most platforms offer short-term memory (variables, recent interactions), long-term memory (files, vector, SQL, graph), and a scratchpad ('think tool'). Often an agent using .md files is all you need.

Related event: Practical Guide to Building AI Agents: Orchestration, Memory and Tools(3 posts)→

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