AI Agent Orchestration: Designing Multi-Step Workflows with Tools, Memory, and Handoffs
Single-prompt AI interactions have a ceiling. Ask a model to summarize a document, straightforward. Ask it to research a competitor, extract key dat…
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The AgentGroupChat Pattern That Keeps the Mapper from Drifting
The first version of this orchestration failed in a very specific way: the mapper kept producing templates that looked plausible to a human and were…
When Agents Should Stop: Designing Safety Boundaries That Work
An agent in my homelab posted "HEARTBEAT_OK" to the ops channel 47 times over one weekend. Every message was technically correct. The scheduled jobs…