Your AI agents call tools, browse the web, query databases, and delegate to other agents. Once deployed, they make decisions autonomously.
… AGT does not try to win that fight inside the prompt. Every tool call, message send, and delegation is intercepted in deterministic application code before the model’s intent reaches the wire. Actions the AGT kernel denies are not “unlikely.” They are structurally impossible. That is the difference between asking an agent to behave and making it incapable of misbehaving. — Read More
Daily Archives: July 29, 2026
The Orchestrator’s Tax
Subagents get justified by time saved and parallel execution, but that’s not what matters most in long-running multi-agent work. Every token in the orchestrator’s context is competing for its attention, and the real value of a subagent is what it keeps out of that context, not how fast it runs. I argue that subagents should be treated as a tool for protecting the orchestrator’s working memory, offloading reasoning it doesn’t need to hold onto. Doing this well means giving the orchestrator explicit ground rules for when and how to delegate. This is exploratory work, built from one real incident, and it ends with more open questions than settled answers. — Read More
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