AI Engineering
Jul 11, 2026 · Artificial Intelligence
Why Logs Should Be the Agent Itself, Not Just a Byproduct
The article analyzes Yohei Nakajima’s "The Log is the Agent" paper, showing how ActiveGraph unifies goals, rules, tool calls, LLM responses, and artifacts into a single append‑only event log, enabling deterministic replay, cheap forking, and full provenance for LLM‑driven agents.
ActiveGraphLLM agentsagent architecture
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