Diagram of a pi-agent control loop with memory, tools, and a verifier.

Building a pi-agent for Long-Horizon Tasks: Patterns That Actually Work

Pi-agents for long-horizon tasks need more than a clever prompt. This post covers the architecture, memory patterns, and failure modes that decide whether the agent finishes the job or burns budget on a loop.

September 1, 2026 · 12 min · 2492 words · martinuke0
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