ENGINEERING
2 MIN READ
Making Agents for Multi-Step Methods for Industries

James Cooper
Jan 19, 2026

Planning Before Execution
Strong agents don’t jump into action immediately. They plan first, which reduces mistakes and improves output quality. Even a basic plan makes execution faster and more predictable.
Reliable Tool Calling
Tool calling lets agents fetch data, update systems, and trigger actions. Without structured tools, agents become guessy and unreliable. With the right tool design, they can operate inside real workflows with confidence.
Retries That Make Sense
Retries are essential, but they need to be smart. A good agent retries with context, adjusts the approach, and avoids repeating the same failure. It should also know when to stop and escalate instead of looping forever.
Verification and Final Output
Multi-step execution needs a final verification step. The agent should confirm the output matches the goal and meets quality requirements. This is what separates “it ran” from “it worked correctly.”
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