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Building Agentic Workflows in Python

When a tool-calling loop earns its complexity over a single call or a scripted pipeline, the manual and SDK-provided agentic loops in Python, and the guardrails — validation, approval, iteration caps — that keep an agent safe to run.

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Timeline cronologica

  1. sabato 4 luglio 2026·dev.to

    Building Agentic Workflows in Python

    When a tool-calling loop earns its complexity over a single call or a scripted pipeline, the manual and SDK-provided agentic loops in Python, and the guardrails — validation,…

  2. domenica 5 luglio 2026·dev.to

    A coding agent is just a loop — here's the whole thing, zero dependencies

    Everyone can call an agent framework. Almost nobody can rebuild what's under it — and then something...

  3. domenica 5 luglio 2026·dev.to

    I Built a Coding Agent With the Manual Tool-Use Loop. Here's What It Taught Me

    Everyone reaches for the SDK's tool runner because it hides the agentic loop. I wrote the loop by...