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Comparing Code-Driven and LLM-Driven Workflows for Internal Agent Development

By

pavel_lishin

5mo ago· 4 min readenInsight

Summary

The article discusses the author's experience building internal agents and compares code-driven versus LLM-driven workflows. While initially believing LLMs with tool usage could solve arbitrarily complex workflows, the author now recognizes that many problems are simpler, cheaper, and faster to solve with traditional software. The post explains why determinism matters in workflow systems and describes an approach that supports both code and LLM-driven workflows, arguing this hybrid solution is necessary for practical implementation.

Key quotes

· 4 pulled
When I started this project, I knew deep in my heart that we could get an LLM plus tool-usage to solve arbitrarily complex workflows.
I still believe this is possible, but I'm no longer convinced this is actually a good solution.
Some problems are just vastly simpler, cheaper, and faster to solve with software.
This post talks about our approach to supporting both code and LLM-driven workflows, and why we decided it was necessary.
Snippet from the RSS feed
When I started this project, I knew deep in my heart that we could get an LLM plus tool-usage to solve arbitrarily complex workflows. I still believe this is possible, but I’m no longer convinced this is actually a good solution. Some problems are just va

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