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  * [![](../images/011.webp)](https://towardsdatascience.com/where-the-agent-development-lifecycle-fits/)
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## Editor's Picks
  * [![](../images/011.webp)](https://towardsdatascience.com/where-the-agent-development-lifecycle-fits/)
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## [What the ReLU Revolution Revealed About Biological Plausibility](https://towardsdatascience.com/what-the-relu-revolution-revealed-about-biological-plausibility/)
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## [How Many Stories Can Your Data Tell?](https://towardsdatascience.com/how-many-stories-can-your-data-tell/)
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  * [![](../images/022.jpg)](https://towardsdatascience.com/from-static-to-dynamic-skills-a-different-model-for-agent-knowledge/)
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[Agentic AI](https://towardsdatascience.com/category/artificial-intelligence/agentic-ai/)
Why the skill-inflation panic is aimed at the wrong thing, and what it costs to make agent knowledge a build artifact instead of a file.
[Tomer Mesika](https://towardsdatascience.com/author/tomer-mesika-tds/)
September 14, 202614 min read
  * [![](../images/023.webp)](https://towardsdatascience.com/one-capital-letter-was-silently-breaking-my-ai-support-bot-and-it-wasnt-in-the-new-model/)
## [One Capital Letter Was Silently Breaking My AI Support Bot](https://towardsdatascience.com/one-capital-letter-was-silently-breaking-my-ai-support-bot-and-it-wasnt-in-the-new-model/)
[Large Language Models](https://towardsdatascience.com/category/artificial-intelligence/large-language-models/)
A real Weave project that regression-tests three OpenAI models against the exact reply format your app depends on.
[Abdullahi Dattijo](https://towardsdatascience.com/author/abdullahi.dattijo/)
September 12, 202632 min read
  * [![](../images/024.webp)](https://towardsdatascience.com/coding-agents-dont-need-longer-history-they-need-intent-continuity/)
## [Coding Agents Don't Need Longer History — They Need Intent Continuity](https://towardsdatascience.com/coding-agents-dont-need-longer-history-they-need-intent-continuity/)
[Agentic AI](https://towardsdatascience.com/category/artificial-intelligence/agentic-ai/)
I built a system that automatically discovers, verifies, and applies relevant requirements from earlier interactions without asking the user where they came from.
[Emmimal P Alexander](https://towardsdatascience.com/author/emmimalp.alexander/)
September 11, 202617 min read


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