# Your AI roadmap is already out of date

> Source: <https://leaddev.com/ai/your-ai-roadmap-is-already-out-of-date?utm_source=leaddev&utm_medium=RSS>
> Published: 2026-08-24 09:44:45+00:00

August 24, 2026

Estimated reading time: 23 minutes

**Key takeaways:**

- Plan technical decisions by how
**costly they are to reverse**, not by how** important they feel**. - Present your AI roadmap as
**assumptions**, not** firm conclusions**. **Build the thinnest possible end-to-end version** before committing to a full direction.

Three months. That’s roughly the interval at which the “right way” to build something in [AI](https://leaddev.com/ai/best-ai-coding-assistants) shifts under you. A new [agent](https://leaddev.com/technical-direction/how-to-prepare-for-ai-agents) harness lands and makes the orchestration you spent a quarter on look overweight. A better retrieval pattern quietly changes what “good” looks like for the feature you’re mid-flight on.

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August 24, 2026