Stop Using Claude Wrong: Why Skills Are the Solution to Your AI Reliability Problem
Last Updated on November 6, 2025 by Editorial Team
Author(s): Mayank Bohra
Originally published on Towards AI.
Everyone’s frustrated with AI giving different answers every time. Here’s the deterministic framework that actually solves consistency, from someone who’s spent weeks testing production AI systems.
You know that feeling when Claude gives you perfect output one minute, then complete garbage the next? Same prompt, wildly different results. That’s not a bug in your approach — it’s the fundamental nature of how most people use AI.

The article discusses the frustrations users face when interacting with AI systems like Claude, particularly the unpredictability of responses. It emphasizes the importance of using AI as a specialist tool, advocating for the adoption of “Claude Skills” which enhance reliability and consistency by employing a structured approach in AI usage, as opposed to the commonly haphazard methodologies that lead to varied outputs. The author argues that this fundamental shift towards deterministic systems can bridge the gap between the experimental use of AI and its application in routine, reliable business tasks.
Read the full blog for free on Medium.
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