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The AI Cost-Cutting Fallacy: Why “Doing More with Less” is Breaking Engineering Teams
Artificial Intelligence  Latest  Machine Learning

The AI Cost-Cutting Fallacy: Why “Doing More with Less” is Breaking Engineering Teams

Vitalii Oborskyi
8 likes
January 3, 2026

Author(s): Vitalii Oborskyi Originally published on Towards AI. The Efficiency Illusion In late 2024 and throughout 2025, a dangerous narrative took hold in boardrooms across the tech industry. The logic seemed seductive in its simplicity: if AI tools like GitHub Copilot, Cursor, …

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Uncertainty Architecture: A Modern Approach to Designing LLM Applications
Artificial Intelligence  Latest  Machine Learning

Uncertainty Architecture: A Modern Approach to Designing LLM Applications

Vitalii Oborskyi
16 likes
November 22, 2025

Author(s): Vitalii Oborskyi Originally published on Towards AI. If you believe this framework is needed by the market, please leave a short comment or quick feedback at the end. It will help prioritize the next iterations. 1. Introduction: Why LLMs are not …

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