1# Building an AI-Native Engineering Team1# Building an AI-Native Engineering Team
2 2
3How coding agents speed up the software development lifecycle
4
5## Introduction3## Introduction
6 4
7AI models are rapidly expanding the range of tasks they can perform, with significant implications for engineering. Frontier systems now sustain multi-hour reasoning: as of August 2025, METR found that leading models could complete **2 hours and 17 minutes** of continuous work with roughly **50% confidence** of producing a correct answer.5AI models are rapidly expanding the range of tasks they can perform, with significant implications for engineering. Frontier systems now sustain multi-hour reasoning: as of August 2025, METR found that leading models could complete **2 hours and 17 minutes** of continuous work with roughly **50% confidence** of producing a correct answer.