http://www.heyuan110.com/tags/testing/Recent content in Testing on Bruce on AI EngineeringHugoenSat, 31 Jan 2026 09:10:00 +0800http://www.heyuan110.com/posts/ai/2026-01-31-high-frequency-commits-strategy/Sat, 31 Jan 2026 09:10:00 +0800http://www.heyuan110.com/posts/ai/2026-01-31-high-frequency-commits-strategy/<p><img src="http://www.heyuan110.com/posts/ai/2026-01-31-high-frequency-commits-strategy/cover.webp" alt="Engineering practices for high-frequency commits and stable delivery" loading="lazy" decoding="async" fetchpriority="low" width="1200" height="630" /> </p> <p>With AI coding tools accelerating development speed, many teams are hitting a new normal: <strong>dozens to hundreds of commits per day</strong>. The question becomes sharp: why do some projects get faster while others spiral into chaos?</p> <p>This article does not argue whether you should slow down. Instead, it focuses on the engineering system: <strong>when commit frequency skyrockets, how do you keep your product under control?</strong></p>