Aug 16, 2026 · Artificial Intelligence

From Pi to DSH: How Agent Harness Evolves from Scalable to Self‑Growing

The article analyses how large‑model agents shift focus from model capabilities to a mutable runtime environment, explains the Agent Harness concept, compares the minimal‑core Pi approach with the more structured DSH system, and outlines the five‑stage loop required for true self‑growth.

AI agentsAgent HarnessDSH

0 likes · 27 min read

From Pi to DSH: How Agent Harness Evolves from Scalable to Self‑Growing

Tencent Cloud Developer

Apr 8, 2025 · R&D Management

Building an Engineer Culture: Leading Reliable Programmers Amid Uncertainty

The article argues that cultivating a strong engineering culture—through shared values, clear processes, automation, altruistic collaboration, and continuous self‑improvement—empowers programmers to remain reliable and productive despite uncertainty, boosting the odds of sustained success while acknowledging that culture is only one of several critical factors.

Code Reviewefficiencyengineering culture

0 likes · 21 min read

Building an Engineer Culture: Leading Reliable Programmers Amid Uncertainty