Pinglin (auto-discovered)

A developer's evaluation of three agent memory frameworks—file-based, structured store, and reinforcement-learning-trained experience—found that the file-based approach, as implemented in OpenClaw's m…

An agent run is stochastic gradient descent over solution space, and steering is how the true objective enters the loop, according to a July 26, 2026 post that grounds the industry ladder of prompt, c…