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Closed-Loop Control

2 articles · Page 1 of 1

Sep 9, 2026 · Artificial Intelligence

Action Map Policy: Pixel Classification for High-Precision Robot Manipulation

Action Map Policy (AMP) reframes robot manipulation as pixel-level classification by projecting 3D keypoint trajectories onto 2D image planes, enabling cross-entropy loss to model multi-modal action distributions with sub-millimeter precision and single-forward-pass inference.

Action Map PolicyClosed-Loop ControlCross-Entropy

0 likes · 12 min read

Action Map Policy: Pixel Classification for High-Precision Robot Manipulation

Random Bulletin

Sep 5, 2026 · Operations

Why Static 80% Thresholds Fail at 10M QPS: Dynamic Water Level Management

The article explains why fixed thresholds like 80% CPU are inadequate for large-scale systems, and introduces dynamic water level management that combines load, resource, service, and resilience signals with capacity profiling, trend prediction, and action latency to drive automated scaling, scheduling, rate limiting, and degradation in a closed loop.

10M QPSClosed-Loop ControlSLO

0 likes · 31 min read

Why Static 80% Thresholds Fail at 10M QPS: Dynamic Water Level Management