How OpenClaw‑RL Turns Everyday Interactions into Self‑Evolving AI

OpenClaw‑RL, a new reinforcement‑learning framework from Princeton, captures hidden evaluative and instructional signals in daily user interactions, converts them into real‑time training data, and uses a decoupled asynchronous architecture with binary RL and online policy distillation to achieve superior performance in both personal‑device and cloud‑scale scenarios.

AI FeedbackAsynchronous ArchitectureOnline Distillation

0 likes · 10 min read

How OpenClaw‑RL Turns Everyday Interactions into Self‑Evolving AI

Amap Tech

Oct 31, 2019 · Backend Development

Evolution of Amap's Billion-Scale Traffic Access Layer Services

Sun Wei outlined Amap’s transformation of its traffic access layer—from handling 600,000‑plus QPS with sub‑2 ms latency through a fully asynchronous, stream‑based pipeline and reactive Vert.x/WebFlux experiments, to API aggregation, traffic tagging, and a roadmap toward distributed sidecar or SDK gateways for billion‑scale, low‑latency services.

Asynchronous ArchitectureDistributed SystemsService Mesh

0 likes · 11 min read

Evolution of Amap's Billion-Scale Traffic Access Layer Services

21CTO

Apr 18, 2019 · Operations

Why Traditional API Gateways Crash: CPU, Disk, and Network Bottlenecks Explained

The article examines how traditional synchronous and semi‑synchronous API gateways can fail under high load by analyzing CPU utilization, disk I/O, and network latency, and offers practical monitoring metrics and mitigation strategies to prevent cascading failures in large‑scale systems.

Asynchronous ArchitectureDisk I/ONetwork Latency

0 likes · 9 min read

Why Traditional API Gateways Crash: CPU, Disk, and Network Bottlenecks Explained

ITFLY8 Architecture Home

Jun 4, 2017 · Operations

How eBay Scales to Billions: 7 Proven Practices for Massive Web Systems

This article outlines eBay's seven scalability best practices—including functional partitioning, horizontal sharding, avoiding distributed transactions, asynchronous decoupling, streaming, virtualization, and smart caching—to help large‑scale web services achieve reliable, cost‑effective growth.

Asynchronous ArchitectureDistributed Systemscaching

0 likes · 14 min read

How eBay Scales to Billions: 7 Proven Practices for Massive Web Systems