


OpenClaw agents learn through context accumulation: MEMORY.md, AGENTS.md, the self-improvement skill, and heartbeat-driven promotion. No GPU required.

OpenClaw vs ArkClaw compared: pricing, models, data privacy, and channel support. Self-hosted control versus ByteDance managed cloud with Feishu integration.





openclaw logs flags, file location, config options, and real log patterns explained. Follow live output, configure log levels, and debug silent failures

OpenClaw API costs explained: monitor token usage with /status and /context detail, assign cheap models to routine tasks, and set provider-level spend limits

OpenClaw on DigitalOcean App Platform runs multi-agent AI without server management. This guide covers both deployment paths, sizing, and production config.

OpenClaw doctor runs health checks on your gateway setup. Every warning explained, when to use --fix, and what breaks if you ignore the output.