OnlyTerp/openclaw-optimization-guide

Registry

Summary

A comprehensive optimization guide for OpenClaw AI agents, covering speed, memory, context management, model selection, and one-shot development to make agents faster, smarter, and more cost-effective.

Key features

• Speed optimization techniques for AI agents
• Memory architecture and context window management
• Model selection guidance across LLMs
• One-shot development best practices
• Sub-agent orchestration and prompt optimization

Use cases

• Optimizing Claude Skill performance in production
• Reducing API costs for AI agent deployments
• Building efficient multi-agent systems
• Improving response speed for real-time assistants
• Scaling context windows for complex tasks

README excerpt

# OpenClaw Optimization Guide **Make your OpenClaw AI agent faster, smarter, cheaper, and actually safe to run in production.** [](./part33-late-april-2026-field-guide.md) [](./part26-migration-guide.md) [](#full-table-of-contents) [](./SCORECARD.md) [](./AWESOME.md) [](./benchmarks/METHODOLOGY.md) [](./LICENSE) [](./CONTRIBUTING.md) > **Late-May 2026 sweep.** Stable baseline: **OpenClaw 2026.5.22**. Beta tracked: **2026.5.24-beta.1**. This refresh updates the mid-May guidance for the latest release wave: Gateway startup/perf caching, the source-only Meeting Notes plugin, the bundled Policy plugin, Codex/MCP scoping, voice-run control, adaptive image compression, iMessage/WhatsApp approval reactions, xAI/OpenRouter routing upgrades, and stricter secret/tool-policy checks. *By Terp — [Terp AI Labs](https://x.com/OnlyTerp)* --- ## Start With The Late-May 2026 Reality Check OpenClaw changed more from mid-May through 2026.5.24-beta.1 than most agent projects change in a quarter. If you last read this guide around 2026.5.12/2026.5.14, these are the new rules: 1. **Claude subscription-era advice is dead.** Anthropic's April 4 policy change broke the old "Claude Pro/Max covers OpenClaw" path. Treat Claude as pa

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