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Is Claude the Best AI Model for OpenClaw?

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How OpenClaw Memory ACTUALLY Works (4 Memory Layers)

Is Minimax the Best AI Model for OpenClaw?

3.2K views

March 10, 2026

intermediateai-modelsminimaxcost-optimizationopenclawtipsclaude-codecontext-management

Summary

## The Problem: AI Costs Are Eating Your Budget Running OpenClaw with Claude Opus can get expensive fast—at **$5 per million tokens**, costs add up when you're doing serious development work. For developers building AI-powered workflows, this creates a real barrier to experimentation and iteration. ## The Solution: Minimax with Smart Optimization Minimax offers a compelling alternative at **$0.30 per million tokens**—over 16x cheaper than Opus. Even better, Minimax provides **fixed-cost coding plans** ($10-20/month) that make budgeting predictable. But there's a catch: Minimax has a "dumb zone" where it struggles when context gets too large. The key is **optimization**. By keeping your workspace lean and feeding information strategically, you can get excellent results at a fraction of the cost. ## Tutorial: Optimizing OpenClaw for Minimax **1. Trim Your SOUL.md File** - Keep it to **15-30 lines maximum** (not 300+) - The bloated context file is the #1 cause of the "dumb zone" - Be ruthless—only include essential personality and behavior rules **2. Clean Up Directory Structure** - Remove unused files and folders regularly - Less clutter = better context management - Minimax performs best with focused, organized workspaces **3. Use Fixed Coding Plans** - Subscribe to Minimax's $10-20/month coding plan - Predictable costs, no surprise bills - Perfect for consistent development work **4. Feed Documentation First** - Don't assume Minimax knows your project - Explicitly provide docs, then outline the plan, then execute - This structured approach prevents confusion and hallucination **5. Give Specific Roadmaps** - Minimax excels with clear, step-by-step instructions - Avoid open-ended "figure it out" tasks - Best for: copying GitHub projects, following tutorials, implementing defined features ## Integration: Using Minimax with Claude Code You can route Claude Code through Minimax by **changing the Anthropic base URL** in your configuration. This lets you keep familiar workflows while slashing costs. ## Real-World Use Cases - **Building news aggregators**: Clear requirements, structured data - **Scraping GitHub projects**: Well-defined copying tasks - **Following tutorials**: Step-by-step implementation ## When NOT to Use Minimax - Creative problem-solving with vague requirements - Exploratory coding without clear direction - Tasks requiring deep reasoning about ambiguous goals For those scenarios, stick with Opus or use a hybrid approach—Minimax for execution, Opus for planning.

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