
Mac Studio M5 Ultra: Run 671B Models Locally and Build Your Own AI Infrastructure with LemonClaw
The first consumer hardware that fits DeepSeek R1's full 671B parameters in memory, and what you can actually do with it.
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The first consumer hardware that fits DeepSeek R1's full 671B parameters in memory, and what you can actually do with it.
LemonClaw gives you a personal AI assistant that runs on your hardware, connects to your tools, and keeps your data private. Here's what it does and how to set it up.

One OpenCode install, one LemonData API key, and you can call GPT-5.4, Claude 4.6 and 300+ frontier models from your terminal at 60–80% off official pricing.

OpenRouter is the largest AI API aggregation platform. LemonData took a completely different technical path. Here's what that means for developers.
Most teams do not adopt a unified AI API for convenience. They do it after direct integrations with multiple model providers become expensive, fragile, and hard to maintain.

AI agents forget conversations when memory consolidation fails. We built a dual-layer fallback system that chains 5 models to guarantee zero memory loss, while cutting consolidation costs by 70%.
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