I ended up building a simple webstack with Elixir, Phoenix and Liveview on top of Postgres and that’s just about it. I did some simple CICD with github actions. This setup will likely last me thru my next two or three eng hires.
│ ├── decode_llm/ # Qwen2.5 LoRA adapter
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If you go to Apple's Education Store for students and education professionals, Apple is selling the base MacBook Neo which comes with 256GB of storage for a discounted price of $499. If you want to double the storage to 512GB and add Touch ID, then the education price is only $599 or the exact same price as the 256GB base model without the education discount.
而OpenClaw采用是“截图—模型推理—坐标计算—动作模拟”的视觉闭环。每一次操作都要经过完整的感知与决策流程，单步耗时往往在15至30秒之间。例如一个“登录系统并导出报表”的简单任务，集成式Agent可能5秒完成，OpenClaw却需要3至5分钟的反复尝试。效率差距由此拉开。
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