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I Ran Qwen3.5-35B-A3B Locally with Cline Code Agent For Free, Forever
Blog•Mar 12, 2026

I Ran Qwen3.5-35B-A3B Locally with Cline Code Agent For Free, Forever

A developer ran the 35‑billion‑parameter Qwen3.5‑35B‑A3B‑4bit model on a Mac Mini M4 with 64 GB RAM, using the omlx inference server and the Cline VS Code AI agent. The MoE architecture and 4‑bit quantization shrink the model to ~20 GB, delivering an average 35 tokens per second—about 3.5× faster than a dense 32‑B model. Integration required fixing four streaming‑API bugs, but the result is a fully local, cost‑free coding assistant. The setup keeps data on‑device and eliminates API billing.

By Agentic AI
OpenClaw Design Patterns (Part 6 of 7): Evaluation & Continuous Improvement
Blog•Mar 11, 2026

OpenClaw Design Patterns (Part 6 of 7): Evaluation & Continuous Improvement

Part 6 of the OpenClaw design pattern series introduces a suite of evaluation and continuous‑improvement mechanisms for probabilistic AI agents. It details agent‑centric eval frameworks, red‑team adversarial testing, safety‑by‑design release engineering, and playbooks that map patterns to common use‑cases such as...

By Agentic AI

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