Haochuan's Blog.

My little garden of the internet. Mostly about tech and gadgets, but occasionally culture, travel and photography.

How I worked through Blackwell compatibility, NCCL deadlocks, host OOMs, and NVMe-backed MoE storage before pushing the official DeepSeek V4 Flash 0731 model to two exact 400K-context requests.

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Gemma 4 vs Qwen Models: A Practical Local LLM Test

I tested several open-source local LLMs on a few short reasoning and trick questions to see which ones felt best in real local use, then added three more models to see how the rankings shifted.

Cover Image for Designing an OpenClaw Agency (Part 1): Why an Agent Company Is Now Achievable

Designing an OpenClaw Agency (Part 1): Why an Agent Company Is Now Achievable

Part 1 of my implementation series: why I believe a digital agent company is now feasible, and how I’m using research-driven architecture to design OpenClaw Agency with rigor.

Cover Image for I Spent $60+ "Reinvent" OpenClaw Memory System Locally — Here’s What Actually Worked

I Spent $60+ "Reinvent" OpenClaw Memory System Locally — Here’s What Actually Worked

I tried to reinvent a MemOS-style three-layer memory stack locally for OpenClaw, compared hosted vs local behavior, and learned why engineering methodology matters more than brute-force agent rewrites.

Cover Image for Your Next Startup Is You: The Rise of the Personal Agentic Company

Your Next Startup Is You: The Rise of the Personal Agentic Company

The next leap in personal leverage is not using one AI assistant better, but building a personal agentic company: a digital workforce you design, govern, and continuously improve.

Cover Image for Building an Agent That Can Grow: From Prompting to Self-Transformation

Building an Agent That Can Grow: From Prompting to Self-Transformation

From prompt tricks to durable architecture: four things I built to help my agent learn, debug itself, and expand tools without context bloat.

Cover Image for Ghost in My Machine: How I Built Miko with OpenClaw in a Few Days

Ghost in My Machine: How I Built Miko with OpenClaw in a Few Days

I turned OpenClaw into a practical daily copilot: Codex for the main thread, qwen3.5 for cheap background tasks, fully local semantic memory, and Claude Code CLI when the work gets serious.