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<!DOCTYPE html>
<html lang="en-us">
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<title>My learning and diary</title>
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My learning and diary
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My learning and diary
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Recent Posts
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<a href="/posts/2026/04/exploring-spec-driven-development-with-ontologies-and-domain-design-models/" class="color-inherit dim link">
Exploring spec-driven development with Ontologies and Domain Design Models
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Introduction One of the more interesting recent developments in Retrieval-Augmented Generation (RAG) is Knowledge Graph–based RAG. Unlike traditional vector-based retrieval, this approach introduces structured relationships between entities, enabling deeper reasoning and better contextual understanding.
This naturally raises a question:
Can we build more robust and reliable software systems by combining:
Ontologies
Domain-specific design models
Spec-driven development (SDD)
This article explores that idea through a practical comparison.
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<a href="/posts/2026/04/exploring-spec-driven-development-with-ontologies-and-domain-design-models/" class="ba b--moon-gray bg-light-gray br2 color-inherit dib f7 hover-bg-moon-gray link mt2 ph2 pv1">read more</a>
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<a href="/posts/2026/04/running-qwen3.6-35b-locally-with-ollama-and-vs-code-integration/" class="color-inherit dim link">
Running Qwen3.6 35B Locally with Ollama and VS Code Integration
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Overview Running large language models locally is becoming increasingly practical, even for developers without access to massive GPU clusters.
In this post, I walk through how to:
Run Qwen3.6 35B (A3B, Q4_K_M quantized) locally using Ollama
Integrate the model into VS Code
Use it as a local coding assistant
This setup is especially useful for:
Air-gapped environments
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<a href="/posts/2026/04/running-qwen3.6-35b-locally-with-ollama-and-vs-code-integration/" class="ba b--moon-gray bg-light-gray br2 color-inherit dib f7 hover-bg-moon-gray link mt2 ph2 pv1">read more</a>
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Running vLLM on AMD AI MAX+ 395 (ROCm, Ubuntu 24.04)
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Finally, I managed to get vLLM running on my AMD AI MAX+ 395 GPU on Ubuntu 24.04.
It was not straightforward — ROCm support on Ryzen AI (gfx1151) is still evolving, and I ran into multiple low-level GPU faults before finding a stable setup.
This post documents: - What didn’t work - The errors I encountered - The working configuration
Hopefully this saves you a few hours (or days).
</div>
<a href="/posts/2026/03/running-vllm-on-amd-ai-max-395-rocm-ubuntu-24.04/" class="ba b--moon-gray bg-light-gray br2 color-inherit dib f7 hover-bg-moon-gray link mt2 ph2 pv1">read more</a>
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<h1 class="f3">More</h1>
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<a href="/posts/2026/03/can-claude-code-use-github-copilot-as-a-backend-a-practical-exploration/" class="link black dim">
Can Claude Code Use GitHub Copilot as a Backend? A Practical Exploration
</a>
</h2>
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<a href="/posts/2026/03/spec-kit--ralph-loop-a-practical-workflow-for-ai-driven-development/" class="link black dim">
Spec-Kit + Ralph Loop — A Practical Workflow for AI-Driven Development
</a>
</h2>
<h2 class="f5 fw4 mb4 dib mr3">
<a href="/posts/2026/03/claude-code-with-openrouter/" class="link black dim">
Claude Code with OpenRouter
</a>
</h2>
<h2 class="f5 fw4 mb4 dib mr3">
<a href="/posts/2026/02/setup-openclaw-hetzner/" class="link black dim">
setup openclaw hetzner
</a>
</h2>
<a href="/posts/" class="link db f6 pa2 br3 bg-mid-gray white dim w4 tc">All Posts</a>
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