Local AI & LLMs
Pushing 32GB VRAM: Running Qwen & 30B+ Models at Full Precision Locally
Why running 30B+ open-weight models on a dedicated 32GB VRAM rig outperforms hosted APIs in latency, cost, and private codebase indexing.
Insights
Practical frameworks and notes on technical SEO, GEO, AI creative production, and e-commerce engineering.
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Creative AI & Video
Zero-Offload AI Video: Generating Native Wan 2.1 & HunyuanVideo on Consumer Silicon
How dedicated 32GB GPU memory and ComfyUI eliminate memory thrashing to generate temporal-consistent video shots in seconds.
SEO and GEO
GEO Architecture: Structuring Web Products for AI Search & Generative Engines
A technical blueprint for optimizing digital products, entity graphs, and citations for Perplexity, SearchGPT, and Gemini Overviews.