Dev.to
6/25/2026

Gaming PC becomes local AI
Original: Why stop gaming saved my tokens: Building my own local AI Lab
Short summary
Developer converted gaming PC into local AI lab using Vision Language Models to eliminate ~1,500-token cost per screenshot. Built VLM API with Ollama and qwen2.5-vl model on RTX 4070, achieving 8-second inference locally while preserving privacy.
- •Identified token waste: screenshots costing ~1,500 tokens each to cloud APIs like Claude
- •Built local VLM solution using Ollama and qwen2.5-vl:7b model on gaming PC with RTX 4070
- •Open-sourced VLM Local Parser API; now using same approach for drone-based plant identification
Generated with AI, which can make mistakes.
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