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Insights on Software Engineering, DevOps, Containerization, and Agentic AI Systems.

Ollama on Intel Celeron, Part III: Building an AI Chatbot for Grav CMS

Fast, Local, and 6-Watt Powered: Squeezing an AI Chatbot into Grav CMS In the previous article, Self-Hosting Local AI on a Celeron N4100 Laptop, I proved that a low-spec, 6-Watt Celeron laptop with 8 GB of RAM could comfortably run Ollama and serve lightweight models like Qwen2.5 (0.5B)....

Ollama on Intel Celeron, Part I: From 120 Seconds to Under 1 Second

Ollama on Intel Celeron, Part I: Squeezing Local LLMs Out of a sub-$100 Laptop Picture the "local AI" setup everyone talks about: a gaming rig with a glowing NVIDIA GPU that costs more than a used car. Now picture the opposite — an Intel Celeron N4100 mini PC with less than 8 GB of usable RA...