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#Ollama

3 articles

Showing an AI More of the Tax Code Made It Worse: A 400-Generation Test

Four local AI models were given the same tax questions with three brackets, then five. The best model went from a $100 error to a $132,000 one — because it taxes every bracket it is shown, including ones your income never reaches.

Sujit Karki·Sep 7, 2026·6 min read

AI Research

One Rupee Buys You 1.8 Hours of AI: What Running a Model at Home Actually Costs in Electricity

Measured GPU power draw across four local models on a 4 GB laptop. Running one costs about 3 rupees per million tokens — and the model that sips the least power is the most expensive to run.

Sujit Karki·Sep 7, 2026·7 min read

AI Research

I Gave Four Local AI Models the Same Eight Money Problems. They All Failed the Two That Mattered.

A reproducible benchmark of small open models doing personal-finance arithmetic on a 4 GB laptop GPU. Every model got the tax question and the mortgage payment wrong — and the better the model, the harder its errors were to spot.

Sujit Karki·Sep 1, 2026·13 min read