How I Spent $100 With No Result But Learned a Lot
Fourteen training runs, $110 in GPU costs, and one working model later — what fine-tuning Gemma 4 on web navigation actually looks like.
· 15 min read · ai-ml, inference
Mohamed EL HARCHAOUI — AI Engineer. Intelligence for thinking, robotics for doing.
This is where I share reflections on systems reshaping our world.
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AI Is About to Get a Lot Less Helpful
Why the generous, broadly helpful AI of today will not last — and what replaces it
The broad, freely accessible AI we use today is the opening move, not the endpoint. Here's how controllable AI will reshape who holds power over knowledge.
· 5 min read