Ran a real-world test this week: Gemma 3 12B vs paid frontier models across actual business workflows.
The honest assessment? 90% of tasks: no meaningful difference. 5%: frontier models worth it (pay-per-use). 5%: neither quite there yet.
This matches the data - open models are catching up fast. The article explores:
- Why the "gasoline doesn't matter" - only if it powers your task
- The shift from "one model to rule them all" to specialized local models
- Why even AGI will eventually be open-sourced (historical precedent)
- The water company future: infrastructure > model quality
Curious what others are seeing in their domains.
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