The 18-month gap between frontier and open-source AI models has shrunk to 6 months – what this means

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

https://www.linkedin.com/pulse/i-spent-week-openclaw-ai-tool-heres-what-0-solved-faisal-al-khunizan-orhraf/

Curious what others are seeing in their domains.