This column is a good survey of where we're at right now and is written by someone working on actual open source models (ie. training data provided):
"The most successful open models will be complementary tools to closed agents. This is a path for open models to complement and accelerate the frontier of progress."
... "These models need to be almost brain-numbingly boring and specific. In a world dominated by coding agents, I want to build open models that Claude Code is desperate to use as a tool, letting its sub agents unlock entirely new areas of work. This is possible, but remarkably under-explored. Small models from the likes of Qwen and co. are still marketed on general-task benchmarks. The hype of “open models catching the frontier” distracts the world from this very large area of demand."
https://www.interconnects.ai/p/the-next-phase-of-open-models







