Local models went from mostly useless to actually useful really fast. What changed?

In three linesLocal models shifted from marginal tools to viable solutions in one year. Gemma, Qwen, GLM, Kimi now replace some API calls for coding, private documents, and local workflows, though gaps remain on complex tasks requiring planning and error correction.

Summary generated by Claude — human-verified