Local AI Digest: Inference Upgrades, the Data Quality Playbook, and Agentic Plumbing

Analysis

New Research: Data Quality Beats Model Scale for Local AI

The paper is a deep technical kick in the teeth for naive scaling laws. It argues you can get much better performance from smaller models if you train them on higher quality, curated data for longer. This is the playbook for serious local builders: invest in your data pipeline, not just the model size.

Events

MLSys 2025 Local AI Hackathon Announced

The hackathon is co-located with theMLSys conference. The focus is entirely on real-world, deployable local AI applications. Watching the projects will give you a roadmap for what's actually being built, not just theorized about.