Model Record
Aurora Proelia: Small Models as a Serious Systems Constraint
A compact model program for testing deliberate reasoning, instruction following, and deployment tradeoffs on accessible hardware.
Case Studies
Working record
Experiments, model lineages, and product decisions with the caveats kept attached. North shows the work instead of polishing away uncertainty.
Featured · Model Lineage
Index
Targets are not benchmarks. Internal results are not independent validation.
- 01ProductHorizon Research: Direct Answers, Inspectable ClaimsA research workspace shaped around findings, evidence, uncertainty, and next actions.5 min
- 02EconomicsPaper-Scale Synthesis Under a Visible Cost CeilingAn early workflow target for producing mid-sized research output while keeping inference spend legible.5 min
- 03MethodEvaluation Before EloquenceWhy North separates internal targets from independent benchmarks and keeps caveats attached to every claim.6 min