Openness Score
92
Reuse Multiplier
4.2x
Knowledge Sustainability
78%
Capture / Rent
15%
Open Weights Ratio
85%
Share of frontier and distilled models released with public weights vs closed API inference.
Developer Reuse Multiplier
4.2
Compounding rate at which downstream devs extend, fine-tune, and fork shared knowledge.
API Rent Extraction
15%
Proportion of downstream economic value captured via closed proprietary API tollbooths.
Technical Commons Inflow
78%
Reinvestment into technical publishing, documentation, open datasets, and tutorials.
"Create more value than you capture. That has always been the fundamental rule of open systems and healthy ecosystems." — Tim O'Reilly
Ecosystem State Diagnostic
Open weights foundation fosters decentralized fine-tuning and reciprocal documentation loops. Knowledge commons remains sustainable with high developer velocity.
Publishing & Technical Literature Impact
Technical authors and educators benefit from direct code/weights inspection, maintaining thriving books, reference documentation, and open benchmarks.