code-yeongyu / code-yeongyu/AiShell
SigRank — operator-first token efficiency leaderboard (signalaf.com)
- Dominant language
- Python
- Stars
- 179
- Forks
- 18
- PR merge metrics
- No merged PRs in 30d
Description
Hey YeonGyu — noticed you're @sionic-ai and deep in the AI hacking space. I built SigRank (signalaf.com), the first leaderboard that ranks the operator, not the model. Not volume — token cascade efficiency: Yield = (cache_read * output) / input^2.
The interesting finding: power users often score worse on efficiency than casual users. 22x cache leverage with 0.08 output velocity doesn't pay. Yield demands both.
`npx sigrank` in your terminal — reads your local logs, shows your full cascade + projected rank. Would be genuinely curious where you land.
Full breakdown of what the numbers mean: https://signalaf.com/blog/volume-isnt-yield
Happy to close this issue regardless.
Contributor guide
No contributing guide indexed for this repository
Assessment
This issue has not been assessed yet.