Solvency research
Research notes
Each note is re-derived from the datasets by the test suite before it is published, so a table in a note can never drift from the data behind it.
Headline finding
DeepSeek V4 Flash is 11x cheaper than Claude Opus 5 per input token and19x per output token — but ▼ 100x cheaper per solved task ($0.12 vs $12.01).