Before
Every model launch came with a wall of vendor benchmarks I couldn't verify.
I'd switch my whole stack to the "new best model" on hype alone.
Sometimes it was great. Sometimes I'd burned a week and a pile of tokens finding out it wasn't.
And the one question that mattered — what does it actually build for me? — no launch post ever answered.
So I built GoldieBench — and now every new model earns its place with receipts.
After
Fable 5 dropped, and instead of guessing I ran it through 42 real builds the same afternoon.
Now I know exactly where it wins (shader physics, path tracing), exactly where it breaks (version drift), and exactly what it's worth against the free options.
My Agent OS routes work to models based on evidence, not marketing.
You can run your stack on receipts too. Same tools. Same path.