# Indexed kernel result bindings

Codegen release suite: 318 passed, 5 ignored; doctest passed.
Workspace check passed without warnings.

Extended residual/statistics fusion test verifies independent placement of both
results, including an explicit distinct-element constraint between them. ABI
validation rejects missing results and constraints naming an unbound result.

| Hardware fixture | Maximum absolute error | Minimum cosine | Modeled total cycles | Modeled exchange cycles |
|---|---:|---:|---:|---:|
| F16 small MLP, Repeat 3 | 0.000183 | — | 32613 | 18087 |
| FP8 small ViT, 3 layers, fused QKV | 0.189453 | 0.997459656 | 331874 | 120708 |

Both hardware reference tests passed. These are randomized small fixtures, not
trained model accuracy results. Numerical results and modeled costs match the
preceding movement-geometry fixtures. Counts above are modeled, not measured
hardware execution times. Commands, logs and binary profiles are adjacent.
