MLOPS WORKBENCH ยท VULTR AGENT RUSH
QuantGate
Test a model's activation formats against a storage and accuracy contract before release.
Prompt
Compare FP32, FP16, BF16 and INT8 on synthetic sensor data, or replay the Optical Digits release.
Release decision
Explanation by Vultr Inference
Scoring kernel
Activation storage counts encoded values and excludes scale metadata. The formats are simulated at layer boundaries with shared arithmetic.
| Format | Bytes/sample | Standard | Low margin |
|---|
| Slice | Candidate | FP16 |
|---|
Execution trace
Containment probe
Run five checks through the same Docker path used for generated kernels. QuantGate records the denial evidence for each boundary.
- Network disabled
- Read-only root with a writable
/tmptmpfs - Non-root process, 512 MiB RAM, one CPU, 32 pids and 32 MiB tmpfs