Make the map better
Every community benchmark begins inside the ToshLLM app. The app runs the shared workload, lets you inspect the exact sanitized data, signs it with your local benchmark identity, and submits it only after you confirm.
Download ToshLLMRun in the app
Open Benchmarks → Share with the community in ToshLLM, choose any local model, and stop the local server before measuring so both processes do not compete for VRAM.
Review
Before anything is uploaded, ToshLLM displays the exact JSON it will sign and send: model artifacts, hardware, configuration, measurements, engine hash and sanitized raw output.
Sign & submit
When you confirm, ToshLLM signs the reviewed payload with a private key stored in your Keychain and sends it through the benchmark API. No GitHub account is required. Consistent results are published automatically as app-recorded community data; extreme or irregular measurements wait for manual review. Authorized ToshLLM Lab runs can be published as verified.
Get the appOne trusted path