vps50 Python Telemetry Mini Report
Qwen3.5 4B
This page is now model-first. The sidebar lists every model we have local evidence for, each model page collects its findings and linked benchmark pages, and the main body highlights the most relevant reports across the Mac lane, the Windows lane, the VPS lane, and the concurrent benchmark family.
Qwen3.5 4B
Qwen3.5 4B
Qwen3.5 4B
Qwen3.5 4B
Qwen3.5 0.8B
Qwen3.5 9B
Qwen3.5 9B
Qwen3.5 9B
General telemetry page
General telemetry page
Use this grid when you want the short version first. Each card links to a model-dedicated page with findings, model details, and benchmark links.
Latest 10Q suite on ollama averaged 415.3s for primary answers with 10/10 usable primary responses.
Latest 10Q suite on ollama averaged 292.5s for primary answers with 10/10 usable primary responses.
Latest small-eval run averaged 62.7s per question, 2/5 strict passes, and 5.76 tok/s throughput.
Latest small-eval run averaged 52.4s per question, 4/5 strict passes, and 6.36 tok/s throughput.
Latest 10Q suite on ollama averaged 405.9s for primary answers with 10/10 usable primary responses.
Latest 10Q suite on ollama averaged 231.0s for primary answers with 10/10 usable primary responses.
Latest 10Q suite on ollama averaged 156.6s for primary answers with 10/10 usable primary responses.
Latest small-eval run averaged 59.1s per question, 3/5 strict passes, and 5.57 tok/s throughput.
Latest hello-check finished in 52.9s on the recorded runner.
Latest hello-check finished in 4.8s on ollama-local-mac.
Latest hello-check finished in 138.3s on ollama-local-mac.
Latest hello-check finished in 5.8s on ollama-local-mac.
Use the linked model page to browse the available reports.
Latest hello-check finished in 14.4s on ollama-local-mac.
Latest hello-check finished in 4643.4s on ollama-local-mac.
Latest 10Q suite on ollama averaged 418.9s for primary answers with 10/10 usable primary responses.
Use the linked model page to browse the available reports.
Use the linked model page to browse the available reports.
Use the linked model page to browse the available reports.
Use the linked model page to browse the available reports.
Use the linked model page to browse the available reports.