DOPPLER Perf Skill

Use this skill when Doppler is slower than expected on decode, prefill, TTFT, or model-load-sensitive warm UX, and you need to diagnose or change the hot path for a specific model or runtime path. Use doppler-bench when the goal is reproducible benchmark evidence, compare-engine reporting, or vendor-registry coverage rather than tuning.

Mandatory Style Guides

Read these before non-trivial performance, profiling, or methodology changes:

• docs/style/general-style-guide.md
• docs/style/javascript-style-guide.md
• docs/style/config-style-guide.md
• docs/style/harness-style-guide.md
• docs/style/benchmark-style-guide.md

Also read:

• docs/style/wgsl-style-guide.md for shader changes
• docs/style/command-interface-design-guide.md when changing bench or debug command behavior

Developer Guide Routing