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Add CPU/media benchmarking, speech scorers and efficient run tooling - #11
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Add opt-in compact summaries with complete pagination, post-timing serving accounting, and validated read-only run checkpoints. Preserve full evidence access and reject changed policy or invalid spending records. Include pagination and portable-path regression fixes.
Run pinned Faster Whisper, UTMOSv2 and ECAPA models in a separate offline CPU environment. Bind observations to registered policies and retained PCM, support CER alongside WER, and preserve exact-output and listening requirements. Document scorer setup and expose the operations through CLI and MCP.
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CPU and speech optimization currently require custom orchestration and scorer scripts, while agents repeatedly reload logs and saved-run context. This adds reusable CPU/media benchmarking and speech-quality tools, plus compact evidence inspection and validated run resumption.
Changes
Addresses #5, #6, #7, #8, #9 and #10.
Validation
Release follow-up
The package version and plugin install pins remain at 0.1.0. Users need a new PyPI runtime release and coordinated launcher/install-pin updates to receive the new operations. This PR does not publish a package.