[hanhainebula]

Fix three infrastructure failures that can prevent evaluation from starting or completing: incompatible CUDA driver libraries, CPU quotas lost through Compose translation, and a missing verifier entrypoint.

• CUDA driver resolution: Remove the forced /usr/local/cuda/compat prefix from both Compose configurations and child_env() in spoken-query-search and document-page-search. These processes can then load the host-matched NVIDIA driver library. Previously, the image's compatibility library shadowed that library and caused CUDA error 803.
• CPU quota compatibility: Preserve explicit CFS quotas that match Harbor's CPU budget and 100 ms period, and clear the duplicate NanoCPU setting with cpus: 0. The CFS quota continues to enforce the budget on Compose versions that ignore cpus. Mismatched budgets and unsupported periods still fail validation. This applies to both phases of ten tasks; configurations without explicit CFS quotas retain their existing handling. Update the runtime documentation and regression tests accordingly.
• Verifier packaging: Add the existing judge_repeats.py to the Code Embedding verifier's COPY list. Its test.sh already invokes this file, but the image omitted it, preventing the required three-round audit from starting.

Task versions, resource budgets, scoring rules, models and input data are unchanged. The CUDA changes are task-local; the CPU compatibility change is in the shared runner.

Validation

• Repository unit suite: 359 passed, 2 skipped, including configuration checks across all 94 task Compose files.
• Document Page tests: 38 passed, 6 skipped; Spoken authoring tests: 31 passed; Code Embedding's packaged audit tests: 5 passed.
• Native GPU A/B checks covered development root, verifier root and candidate UID 10001 for both CUDA-affected tasks. The original path returned CUDA 803; the updated path initialized successfully and completed matrix and convolution operations. Resource and candidate-permission checks passed.
• Native Harbor/Docker checks confirmed 8-CPU and 16-CPU CFS limits with and without CPU affinity, unchanged memory limits, and preserved behavior for a configuration using only cpus.
• Code Embedding packaging checks verified nine installed files against source hashes, imported the packaged helper/backend, and exercised three audit invocations offline.
• All three task merge-ready checks, the repository release check and git diff --check passed.

GPU checks used the pinned shared base image and current task configuration/launcher code. Packaging validation reused cached verifier dependencies and recreated /tests using the production COPY instructions; a fresh full dependency build was not completed. The older Compose host was not retested; its recorded A/B evidence was reviewed. Full model evaluations and live judge API calls were not run.