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Pure documentation skill with instructional Python templates for vector index tuning. All static findings are false positives: hardcoded URLs are documentation references, weak crypto patterns matched legitimate quantization terminology, backticks are markdown formatting, and memory-mapped references are Qdrant config parameters.

Pure documentation skill with instructional Python templates for vector index tuning. All static findings are false positives: hardcoded URLs are documentation references, weak crypto patterns matched legitimate quantization terminology, backticks are markdown formatting, and memory-mapped references are Qdrant config parameters.

Pure documentation skill with instructional Python templates for vector index tuning. Contains Qdrant client examples that make network calls to user-provided database instances - this is expected and legitimate behavior for database tuning content.

Pure documentation skill with instructional Python templates for vector index tuning. Contains Qdrant client examples that make network calls to user-provided database instances - this is expected and legitimate behavior for database tuning content.