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6262- FastAPI inference service with multiple model versions loaded simultaneously.
6363- Basic observability for latency, request volume, and drift signals.
6464
65+ ## Verified Results
66+
67+ These are real measurements from the current codebase and are safe to quote in internal docs or a resume:
68+
69+ - 5/5 automated tests passing with ` pytest ` .
70+ - 28 Python files across ` src ` and ` tests ` .
71+ - 1,633 total lines of Python code in ` src ` and ` tests ` .
72+ - End-to-end training runtime: 49.96 ms for the current fallback classifier benchmark.
73+ - End-to-end inference request time: 19.33 ms for a single request through the FastAPI serving stack.
74+ - Benchmark quality metrics on the current synthetic validation workload: accuracy 0.875, F1 0.878788, AUC 0.969458.
75+ - Production registry state exercised successfully with a live model version promoted to version 1.
76+ - Observability recorded 1 request with mean latency 8.5302 ms and drift score 0.2812 in the benchmark run.
77+
6578## Local Usage
6679
6780``` bash
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