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Inference Engineering Credibility

Use Case

Rank people or sources for inference engines, routing, latency, GPU utilization, and model-serving operations.

View Signal Role

Low unless evaluating public education reach. Systems evidence, benchmarks, and operating scale dominate.

Scoring Weights

| Signal | Weight |

| --- | ---: |

| `topic_fit` | 20 |

| `systems_expertise` | 30 |

| `production_scale` | 20 |

| `benchmark_or_paper` | 15 |

| `operational_signal` | 10 |

| `public_attention` | 5 |

Evaluation Fixtures

| Name | Score | Expected Min | Result |

| --- | ---: | ---: | --- |

| Charles Frye | 86.00 | 82 | pass |

| Ion Stoica | 92.65 | 84 | pass |

Policy Boundary

This policy scores credibility for one topic and use case. Do not reuse it for unrelated topics where public fame, domain credentials, implementation depth, or primary-source evidence should be weighted differently.

Change Rule

Change one policy file at a time, rerun python3 scripts/generate_synthesis_layers.py, and inspect credibility policy evals before applying new scores.