Parallelization and Cost Control in Large-Scale Eval Runs
Treating eval cost as an engineering problem, not just model pricing.
Tobias Ferrell
Section
Eval Harness Architecture
8 stories in Eval Harness Architecture.
Eval Harness Orchestration With Open-Source Frameworks
Turn eval harnesses into production gates using the right framework and orchestration topology.
Casimir Wojcik
Scoring Rubric Design for Open-Ended Generation Tasks
Rubrics decompose quality into verifiable criteria, replacing opaque scalar scores.
Priya Venkateswaran
Latency and Throughput Benchmarking Inside Eval Harnesses
The harness, not the model, drives latency and throughput.
Casimir Wojcik
Integrating Eval Harnesses Into CI/CD for ML Model Releases
Blocking eval gates in CI/CD catch model failures before production.
Priya Venkateswaran
Determinism and Reproducibility in Automated Eval Pipelines
Model stochasticity breaks the reproducibility assumption that powers engineering gates.
Nkechi Oduya
Regression Testing Pipelines for Iterative Model Releases
Catch model degradation before production with automated gold-set testing.
Priya Venkateswaran
LLM-as-Judge Calibration and Bias Auditing
How miscalibrated LLM judges quietly shift baseline quality scores in production systems.
Nkechi Oduya