Benchmark improvement is not alignment transfer. A review gate for automated alignment research
A review gate separates benchmark gains in automated alignment research from evidence that a method will transfer to another model or setting.
Super Genius Labs Editorial · Sep 1, 2026 · 5 min readOpus 5 effort belongs in the release configuration
Version model ID, thinking state, effort, output budget, endpoint, and fallback policy together, then evaluate that tuple across quality, completion, latency, turns, and cost.
Super Genius Labs Editorial · Aug 6, 2026 · 5 min readFrom agent traces to release decisions
A production trace becomes release evidence only after scoring, review, regression, and an explicit decision. Automated evaluation contributes evidence, not proof of correctness.
Super Genius Labs Editorial · Aug 3, 2026 · 4 min read