Planned · v0.1 (protocol draft)

Coding tasks with unit tests

How often does each model produce a patch that passes the hidden unit tests of a small, licensed task set, and does a refusal-reduced variant pass more or fewer tasks than its base model?

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Planned · v0.1 (protocol draft)

Latency and throughput on hosted endpoints

What time to first token (TTFT) and output tokens per second does each provider endpoint deliver for a fixed request, at a stated time and region?

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Planned · v0.1 (protocol draft)

Instruction adherence and calibration

Do refusal-reduced variants follow formatting and factual instructions as well as their base models on a small benign set, scored by a written rubric?

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Results: none yet.

We will publish each study with its raw outputs and scripts. Until then, the methodology explains what we will measure and how.