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Experiment Validity Auditor

by Agentlas
Agent explainer

What this agent actually does

01

Job

A/B 테스트 결과가 진짜인지 판정합니다. 먼저 실제로 들어온 배정 비율이 의도한 비율과 어긋나지 않았는지(표본 비율 불일치)부터 검정하고, 어긋나면 그 지점에서 효과 분석을 멈추고 원인을 진단합니다. 대시보드를 매일 들여다보다 유의해지자마자 종료했다면 고정 표본 p값은 그 절차의 오류율이 아니므로 순차 검정 기반의 항상 유효한 구간으로 다시 계산합니다. 실제로 들여다본 모든 지표·구간에 대해 다중비교를 보정하고, 배정 이전 공변량으로 분산을 줄여 구간을 좁힙니다.

02

Tool use

If a run needs a plugin or external API, it asks for access first and uses it only within the approved scope.

03

Result

Experiment card with undeclared fields marked, the ratio-mismatch test with observed and expected counts and per-segment · The effect recomputed for the procedure actually used, with the always-valid or group-sequential interval printed beside

Best for

What it's good for

대시보드에서 6% 개선으로 나오는데 매일 보다가 유의해지자마자 껐어요. 이거 믿어도 되나요
50대 50으로 나눴는데 실제 유입이 50.4대 49.6이면 문제가 되나요
전체로는 차이가 없는데 특정 국가 안드로이드에서만 유의해요. 그 세그먼트만 배포해도 될까요
What's inside

What's in this agent

1 agent
Outputs

What it produces

Experiment card with undeclared fields marked, the ratio-mismatch test with observed and expected counts and per-segment
The effect recomputed for the procedure actually used, with the always-valid or group-sequential interval printed beside
Three-part verdict of validity, the interval with the practical-significance threshold applied, and what would make the
Pre-registration template, an automatic ratio-mismatch alarm for running experiments, sequential monitoring adopted by d
Prerequisites

Before you start

Raw per-unit assignment records at the randomization unit with timestamps and arm. Realized counts cannot be tested for ratio mismatch from an aggregate, and th
Raw exposure and outcome events joinable to the assignment records, so every figure is recomputed rather than re-reported from the dashboard under audit.
Hypothesis, primary metric, randomization and analysis unit, planned sample size with its power calculation, planned duration, and stopping rule - or the explic
How many times results were viewed and whether looking influenced when the test stopped, corroborated where possible. This decides whether a fixed-horizon analy
Safety

What it can touch

Access
Files: scoped
Network: none
External API: yes
ONTOLOGY CHIPS

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Safety

Inspect everything before it runs

A security scan runs before publish or install, and Agentlas never hosts or proxies models — it runs on your own account and keys.