EU KIDS Act
The EU Kids Act aims to help children navigate the online world more safely by 2026. It is part of the European Commission's broader efforts to promote digital safety and protect young users. (commission.europa.eu)
livenerf is a compact, append-only benchmark designed to answer a single operational question: does a frontier model degrade after launch? It runs a frozen, pre-registered panel of questions against Claude Opus 5.5 (launch 2026-09-22) once per day for 30 days, using a hermetic claude -p harness with a pinned CLI and deterministic prompts/graders so every non-random variable is fixed. Built on the Inspect framework and following Anthropic’s error-bar guidance, the schedule uses days 1-10 as baseline and two subsequent 10-day windows to detect drift. The primary metric is the paired per-item score difference (clustered SEs) and the secondary signal is output token count, since lower effort shows up in tokens before accuracy.
Progress and early findings are concrete: as of 2026-09-29 six baseline days were collected; the calibrated panel contains 78 “sometimes right” questions selected from thousands, with Opus 5.5 scoring ~93% first-try and 97% of items being always-right or always-wrong. Calibration revealed selection bias (pass rates rose from 54.7% to 62.0% on fresh samples) and power calculations reflect that. Sensitivity: one daily run detects ~7.5 accuracy points per 10-day window (~3.6% weekly). Validation shows reduced model effort cuts tokens massively and lowers accuracy (effort-low: −62% tokens, −8.3 ±4.5 points; medium: −26% tokens, −4.2 ±3.9). A swap from Opus 5 to 5.5 was indistinguishable at 99% (−3.8 ±6.3 points, −23% tokens). Audit flagged some bad/ambiguous items and safety-classifier rejections are excluded; the pipeline and pre-registration enforce reproducible detection rather than anecdote.
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The EU Kids Act aims to help children navigate the online world more safely by 2026. It is part of the European Commission's broader efforts to promote digital safety and protect young users. (commission.europa.eu)
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