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Every published item, in order · 1438 items
Sep 23
How-toBuildersSelected73°01:11
Fable and Opus Loop Cuts Token Costs in Coding Workflows

The loop turns model review into an automated gate, so the expensive model spends tokens on planning and judgement rather than routine execution. Developers on metered Claude plans can replicate it with a single advisor command and one review prompt, cutting manual back-and-forth. The /compact timing tip matters too: compressing right after the plan is written lands while prompt caching is still warm, so it costs less than compacting after the cache expires.

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宝玉@dotey2 sourcesSource
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Sep 18
PapersPolicySelected78°10:18
Harm Laundering in GPT Models: Evidence That Gender Discrimination Is Transformed Rather Than Reduced Across Safety-Trained Generations

This research provides a critical methodological framework for evaluating the true impact of safety training on large language models, showing that toxicity scores alone are insufficient to measure real-world harm.

arXiv: OpenAI@Sarah Wyer et al. (3)Source