# crowding

> Living preprint · as of 2026-10-25 · map node G-crowding (concept) · interim record, not a final result.

**crowding**

Plain: Installing many libraries at once lets a big general one take the few slots the right small one needed.

Technical: All packs installed vs the matching pack only: −0.019 (−0.035…−0.003) Opus on the 180 self-tests; packs above 0.40 of kept slots are user-selected only.

Read chapter 9, Knowledge packs: https://r4topunk.github.io/boar-research/research/packs.md

## Facts cited {#facts}

Resolve every [F-…] marker in https://r4topunk.github.io/boar-research/data/facts.json. Each line gives the claim, the number with its metric family, set and status, judge, n, seeds, CI, date and caveat.

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- [F-026] Installing all packs at once crowds out the right passage and costs a little quality. Opus −0.019 (−0.035…−0.003); Haiku −0.016 (−0.033…−0.001) · set 180 pack self-tests (dev, development data) · judge Claude Opus (L2) and Claude Haiku (L1) · n 180 · seeds 1 · CI paired 95 % bootstrap · date 2026-10-13

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Cite as: r4to, independent researcher. RatLab — A Boar Research (2026), research record 1.0, as of 2026-10-25. Text and data CC BY 4.0. Fact ids or a link must travel with a quote. How to cite: https://r4topunk.github.io/boar-research/cite/ · https://r4topunk.github.io/boar-research/CITATION.cff.

AI-reviewed, not clinically reviewed. Nothing here is medical advice.
