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Clean public repo surface
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.gitignore

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.DS_Store
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*.csv
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*.json
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scripts/
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# Local reference notes; do not publish a root docs folder to GitHub.
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docs/
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slides/review/
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# Poster drafts and generated poster assets are local for now.
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poster/**
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!poster/**/
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!poster/**/*.sty
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!poster/**/*.ttf
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poster_icons_pack/
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poster_icons_pack_with_readme.zip
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experiments/results/presentation_figures/poster_*
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# Curated benchmark artifacts that are intentionally small enough for GitHub.
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!experiments/results/linux_server_cpu/long_safe_*/

README.md

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http://localhost:8000/slides/index.html?print-pdf
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```
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The canonical deck is [`slides/index.html`](slides/index.html). Current structure is 33 slides total: 29 main-path slides and 4 backup slides. Slides 9 and 16 are video method-transition slides.
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The canonical deck is [`slides/index.html`](slides/index.html). Current structure is 36 slides total: 29 main-path slides and 7 backup slides. Slides 9 and 17 are video method-transition slides.
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## Results layout
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- MacBook/local trust tier: [`experiments/results/macbook_air_long/latest/`](experiments/results/macbook_air_long/latest/)
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- Linux server CPU scale tier: [`experiments/results/linux_server_cpu/long_safe_20260503_190133/`](experiments/results/linux_server_cpu/long_safe_20260503_190133/)
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- Historical A100 long-safe tier: [`experiments/results/linux_server_a100/long_safe_20260503_190133/`](experiments/results/linux_server_a100/long_safe_20260503_190133/)
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- A100 permutation follow-up notes and figures: [`experiments/results/linux_server_a100/permutation_followup/`](experiments/results/linux_server_a100/permutation_followup/)
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- A100 permutation break-even notes: [`experiments/results/linux_server_a100/permutation_break_even/`](experiments/results/linux_server_a100/permutation_break_even/)
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- Slide-ready figures: [`experiments/results/presentation_figures/`](experiments/results/presentation_figures/)
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## Deck QA
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Latest screenshot and render QA artifacts are written under [`slides/qa/latest/`](slides/qa/latest/). The QA pass checks browser mode, print/PDF mode, video poster fallbacks, broken media URLs, clipping, overlap, console errors, and A100 pending/experimental wording.
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Latest review screenshots are written under [`slides/review/screenshots/`](slides/review/screenshots/) by `python scripts/screenshot_slides_only.py`. The QA pass checks browser mode, video poster fallbacks, broken media URLs, clipping, overlap, console errors, and A100 pending/experimental wording.

docs/00-statistician-simulation-process.md

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docs/01-python314-features.md

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docs/02-numba-guide.md

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docs/03-jax-guide.md

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docs/04-kmeans-algorithms.md

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docs/05-permutation-test.md

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