docs: add Russian project report notebook (notebooks/report.ipynb)

Runnable end-to-end report combining narrative, code, and inline figures:
data and .chord format, transformer working principle, two-stage training
curves, perplexity (3.58 -> 2.15), distribution-shift plot with a reading
legend, qualitative examples, and a generation demo. Written in a
first-person student voice.

- CLAUDE.md: report is now a Jupyter notebook; GOST formatting dropped
- requirements.txt: add nbconvert + ipykernel (optional, for the notebook)

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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2026-06-04 17:07:00 +03:00
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