feat: project setup — research structure, specs, decisions, conventions #1

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mathias wants to merge 16 commits from feat/project-setup into main
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# Notebooks
Exploratory Data Analysis (EDA) scratch space only.
## Rules
- **Never use notebooks for anything reproducible.** Training, evaluation, and metric computation belong in `src/` with tests.
- **Strip all outputs before committing.** Use `nbstripout` or equivalent.
- **Label every notebook with a phase prefix:** `phase0-eda-eurusd-distribution.ipynb`
Notebooks are thinking tools, not research artifacts. If a finding from a notebook is worth keeping, it goes into a spec, a decision in `DECISIONS.md`, or a result in `results/summaries/` — not the notebook itself.