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8 changes: 7 additions & 1 deletion QUICKSTART.md
Original file line number Diff line number Diff line change
Expand Up @@ -11,7 +11,7 @@ uv sync
## First Time Setup

```bash
# Add your favorite arXiv categories (higher priority = stronger weight)
# Add your favorite arXiv categories
axp prefs add-category hep-ph --priority 2
axp prefs add-category cs.AI --priority 1
axp prefs add-category quant-ph
Expand All @@ -24,6 +24,12 @@ axp prefs add-keyword "machine learning" --weight 2.0
axp prefs
```

> **How priority and weight affect recommendations**
>
> - **Category priority** (default: 1) — Priorities are normalized relative to each other. If you set hep-ph=2 and cs.AI=1, hep-ph papers receive twice the category matching bonus. The category score contributes 20% of the total recommendation score.
> - **Keyword weight** (default: 1.0) — Weights are applied directly as a multiplier. A keyword with weight 2.0 contributes twice as much as one with weight 1.0 when found in a paper. The keyword score contributes 10% of the total recommendation score.
> - Categories with no explicit `--priority` default to 1; keywords with no `--weight` default to 1.0.

### Configure AI Provider (Optional)

AI summaries and translations require an external CLI tool. The default is Gemini CLI.
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