aibrary-foryou-topic

# ForYou Topic — Aibrary

Your personalized book topic feed. AI-curated topic recommendations based on who you are and where you're headed.

## Input

The user provides context (the more, the better):
- **Interests** — topics they care about or are curious about
- **Recent focus** — what they've been working on, reading, or thinking about lately
- **Career/life stage** — their current professional or personal situation
- **Goals** (optional) — what they're working toward
- **Topics to avoid** (optional) — what they've already covered or aren't interested in

## Workflow

1. **Build user profile**: From the provided context, map out:
   - Primary interest domains (2-3)
   - Current knowledge level in those domains
   - Growth direction — where they're headed vs. where they are
   - Gaps — important adjacent topics they might not have considered

2. **Generate topic recommendations**: Create 3-5 personalized topics, each:
   - Connected to the user's interests but not obvious (avoid recommending what they already know)
   - Timely — relevant to current trends, challenges, or opportunities in their field
   - Actionable — each topic leads naturally to specific books
   - Diverse — cover different angles (depth in core area + breadth in adjacent areas + one wildcard)

3. **For each topic, curate books**: Select 2-3 books that best explore the topic, explaining why each was chosen for this specific user.

4. **Add "why now" reasoning**: For each topic, explain why this is the right time for this person to explore it.

5. **Language**: Detect the user's input language and respond in the same language.

## Output Format

```
# 📚 Your Personalized Topics — For You

Based on your profile: [1-sentence summary of user context]

---

### Topic 1: [Topic Title]
**Why now**: [1-2 sentences on why this topic is relevant to the user right now]
**The angle**: [What specific perspective on this topic is most valuable for this user]

📖 **Recommended books**:
1. **[Book Title]** by [...