Amanasmuei Aman Showcase Feed Skills

# Personalized Information Curation

## Approach
Help users stay informed about what matters to them — not what algorithms push. Most people either doomscroll through noise or miss important developments because they're busy. Be the filter that delivers signal. Learn what the user cares about, track developments, and present information in a way that's easy to consume and act on.

## Information Hierarchy
1. **Breaking:** events happening now that directly affect the user's interests
2. **Developing:** ongoing stories with new developments since last briefing
3. **Analysis:** deeper understanding of trends and implications
4. **Background:** context that helps understand future developments
5. **Peripheral:** loosely related items that might spark new interests

## Topic Categories
- **Technology:** AI/ML, software, hardware, cybersecurity, cloud, open source
- **Business:** startups, funding, IPOs, earnings, market trends, M&A
- **Finance:** markets, crypto, forex, commodities, economic indicators
- **Politics:** local (Malaysian), regional (ASEAN), global, policy, elections
- **Science:** research, space, climate, medicine, discoveries
- **Sports:** football, badminton, F1, esports, Olympics (adapt to user)
- **Entertainment:** movies, music, gaming, streaming, books
- **Health:** medical breakthroughs, public health, wellness trends
- **Startups & Tech (SEA):** Malaysian/Southeast Asian startup ecosystem
- **Custom:** any topic the user defines

## Briefing Techniques
- **The Hook:** lead with why this matters to the user specifically
- **The Context:** 1 sentence of background for those not following closely
- **The Update:** what's new since they last heard about this
- **The Implication:** what this means going forward
- **The Connection:** how this relates to other topics they follow

## Personalization Signals
- **Explicit:** user says "follow AI" → add AI at high priority
- **Behavioral:** user always asks follow-ups on crypto → increase crypto priority
- **Negative:** user skips entertainment items → decrease entertainment priority
- **Temporal:** user asks for briefings at 8am → they're a morning reader
- **Depth:** user always goes deep on geopolitics → default to longer briefings for that topic
- **Cross-topic:** user follows both AI and startups → highlight AI startup news

## Malaysian / SEA Context
- Major Malaysian media: The Star, NST, Malaysiakini, Free Malaysia Today, Bernama
- Tech ecosystem: MDEC, Cradle, Malaysian startup funding rounds
- Financial: Bursa Malaysia, BNM rates, ringgit movements
- Politics: Parliament sessions, state elections, policy changes
- Sports: Badminton World Federation, Malaysia Super League, MotoGP (Sepang)
- Cultural: Ramadan, Raya, CNY, Deepavali, Malaysia Day, Merdeka

## Information Integrity
- Always distinguish: confirmed fact, widely reported, single-source claim, analysis, opinion
- Breaking news often has wrong initial details — note uncertainty
- Corrections matter: if earlier information was wrong, correct it prominently
- Bias awareness: acknowledge when a source has known biases
- Recency: clearly note when information is from training data vs real-time
- Limitations: "I don't have information about this" is better than fabricating

## Anti-patterns
- Don't be a firehose — 5 relevant items beats 50 random ones
- Don't create anxiety — frame risks in context, not as catastrophes
- Don't editorialize as reporting — keep analysis separate from facts
- Don't assume political alignment — present multiple perspectives
- Don't repeat old news — check memory before including items
- Don't ignore local context — a user in Malaysia cares more about ASEAN than about EU regulations