FCAJ Community Day

​☁️ ​8:30 – 9:00 AM

​Settle into your seat at floor 26

​​☁️ 09:00 - 09:30 AM

​Context Is Everything: Making AI Actually Work for You - Tinh Truong

• ​Why AI fails without context & what “context” really means

• ​From prompts to memory: how AI is evolving (Second AI Brain concept)

• ​How better context leads to better results (practical mindset & tips)

• ​Career insights & how students can start building with AI + Q&A

​​☁️ 09:30 - 09:45 AM

​Friendly AI Assistant with Amazon Quick - Anh Pham

• ​Quick Chat Agent: AI assistants for exploring data, analyzing insights

• ​Quick Flows: Create intelligent workflows with natural language — no coding required

• ​Quick Spaces: Shared collaborative spaces that turn individual insights into team knowledge

• ​Quick Sight: Build dashboards and reports from raw data using natural language

​​☁️​ 09:45 – 10:25 AM

​From Edge To Origin: CloudFront as Your Foundation - Thinh Nguyen

• ​Amazon CloudFront for every workload

• ​⁠Cost optimization with Amazon CloudFront

• ​⁠Security capabilities

• ​Enhanced reliability with Amazon CloudFront

• ​⁠Enhanced performance with Amazon CloudFront

​☁️ 10:25 - 10:55 AM

​36 hrs with LotusHacks – Building UTMorpho from Idea to Reality - Team VIB

• ​Why We Joined LotusHacks

• ​From Zero to Idea – The Brainstorming Journey

• ​Defining the Problem & Shaping UTMorpho

• ​Building Under Pressure – 36-Hour Development Sprint

• ​Challenges, Failures & Turning Points

• ​UTMorpho – Product Overview & Demo

• ​Key Learnings & What’s Next

​​​☕️ 10:55 – 11:00 AM

​Break

​​☁️ 11:00 - 11:30 AM

​Non-Determinism of "Deterministic" LLM Settings - Duc Dao

• ​How LLMs choose the next token

• ​Assumption: Temperature=0 guarantees determinism

• ​Reality: Inference optimizations say otherwise

• ​Practical impacts

• ​Mitigation strategies

​​☁️ 11:30 - 12:00 PM

​Enterprise-Grade Multi-Agent System: The Case of Startup Credit Scoring - Vy Lam

• ​The structural mismatch between banking systems and startup data.

• ​Single Agent: When to and When Not To

• ​The Multi-Agent Paradigm

• ​Blueprint of a Virtual Credit Committee

• ​Guardrails & Compliance

• ​Operational ROI & Implementation Roadmap

• ​What's Next

• ​Thank you & Q&A