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Bridging Healthcare Gap: GenAI Therapist with human empathy (Part 6)

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🗣️ Stimme:

Old School Project Management:



Step by step to create a project

Take a long development time and resources

Without real-time feedback from the target user

Solution may not solve the real problem

People tend to give up because there is no upfront value

Build without trust and confidence

The market is always changing, so solutions become outdated.



Step 1: Document

Step 2: Development

Step 3: API integration

Step 4: Testing

Step 5: Launch product

Step 6: Gain user feedback

Step 7: Optimize feature







What Modern Hackers Should Do:



Work in parallel on every step to create value and experiences




  • Short development time



Spend fewer resources to create a workable minimal viable product




  • Gain real-time feedback from the target user
    Keep tracking if the solution is solving the real-world problem

  • Provide upfront value to all stakeholders



Build with trust and confidence




  • Market is always changing, so always upgrade products to fulfill user needs.







Good Project Ideas:



Good project ideas come from your daily life.



(1) Be humble



(2) Understand other people's situations, obstacles, and feelings

What are the pain points within society?



(3) Define the problem and root cause

Are we solving the right problem?



(4) Iterate the solution and create a feedback loop

Can a solution solve the problem?



(5) Analyze data from the feedback loop to realize the customer's real needs

Are we using the right tools to solve the right problem?



(6) Upgrade the system, optimize to fulfill user needs

Are we providing good products/services to solve problems?







Good Design:



The good design process can be flexibly adjusted according to the problem

Rather than letting the problem adapt to the process itself







VUCA:

Technological innovation rapidly changes industry and lifestyle



Volatility:




  • The rapid and unpredictable nature of change



Uncertainty:




  • The unpredictability of events and issues



Complexity:




  • The unclear cause-and-effect relationship



Ambiguity:




  • The potential for misunderstandings from mixed messages



The U.S. Army War College introduced the concept of VUCA in 1987







We are all builders



We have the capacity, desire to learn, grow skills

To build something amazing

Iterate fast, and optimize

Provide customers with faster service

Explore revenue channels







Key Takeaway:



Being an innovative GenAI Builder

Solve real-world problems through GenAI

Empowered by AWS Bedrock to build ideas

Embrace change to create a startup







More materials:





Text classification

Question-answer, without context

Question-answer, with context

Summarization

Text generation

Code generation

Mathematics

Reasoning/logical thinking

Entity extraction

Chain-of-thought reasoning







Reference:



Separating Data and Instructions



Lab 8 - Creating Agent with Guardrails for Amazon Bedrock integration



Creating Responsible AI with Amazon Bedrock Guardrails



Amazon Bedrock Workshop



Caring for Your Mental Health



Lean entrepreneur

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