Break your expectation, read real signals, question the unconventional to seek adaptable truth

Coding Skills: Latter solution is better than previous solution.
System Design: Design high-level solution + verified each requirement and enhanced questions and facts (metrics, current system).

Telemetry First: Identify service dependencies and understand how services interact.
Explore Service Endpoints: Examine the HTTP and gRPC endpoints exposed by each service.
High-Level Thinking (Intuitive Curiosity): Understand the overall architecture and product vision from Figma designs and system design documents.
Explore the Flow: Trace the end-to-end request flow and identify the core functions within the codebase.
Testing: Run the application and test API endpoints to verify inputs, outputs, and expected behavior.
Coding: Optimize the implementation and perform thorough code reviews.
Monitoring: Add meaningful metrics, logs, and alerts to observe the health and performance of the feature.

Meta thinking first: Draw high-level idea map before doing anything.
Structured Thinking: Order the actions.
Implementation Skills: Understand full flow, not only tickets.
Retain long-term knowledge: store facts, feedback, concepts, active retrieve it in long-term knowledge base.
Present for impact (teach, convince, motivate): stimulate to explain your thinking for other people follow Feynman Technique, 3-sentences rules for other needs, use body language and focus to main point to grab user attention.
Improve quality of outreach, connections: enhance outreach to open communicate with strangers, value connections, and make service for community.

Fact is what happening. Proposal comes with trade-offs and reasons.
Needs are about survival. Wants are about desires.
How to learn new thing: See it (mostly 70%). Do it (for high-execution required skills). Feedback it (be corrective feedback with insights)

UX - Why Test the Design with Only 5 Users

Here is solutions for UX - Why Test the Design with Only 5 Users.

1. What thing does the user value ?

The research methodology is usability testing only that is qualitative in nature.
Testing flows, interactions and visuals of the same set of features. (not 2 different apps)

You are trying to understand opinions and attitudes which would be better addressed via a survey, requiring larger sample sizes.
You are trying to predict future behaviour via data modelling, A/B testing, which cannot be run with 5 users.
You have distinct user segments such as buyers and sellers on an e-commerce app. You will need to consider these two segments as separate.

September 20, 2026