Testing & Observability ·
Control Observability Cost with Sampling
Not every signal needs the same collection rate; retain important failures and sample high-volume requests and events deliberately.
Read article
Articles & Insights
Articles and lessons drawn from real-world experience in technology, software engineering, team management, entrepreneurship, education, and professional growth.
57 articles
Product & Project Planning ·
Balance YAGNI with Extensible Design
Planning for every future possibility delays today's value, while rigid design raises change costs; flexibility should be proportional to evidence.
Read article
Backend & Databases ·
Organize Laravel Horizon Configuration Across Environments
Dozens of queues should not produce three drifting configuration copies; build a shared baseline and make each environment's differences explicit.
Read article
AI-Assisted Engineering ·
Set Clear Quality Guardrails for AI-Assisted Coding
Generation speed does not guarantee a suitable solution; results improve when the assistant understands project structure and constraints and its work is reviewed and tested.
Read article
Software & Systems Architecture ·
Choose Between Managed and Self-Hosted WebSockets
The decision is not based on server price alone; compare connection volume, operations, monitoring, scaling, and the skills available to the team.
Read article
Career Growth & Work Culture ·
Build a Career That Works with AI
AI's impact cannot be reduced to a promise or threat; build a continuing ability to learn, analyze, verify, and communicate.
Read article
Software & Systems Architecture ·
When Is a Modular Project Structure Worth Its Cost?
Domain-based modules improve ownership and navigation when boundaries are real, but they add structure and tooling that not every small project needs.
Read article
Career Growth & Work Culture ·
Broaden Your Professional Experience
Different products and domains
Read article
Technology Selection & Investment ·
Understand Token Costs in AI APIs
Many language-model costs depend on input size, output size, and model choice; actual usage measurement is more reliable than estimating by word count.
Read article