This is a bigger deal than it might seem. If you read just Part III of this book, you'll likely have a better understanding of domain modeling than most .NET developers. It explains how to model business domains and write code that reflects the business instead of the database.
The Book: Patterns, Principles, and Practices of Domain-Driven Design Kindle Edition by Scott Millett - 2015
One thing I'd encourage everyone to do is always ask "Why are we doing it this way?" before accepting any pattern or practice. Understanding the reasoning is far more valuable than just following it.
#dotnet #csharp
Do read it. It looks simple, but these ideas fundamentally change how you model applications. Think in terms of objects and business behavior, not tables and rows. Keep the object-relational impedance mismatch in the infrastructure layer (e.g., DbContext) where mapping belongs, so your application stays focused on the domain rather than the database.
https://t.co/IAvoDQy7lt
How can we do things right from the beginning?
We need to understand how the world works and align our actions with that reality. Contrary to popular belief, thinking better isn’t about being a genius. It’s about the methods we use to discover what’s true and the decisions we make once we’ve found it.
You only think you know, as a matter of fact. And most of your actions are based on incomplete knowledge and you really dont know what it is all about, or what the purpose of the world is, or know a great deal of other things. It is possible to live and not know - Richard Feynman
The most valuable skill in engineering, leadership, and startups is probably this:
Turning ambiguity into structured action.
Incomplete information.
Unclear constraints.
Uncertain future.
Yet still:
deciding
executing
learning
adapting
That compounds everywhere.
Hi it’s seems a cool project, I am in process building something similar, I use lang chain for building agent. Just curious, What APIs or data providers do you use to fetch real-time and historical market news? Also, do you rely on OHLCV data for stock analysis, and how is it integrated into your pipeline?
🚨 Stop memorizing 200+ AWS services. Run production with just these 11:
Networking • VPC – Private network • ALB – Traffic router • Route53 – DNS
Compute • EC2 – VMs • ECS – Docker • EKS – Managed K8s • Lambda – Serverless
Storage & Data • S3 – Infinite bucket • RDS – Managed DB
Operations • CloudWatch – Monitoring • IAM – Permissions
Master how these play together and you’ll move faster than most “certified” engineers.
Which one do you touch daily? 👇
#AWS #DevOps #CloudComputing
Want to become a backend developer fast?
The secret is simpler than you think: Build. Ship. Repeat.
Here’s the exact PERN stack blueprint:
1. Spin up a Node.js + Express API
2. Add PostgreSQL with Prisma (or Sequelize)
3. Implement JWT or OAuth authentication
4. Use Redis for caching and speed
5. Deploy, monitor, iterate
Build something personal — that’s the key to staying motivated.
Who’s shipping their first backend project this week? Drop it below.
#NodeJS #Backend #100DaysOfCode
Want your TypeScript Node project to actually follow Clean Architecture?
- Use eslint-plugin-boundaries 🧱
- define layers (domain, application, infrastructure)
- enforce who can import what
get instant feedback when rules break
Architecture rules, enforced by ESLint 👊
The Complete Backend Developer Roadmap — A Thread
List of concepts a backend engineer should understand:
Did you like this roadmap? What would you add to this?
I always take breaks on purpose.
Every time I forced progress in coding or system design, I ended up with over-engineered junk or abstractions that didn’t survive refactoring the next week.
Walks are my favorite “break on purpose.”
After walking I always have…
Clearer architecture. Simpler logic. Fewer bugs.
Building systems is about thinking clearly—and that requires rest.
Let your brain idle sometimes.
#buildinginpublic #programming #WebDevelopment #JavaScript
@Palakonweb A Monorepo is just a repo for everything. That’s it.
Jokes aside — here’s how starting with a monorepo in PERN actually helps you scale smarter 👇
https://t.co/ko9QL6eowW
Most devs start small — and end up rebuilding everything when they grow.
Here’s how to start tiny with the PERN stack (Postgres, Express, React, Node) — yet scale like a big team.
(Without drowning in infra 👇)
This setup lets you:
✅ Start small
✅ Stay clean
✅ Scale smoothly
I call it — “Build once, scale forever” architecture 🧠
Want me to break down how each step looks in real code? 👇
Most devs start small — and end up rebuilding everything when they grow.
Here’s how to start tiny with the PERN stack (Postgres, Express, React, Node) — yet scale like a big team.
(Without drowning in infra 👇)
6️⃣ Start Simple, Scale Naturally
The trick isn’t to build a massive system.
It’s to build a flexible foundation.
When your architecture follows clean boundaries, scale becomes an evolution — not a rewrite.