Source Code.dev, Bir rami east, Kenitra (2026)

08/05/2026

Nobody talks about HOW to structure a Claude Code project. 🧱
So here's the exact folder structure I use — and why it works.
The secret isn't just the code. It's how you set up Claude to work WITH your project from day one. 👇

📁 CLAUDE.md → Your project's brain. Tells Claude your stack, style, and rules — automatically, every session.
📁 .claude/skills/ → Reusable AI workflows for code review, refactoring, and releases. Build once, use forever.
📁 .claude/hooks/ → Guardrails and automation checks so Claude doesn't go off-track.
📁 docs/ → Architecture decisions, runbooks, and context Claude can always reference.
📁 src/ → Each module gets its own CLAUDE.md so context stays focused and lean.

This structure alone can save you hours every week. ⚡
The best practices?
✅ Keep CLAUDE.md focused and structured
✅ Use skills for repeated workflows
✅ Keep AI context minimal and precise
✅ Document every architecture decision

Save this post. Screenshot it. You'll thank yourself later. 🔖

Want to build this kind of setup from scratch — live, with expert guidance? 🚀

What does YOUR Claude Code project structure look like? Drop it in the comments 👇

08/05/2026

"Responsible AI" is a buzzword.

"AI Security" is the actual job.

Responsible AI sounds great in keynotes. But the engineers actually preventing breaches in 2026 are working across 4 specific layers and most companies only invest in one.

Here's the full picture every CISO, CIO, and AI leader needs 👇

𝗗𝗔𝗧𝗔 𝗦𝗘𝗖𝗨𝗥𝗜𝗧𝗬
The data layer.
Encrypt. Apply access controls. Detect anomalies. Monitor usage. Audit flows.
If your training data leaks, your model is now a liability.

𝗠𝗢𝗗𝗘𝗟 𝗦𝗘𝗖𝗨𝗥𝗜𝗧𝗬
The model layer.
Integrity checks. Adversarial testing. Patch vulnerabilities. Detect drift. Retrain securely.
The most ignored layer and the most expensive when it fails.

𝗜𝗡𝗙𝗥𝗔𝗦𝗧𝗥𝗨𝗖𝗧𝗨𝗥𝗘 𝗦𝗘𝗖𝗨𝗥𝗜𝗧𝗬
The infra layer.
Secure environments. Cloud security. API protection. Intrusion detection. Backups. Patches.
A secure model on insecure infra is theater.

𝗔𝗖𝗖𝗘𝗦𝗦 𝗖𝗢𝗡𝗧𝗥𝗢𝗟 & 𝗜𝗗𝗘𝗡𝗧𝗜𝗧𝗬
The identity layer.
RBAC. ABAC. MFA. Least privilege. Revoke unused access. Audit regularly.
70% of breaches start here. Most teams underspend here.

The ugly truth:

Companies are racing to deploy AI.
Very few are racing to secure it.

That gap is the next decade of headlines.

If your AI strategy doesn't have all 4 layers, you don't have an AI strategy.
You have an exposure plan.

Which layer is your team underinvesting in? 👇

08/05/2026

Kafka isn't just a messaging system. It's the backbone of modern data engineering.

Every time you scroll Netflix, get a fraud alert, or see a personalized recommendation - there's a good chance Kafka is working behind the scenes.

Here are the 6 use cases where Kafka truly shines 👇

1️⃣ 𝗟𝗼𝗴 𝗔𝗻𝗮𝗹𝘆𝘀𝗶𝘀
App, service & server logs → Kafka → Elasticsearch → Kibana dashboards for real-time observability.

2️⃣ 𝗥𝗲𝗮𝗹-𝗧𝗶𝗺𝗲 𝗣𝗲𝗿𝘀𝗼𝗻𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻
Clickstream → Kafka → Flink/Spark → Recommendation engines that adapt in seconds.

3️⃣ 𝗦𝘆𝘀𝘁𝗲𝗺 𝗠𝗼𝗻𝗶𝘁𝗼𝗿𝗶𝗻𝗴 & 𝗔𝗹𝗲𝗿𝘁𝗶𝗻𝗴
App, service & infra metrics → Kafka → Rules engine → Instant alerts.

4️⃣ 𝗖𝗵𝗮𝗻𝗴𝗲 𝗗𝗮𝘁𝗮 𝗖𝗮𝗽𝘁𝘂𝗿𝗲 (𝗖𝗗𝗖)
Debezium + Kafka stream every DB change to warehouses, search & cache layers.

5️⃣ 𝗦𝘁𝗿𝗲𝗮𝗺𝗶𝗻𝗴 𝗗𝗮𝘁𝗮 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻
Databases, SaaS apps & APIs → Kafka → Data lakes, warehouses & analytics.

6️⃣ 𝗦𝘆𝘀𝘁𝗲𝗺 𝗠𝗶𝗴𝗿𝗮𝘁𝗶𝗼𝗻 & 𝗗𝗲𝗰𝗼𝘂𝗽𝗹𝗶𝗻𝗴
Legacy services → Kafka → New event consumers — migrate without downtime.

Master these patterns and you'll handle 90% of real-world streaming challenges.

Which one are you using in production? 👇

♻️ Repost to help your network
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08/05/2026

🔥 Top Firewalls Explained – Choose the Right One for Your Network!

Firewalls are the first line of defense in any network, protecting your infrastructure by controlling traffic based on security rules 🛡️

Here’s a quick breakdown of some of the top firewall solutions in the industry 👇

🔹 Fortinet (FortiGate) – High performance + feature-rich (great for all sizes)
🔹 Palo Alto Networks – Advanced security + AI-driven threat prevention
🔹 Cisco Firepower – Strong integration within Cisco ecosystems
🔹 Sophos XG – Easy to manage, ideal for SMB environments
🔹 Check Point – Powerful security policies & threat intelligence
🔹 Juniper SRX – High-speed performance for large networks & ISPs

💡 Why Firewalls Matter:
✔️ Block unauthorized access
✔️ Prevent cyber attacks
✔️ Monitor and control traffic
✔️ Ensure network availability & security

📊 Whether you're an SMB, enterprise, or service provider — choosing the right firewall can make a huge difference in your network performance and security posture.

👉 Which firewall do you use in your environment?

Credit Router Nest.

08/05/2026

Angular is clearly moving toward a completely new era of frontend engineering.

⚡ Signal-first architecture
⚡ Zoneless rendering
⚡ Smarter performance optimization
⚡ Better SSR & Hydration
⚡ AI-assisted development workflows
⚡ Modern testing with Vitest

Angular 22 is expected to focus heavily on:
• scalability
• rendering efficiency
• developer productivity
• modern reactive patterns

The biggest shift?

Angular is no longer just evolving feature-by-feature — it’s evolving architecturally.

The framework is becoming:
→ more predictable
→ more performance-focused
→ more reactive
→ less dependent on legacy patterns

The future direction is very clear:

Signal-first + Zoneless + Performance-first Angular 🚀

Which upcoming Angular 22 feature are you most excited about?

07/05/2026

Can you remove duplicates in SQL multiple ways?

Most Data Analyst only know one method.

But in interviews, they may ask:
“𝘊𝘢𝘯 𝘺𝘰𝘶 𝘴𝘰𝘭𝘷𝘦 𝘪𝘵 𝘥𝘪𝘧𝘧𝘦𝘳𝘦𝘯𝘵𝘭𝘺?”

And this is where many candidates get stuck.
𝘔𝘦 𝘪𝘯𝘤𝘭𝘶𝘥𝘦𝘥 𝘸𝘩𝘦𝘯 𝘐 𝘨𝘰𝘵 𝘢𝘴𝘬𝘦𝘥 𝘵𝘩𝘪𝘴 𝘲𝘶𝘦𝘴𝘵𝘪𝘰𝘯

Here are 4 ways to remove duplicates in SQL:

1) Using HAVING
2) Using Ranking Functions
3) Using SELF JOIN (least efficient)
4) Using DELETE (only when you’re 100% sure)

What's your go-to way to remove duplicate?

———

♻️ Repost this if you found it insightful
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07/05/2026

𝐋𝐨𝐚𝐝 𝐁𝐚𝐥𝐚𝐧𝐜𝐢𝐧𝐠 𝐀𝐥𝐠𝐨𝐫𝐢𝐭𝐡𝐦𝐬: Load balancers improve application performance by increasing response time and reducing network latency.

They perform several critical tasks such distributing the load evenly between servers to improve application performance, redirecting client requests to a geographically closer server to reduce latency and much more.

There are different types of load balancing algorithms.

▪ Round Robin
It assigns a request to the first server, then moves to the second, third, and so on, and after reaching the last server, it starts again at the first.

▪ Least Connections
The Least Connections algorithm directs incoming requests to the server with the lowest number of active connections.

▪ Weighted Round Robin
It assigns different weights to servers based on their capacities and distributes requests proportionally to these weights.

▪ Weighted Least Connections
The Weighted Least Connections algorithm combines the Least Connections and Weighted Round Robin algorithms. It directs incoming requests to the server with the lowest ratio of active connections to assigned weight.

▪ IP Hash
The IP Hash algorithm determines the server to which a request should be sent based on the source and/or destination IP address. This method maintains session persistence, ensuring that requests from a specific user are directed to the same server.

▪ Least Response Time
It directs incoming requests to the server with the lowest response time and the fewest active connections.

▪ Random
It directs incoming requests to a randomly selected server from the available pool.

▪ Least Bandwidth
It directs incoming requests to the server currently utilizing the least amount of bandwidth. This approach helps to ensure that servers are not overwhelmed by network traffic.

♻ Repost to help others grow as software engineer
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07/05/2026

Understanding core JavaScript concepts is what separates an average developer from a strong one.
One such powerful yet often overlooked function is setInterval().
It allows you to execute a function repeatedly after a fixed time interval — making it extremely useful for: • Real-time updates
• Polling APIs
• Animations
• Timers & counters
But here’s where many developers go wrong 👇
They use it without properly managing it.
If you don’t clear your intervals using clearInterval(), it can lead to: ⚠️ Memory leaks
⚠️ Performance issues
⚠️ Unexpected behavior in applications
In the example above: ✔ We increment a counter every second
✔ Stop ex*****on after a condition is met
✔ Maintain clean and controlled ex*****on
This is the difference between just “writing code” and writing efficient code.
Small concepts. Big impact.
🔥 Hashtags:
🚀

07/05/2026

Docker Components

07/05/2026

Most AWS Cloud aspirants hear the advice: “Pick the right compute service for your workload.”

Yet 80% of them struggle to make the right choice.

Here’s a top-tier strategy to simplify AWS compute selection:

1. 𝐋𝐚𝐦𝐛𝐝𝐚 → Best for event-driven tasks and microservices. Auto-scales, pay-per-ex*****on.

2. 𝐄𝐂2 → Ideal for long-running apps needing full control. Manual scaling, pay-per-use.

3. 𝐄𝐂𝐒 → Great for containerized applications. Auto-scales, supports EC2 and Fargate.

To evolve into an AWS Cloud Professional, master the ability to match workloads to the right compute service.

The key principles leveraged here? Cost efficiency and scalability trade-offs.

You’ll become a confident AWS decision-maker so you can build real-world cloud solutions.

Follow for more insights

07/05/2026

Most people throw these terms around like they mean the same thing — but they don’t.

LLM vs Generative AI vs AI Agents vs Agentic AI

If you understand this properly, your perspective on AI completely changes.

🔹 LLMs (Large Language Models)
The core layer — trained on massive data to understand context and predict text.

🔹 Generative AI
Uses LLMs to create content — text, images, code, audio.

🔹 AI Agents
Not just generating — they take action.
They understand intent, use tools, and complete tasks step by step.

🔹 Agentic AI
Autonomous systems that can:
• Set goals
• Plan and execute
• Adapt in real time
• Make decisions independently

💡 The real shift:
From AI that answers → to AI that acts

If you’re:
• Prompting → you’re using GenAI
• Building workflows → you’re using Agents
• Creating autonomous systems → you’re entering Agentic AI

The future isn’t just smarter AI…
It’s more independent AI.

Where are you right now in this journey? 👇
Source: Brij Kishore Pandey

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08/05/2026

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