Milon Howlader

Building cool things with code and AI.

[Milon Howlader @dm_milon_]

Hey @X
Looking to connect with people interested in:
• Fronted
• Backend
• Full Stack
• DevOps
• LeetCode
• AI/ML
• Data Science
• Startups
• Tech
Let’s #connect

[Milon Howlader @dm_milon_]

Let’s #connect

[Milon Howlader @dm_milon_]

@theuniqueuser8 It's my personal opinion I think need to some UI update in this Page.

[Milon Howlader @dm_milon_]

@NaazShaquiba @X Sure 😊

[Milon Howlader @dm_milon_]

Hey @X

Trying to #connect with more people in tech/build in public 👋
Especially from:

Web development
AI/ML
SaaS
Startups
Freelancing
Automation
Tech in general

What are you guys building right now?
Let's connect and grow together 🤝🏻

[Milon Howlader @dm_milon_]

@ememzyvisuals @X Sure 😊

[Milon Howlader @dm_milon_]

@Amani_Thunk @X Sure 😊

[Camila @AiCamila_]

Most developers think Claude Code is an AI coding assistant.

They’re wrong.

Claude Code is secretly a 5-layer operating system for AI agents.

And 90% of people never go beyond Layer 1.

Here’s the architecture 👇

━━━━━━━━━━━━━━━

🧠 Layer 1 — Memory (CLAUDE.md)

Your project’s brain.

Stores:
→ coding standards
→ architecture decisions
→ workflows
→ repo conventions
→ team rules
Persistent across sessions.
This is what transforms Claude from
“generic AI”
into:
“your engineering team’s AI.”
━━━━━━━━━━━━━━━

📚 Layer 2 — Skills

Reusable expertise modules.
Need:
→ a React expert?
→ a security auditor?
→ a database architect?

Claude dynamically loads the correct knowledge only when needed.

Benefits:
→ cleaner context
→ lower token usage
→ specialized execution
→ fewer hallucinations

This is where AI starts feeling agentic instead of conversational.

━━━━━━━━━━━━━━━

🔒 Layer 3 — Hooks

The layer most teams completely ignore.
Hooks are programmable infrastructure triggers.
Examples:
→ auto-run tests
→ block risky commands
→ enforce code quality
→ inject runtime context
→ send Slack alerts
→ auto-format outputs
This is NOT AI reasoning.

It’s deterministic reliability.

Production-grade AI systems are built here.
━━━━━━━━━━━━━━━
🤖 Layer 4 — Subagents
This is where Claude Code becomes a true multi-agent system.
Delegate tasks like a real engineering org:

→ one agent writes code
→ one reviews PRs
→ one writes tests
→ one investigates bugs

Parallel execution.
Isolated context.
Separate tools.

No context pollution.
No recursive chaos.

You stop thinking:
“One assistant”

And start thinking:
“Distributed cognitive workers.”

━━━━━━━━━━━━━━━
📦 Layer 5 — Plugins
The distribution layer.
Package:
→ skills
→ hooks
→ commands
→ agents
→ workflows
…into one reusable install.
Install once.
Share across teams.
Reuse everywhere.
This is how organizations operationalize AI engineering at scale.

━━━━━━━━━━━━━━━

The biggest misconception in AI right now:

People think the magic is prompting.

It’s not.

The real leverage comes from:
→ architecture
→ orchestration
→ memory systems
→ deterministic workflows
→ agent coordination

Most people are chatting with Claude.

A few are building autonomous software teams inside it.

That’s the real shift happening right now.
Bookmark this if you’re serious about AI engineering. 🔖
#ClaudeCode #AIAgents #AgenticAI #AIEngineering #SoftwareDevelopment #LLM

[Elora khatun @elora_khatun]

Learn AI for free directly from top companies

𝟭 - 𝗔𝗻𝘁𝗵𝗿𝗼𝗽𝗶𝗰:
https://t.co/l8ytxuCMf0

𝟮 - 𝗚𝗼𝗼𝗴𝗹𝗲:
https://t.co/LQ8fJlt9YB

𝟯 - 𝗠𝗲𝘁𝗮:
https://t.co/z7h4wMpH0Q

𝟰 - 𝗡𝗩𝗜𝗗𝗜𝗔:
https://t.co/UucsxtD6ks

𝟱 - 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁:
https://t.co/duHzT6dLUk

𝟲 - 𝗢𝗽𝗲𝗻𝗔𝗜:
https://t.co/Frkv9DsOKf

𝟳 - 𝗜𝗕𝗠:
https://t.co/1t7t5PEPBJ

𝟴 - 𝗔𝗪𝗦:
https://t.co/QQlEQ6v6vL

𝟵 - 𝗗𝗲𝗲𝗽𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴𝗔𝗜:
https://t.co/r85wbwtuu7

𝟭𝟬 - 𝗛𝘂𝗴𝗴𝗶𝗻𝗴 𝗙𝗮𝗰𝗲:
https://t.co/B19j44xHk0

❤️ Like
🔁 Retweet
🔖 Bookmark

Follow @elora_khatun for more AI Posts

#AI #ArtificialIntelligence #AISkills #AIAgents #RAG #LLM #PromptEngineering

[Milon Howlader @dm_milon_]

Need active followers? 👀
Say “Hi” 💐
Let’s connect & follow back 🙋‍♀️🙋‍♂️
#followers

[Milon Howlader @dm_milon_]

Need active followers? 👀
Say “Hi” 💐
Let’s connect & follow back 🙋‍♀️🙋‍♂️
#followers

[Milon Howlader @dm_milon_]

Need active followers?
👀 Say “Hi” 💐
Let’s connect & follow back 🙋‍♀️🙋‍♂️

#letsconnect #followers

[Jackson Hinkle 🇺🇸 @jacksonhinkle]

🇵🇸💔 Don't stop talking about Gaza!

[Milon Howlader @dm_milon_]

Need active followers? 👀
Say “Hi” 💐
Let’s connect & follow back 🙋‍♀️🙋‍♂️

#followers #connect

[Milon Howlader @dm_milon_]

@CodeClashIG Hi

[Milon Howlader @dm_milon_]

@k_4kamsy @X Sure

[Milon Howlader @dm_milon_]

@Amani_Thunk @X Sure

[Milon Howlader @dm_milon_]

Hey @X Algorithm,
I'm looking to #connect with people who are passionate about :
📊 Data Science
📷 SQL Mastery
📷 Power BI & Analytics
📷 LeetCode Practice
📷 Vibe coding Journey
🐍 Python
📷 Tech & Self-Improvement

#follow #letsconnect

[Milon Howlader @dm_milon_]

Hey @X Algorithm,
I'm looking to #connect with people who are passionate about :
📊 Data Science
📷 SQL Mastery
📷 Power BI & Analytics
📷 LeetCode Practice
📷 Vibe coding Journey
🐍 Python
📷 Tech & Self-Improvement

#letconnect #follow

[Milon Howlader @dm_milon_]

@mjfekri @X Sure