After 20 years of building real-world AI & DevOps systems in Python, I’ve learned what scales—and what explodes. Here’s how I help tech leads and CIOs build clean, scalable, automation-first infrastructure. 🧵👇.

🚀 From Redcoats to Stealth Coats!. The last time the British disembarked in India, it took us over 200 years to send them home. Now an F-35B Lightning II has landed—and even after a fortnight, it shows no signs of taking off! 😄. History has a way of repeating itself—only this

Writing tests is like @SpaceX rehearsing launches. Skip them, and enjoy the fireworks. #Python #TestDrivenDev #AIInfra #DevOps.👉

Startups fail from hype. Systems fail from lack of monitoring. #StartupTech #Python #DevOpsLife #BuildItRight.👉

AI automation doesn’t work unless your Python code does. Guess what breaks first?.#PythonDev #AIInfra #DevOpsMatters #SystemDesign.👉

If your CI/CD pipeline breaks more often than it ships, you don’t need AI—you need therapy. #DevOps #Python #AIDev #TechRant.👉

Building in Python? Cool. Deploying like @SpaceX ? Now we’re talking. #Python #DevOps #SpaceXMindset #BuildBetter.👉

Most 'AI products' are just JSON, LLM wrappers, and delusions of grandeur. #AI #Python #TruthBomb #DevReality.👉

Code quality isn’t a luxury—it’s the rocket fuel of AI automation. #CleanCode #Python #DevOps #ElonVibes.👉

Move fast and break things? Sure. But try deploying broken AI systems and sleeping at night. #Python #DevOps #AIEngineering #ChaosToClarity.👉

Your AI is only as smart as your logging strategy. Debugging at scale is DevOps rocket science. #AI #Observability #PythonDev #DevOps.👉

Most AI pipelines don’t need scaling. They need a rescue mission from bad Python and worse DevOps. #Python #DevOps #AI #TechLeadership.👉

What if we designed DevOps like SpaceX designs rockets?.

Most ‘AI’ startups are just expensive CRUD apps with LLM wrappers.

7. Python for DevOps is its own discipline.It’s not about just writing scripts — it’s about building intelligent, resilient systems. I wrote a book about it .👉 India: 👉 Global: #Python #DevOps #AI #Automation #SRE #CloudEngineers.

6. OOP isn’t optional in automation.Want reusable, scalable automation systems? Design like a software engineer, not a one-off scripter.

5. The real enemy: tribal knowledge.Don’t keep automation secrets in your head. Document your scripts, use Git, and onboard others.

4. Logging > print().Logging is your second brain in production. Use structured logs, log levels, and centralized tools like ELK or CloudWatch.

3. Bad naming ruins good code.Clear function/variable names save more debugging hours than comments ever will.

2. Automation is 80% understanding the system, 20% writing scripts.Blind scripting = chaos. The best automation starts with deep domain clarity.