Kunal Roy

Red Teamer I hack systems to make them unbreakable. Driven by curiosity, fueled by grit. 🖥️

[Raj Shamani @rajshamani]

Today, long-term planning fails because the world shifts faster than the plan can execute. Modern strategy is no longer about mapping out a precise ten-year path, but about building deep structural flexibility so you can pivot instantly without losing momentum.

[CodeCrafters @CodeCrafters11]

AI Engineer Roadmap (2026) :

1. Python
2. Git & GitHub
3. Linux Basics
4. SQL + PostgreSQL
5. Data Structures & Algorithms
6. Statistics & Linear Algebra
7. Machine Learning
8. Deep Learning (PyTorch)
9. Transformers
10. Prompt Engineering
11. LLM APIs (OpenAI, Claude, Gemini)
12. Embeddings
13. Vector Databases (Pinecone, Qdrant, pgvector)
14. RAG (Retrieval-Augmented Generation)
15. AI Agents (LangGraph, CrewAI, OpenAI Agents SDK)
16. MCP (Model Context Protocol)
17. FastAPI / Backend Development
18. Redis
19. Kafka / RabbitMQ
20. Docker
21. Kubernetes
22. AWS / GCP
23. CI/CD
24. MLOps (MLflow, W&B)
25. AI System Design
26. AI Security & Guardrails
27. Monitoring & Observability
28. Build 10+ Production AI Projects
29. Contribute to Open Source
30. Ship & Iterate

[Raj Shamani @rajshamani]

Endless content consumption provides a cheap simulation of progress. Your brain registers the act of reading about a skill as execution, leaving you satisfied with zero real-world results.

[Kunal Roy @Kunalroyyy]

@ElonMuskNews47 Old was good

[Kunal Roy @Kunalroyyy]

Just tried @SarvamAI, India’s own AI chatbot, and I’m blown away! 🤯 Text-to-speech, speech-to-text, and speech translation—all in one powerful package. Loving how it nails Indian languages with authentic vibes! 🇮🇳 #SarvamAI #AIRevolution #MadeInIndia

[Kunal Roy @Kunalroyyy]

Excited for India's own AI chatbot by @SarvamAI! Would love a sleek interface with dark & white theme options to enhance user experience. Can't wait to see it shine! 🇮🇳 #SarvamAI #IndianAI

[NASA @NASA]

A black hole revealed itself from 600 million light-years away when it ripped apart and swallowed a star. The resulting burst of radiation is the bright dot just off-center captured in this @NASAHubble image. https://t.co/g7mSVRZHd1

[Kunal Roy @Kunalroyyy]

Yo, AI’s wild rn—helping us create, learn, & vibe like never before! But AGI? That’s the next level, fam—machines thinking like us, solving crazy problems. Are we ready for that glow-up? 🤯 #AI #AGI #ArtificialIntelligence #TechTrends #FutureIsNow #Innovation #TechVibes #MindBlow

[Kunal Roy @Kunalroyyy]

@elonmusk, your Starship could terraform Mars, but can it save Earth’s future? AI & free speech are under siege—lead the charge to rebuild trust in truth! Let’s make 2025 the year humanity dares to dream BIGGER. Reply with your boldest vision! 🌌 #MuskMission #FutureNow

[Kunal Roy @Kunalroyyy]

@LavaMobile Lava should keep Indus App Store as default app store in their phones instead of Play Store

[Kunal Roy @Kunalroyyy]

The **Indus App Store** is India’s indigenous app platform, empowering local developers and users. By adopting it, we reduce foreign dependency, support homegrown innovation, and strengthen our digital economy. Tailored to Indian needs, it’s a step towards **Atmanirbhar Bharat**.

[Kunal Roy @Kunalroyyy]

There is no option to enable dark mode in your @Krutrim app, please add this option as soon as possible
@bhash

[Kunal Roy @Kunalroyyy]

@dhruv_rathee, why don't you make a social media app like Instagram or Facebook, the country's money is going abroad?

[Kunal Roy @Kunalroyyy]

@AshwiniVaishnaw Why doesn't India still have advanced chatbots like chatgpt and grok? How will leaders like you help India defeat the US and China in these areas? @narendramodi

[Kunal Roy @Kunalroyyy]

Mars needs memes. @elonmusk, what’s the first meme we should beam to the Red Planet?

[Kunal Roy @Kunalroyyy]

If I get a Neuralink, will I be able to tweet my thoughts directly to @elonmusk without touching my phone?

[Kunal Roy @Kunalroyyy]

Me: I need sleep.
My brain at 3 AM: What if Tesla made a CyberHorse?
@elonmusk, thoughts?

[Kunal Roy @Kunalroyyy]

Hey @elonmusk, if AGI surpasses human intelligence, would Tesla bots still take driving tests, or would they just auto-update?

[Kunal Roy @Kunalroyyy]

Not long ago, @sama said building AI like ChatGPT was just a dream for India. Today, India has turned that dream into reality with Krutrim, Hanuman, and more on the horizon.

From dreamers to pioneers—India is shaping the AI revolution. #indiAI #MakeAIinIndia

[Kunal Roy @Kunalroyyy]

I am saddened by the fact that I have to use a foreign app to say what is in my heart. Countries like America and China are constantly launching very powerful Ai chatbots and apps, but India has not yet launched a good one. @AshwiniVaishnaw @narendramodi