Muskan Singhal

Software Engineer @Samsung| Building things with code 💻 | Exploring AI & backend systems 🤖 | Opinions are mine.

[Muskan Singhal @MuskanS20203537]

@KunikaKishore interested

[Muskan Singhal @MuskanS20203537]

@DevanshuXi exactly, that is really not worth to do!

[Muskan Singhal @MuskanS20203537]

ladies & gentlemen drop the realest wisdom you ever came across

[JNS @_devJNS]

programming reality:

[Muskan Singhal @MuskanS20203537]

Boys on X have an advantage.

They get reach very easily and girls need to struggle to even get 100 followers.

No Equality 😏

[Muskan Singhal @MuskanS20203537]

Currently wrestling with system integration on my invoice approval project!

[Muskan Singhal @MuskanS20203537]

Quick poll for my fellow developers:

When building AI-powered applications, what's your biggest bottleneck?

🔸 Model accuracy/performance
🔸 Data quality and preprocessing
🔸 Integration with existing systems
🔸 User experience design

#AI #Development #Poll

[Muskan Singhal @MuskanS20203537]

For me, it's been handling edge cases in real-world data that never appeared in training. My stamp verification model was 99% accurate in testing, but production taught me humility 😅

[Muskan Singhal @MuskanS20203537]

Question for the developer community:

What's the most challenging part of deploying ML models to production?

Share your war stories!

#MachineLearning #Production #jobseekers #comment #jobsearch #SoftwareEngineer #openforjobs #connect

[Muskan Singhal @MuskanS20203537]

@manoj76807 yess🤝

[Muskan Singhal @MuskanS20203537]

3/ Error Handling: AI responses can be unpredictable - build robust fallbacks

4/ Streaming: Real-time responses keep users engaged (learned this building my calculator!)

What challenges have you faced with AI agents?

#AgenticAI #MachineLearning #letsconnect #freshers #job

[Muskan Singhal @MuskanS20203537]

The community examples helped me implement OCR + rule-based validation in days, not weeks.

Bookmark: https://t.co/rpsLIHtwss

#Langchain #GenerativeAI #Resources #job #jobsearch #SoftwareEngineer #SoftwareJobs #tweet #comment #jobseekers

[Muskan Singhal @MuskanS20203537]

Just finished diving deep into Langchain documentation while building my invoice automation system 📚
If you're getting started with LLM applications, their guides on agents and chains are gold.

#Langchain #GenerativeAI #Resources #CareerJourney #GenerativeAI #fresher #job

[Muskan Singhal @MuskanS20203537]

🧵 Thread: Building your first AI agent system - key components you need to know

1/ State Management: Your agent needs to remember context across interactions

2/ Tool Integration: Agents become powerful when they can call external APIs and functions

#AgenticAI #MachineLearning

[Muskan Singhal @MuskanS20203537]

@s4meerz yessss

[Muskan Singhal @MuskanS20203537]

3/ Design your database schema early - PostgreSQL migrations can be painful later

What FastAPI tips would you add?

#FastAPI #BackendDevelopment #tweet #JobSeekersSA #SoftwareEngineer #jobsearch #openforjobs #job #letsconnect

[Muskan Singhal @MuskanS20203537]

🧵 3 lessons learned from building production-ready FastAPI backends:

1/ Always implement proper error handling - your users will thank you

2/ Use Pydantic models for request/response validation - saves hours of debugging

#FastAPI #BackendDevelopment #tweet #letsconnect

[Muskan Singhal @MuskanS20203537]

What's keeping you up late working on code?

#FastAPI #Langchain #LateNightCoding #SoftwarJobs #fresher #jobseekers #jobsearch #SoftwareEngineer #letsconnect #comment #tweet

[Muskan Singhal @MuskanS20203537]

Currently debugging my Agentic Calculator project at 2 AM 😅
There's something oddly satisfying about watching FastAPI + Langgraph work together to process real-time calculations. The multi-agent system is finally streaming responses smoothly!
#FastAPI #Langchain #LateNightCoding

[Muskan Singhal @MuskanS20203537]

The biggest lesson? Don't be afraid to dive deep into technologies you've never used before. The learning curve is steep but incredibly rewarding. #CareerJourney #GenerativeAI #SoftwareEngineering #jobsearch #FreshersJobs #DailyTweet #lookingforjob