Vaibhav

Cricket addict 🏏 | CSK 💛 | Tech Enthusiast 💻
Java • Python • JavaScript | Gen AI & Backend Developer | Always learning something new ✨

[Vaibhav @vsbhinge]

🚀Output:

🔑This same pattern works for Groq, OpenAI, Anthropic and Open source models like HugginFace.
✨just swap the importn and initialization of the model

#LangChain #GoogleGemini #Python #GenAI #LearningInPublic

[Vaibhav @vsbhinge]

🧵 Called Google Gemini API via Python + LangChain for the first time.

Here's how (thread 👇)
#LangChain #GoogleGemini #Python #GenAI #LearningInPublic #Agents

[Vaibhav @vsbhinge]

Step 2: Call the model

As shown in follwowing image you can call model:

#LangChain #GoogleGemini #Python #GenAI #LearningInPublic

[Vaibhav @vsbhinge]

What the F*** is ruturaj doing
#CSKvsSRh

[Vaibhav @vsbhinge]

The LLM has zero persistent memory.

Your app manually builds and passes this array on every call.

That growing array = the "memory" of your chatbot.

For Agentic AI, managing this array across 10+ steps is a core engineering challenge.

#LLM #GenerativeAI #AgenticAI #python

[Vaibhav @vsbhinge]

Most people use AI every day.

But almost nobody knows HOW it actually reads your messages.

It comes down to 3 roles. A thread 🧵

[Vaibhav @vsbhinge]

🔴 ASSISTANT role — the reply

• The AI's generated response
• Shaped by BOTH system + user
• Previous assistant messages are fed back into the next request

This is the secret behind "memory":

The model reads ALL of this every single time.
#LLM #GenerativeAI #AgenticAI

[Vaibhav @vsbhinge]

That's it. 3 concepts every AI builder must know:

✅ LLM — the brain
✅ Tokens — what it reads
✅ Context Window — how much it remembers

Follow for more beginner-friendly AI breakdowns 🚀
#AI #LLM #AIBasics #GenerativeAI #MachineLearning

[Vaibhav @vsbhinge]

AI doesn't read your words the way you do.

It uses something called an LLM — and 3 concepts will change how you think about it forever.
🧵 Thread 👇

#AI #LLM #MachineLearning #Thread

[Vaibhav @vsbhinge]

💡 Why should you care?

If you're building: → Chatbots → RAG pipelines → AI Agents
The context window is the #1 resource you'll always be managing.

Understand this early. It saves a lot of debugging later.
#AIAgents #RAG #LLMDev #GenerativeAI

[Vaibhav @vsbhinge]

Most people use AI every day but don't know AI fundamentals! 🚀

🧠 What is an LLM?
🔢 Tokens vs. Words
📂 Why Context Windows matter

Perfect for beginners or devs starting their AI journey.
My Medium article: https://t.co/6j3LREwwzC

#AI #GenAI #BuildInPublic #AgenticAI

[Vaibhav @vsbhinge]

👀👀
#RCBvsDC
#49

[Vaibhav @vsbhinge]

Looks like RCB's 49 is in danger today 😂
#PrafulHinge #RRvsSRH #IPL