Suresh Kumar Pallapothu

[Suresh Kumar Pallapothu @surpalla_in]

Full lesson on YouTube: https://t.co/jEmjqCdrfz
Written lesson with animated diagrams: https://t.co/InVWl6GIvZ
Subscribe: https://t.co/p1EaloQno2

[Suresh Kumar Pallapothu @surpalla_in]

The model never runs code. 🔧

Function calling in four steps, with validation before execution.

Day 23 of #30DaysOfAI. Full lesson 👇

#FunctionCalling #ToolUse

[Suresh Kumar Pallapothu @surpalla_in]

Full lesson on YouTube: https://t.co/P58VTdZKDq
Written lesson with animated diagrams: https://t.co/1fMJW0hOzN
Subscribe: https://t.co/p1EaloQno2

[Suresh Kumar Pallapothu @surpalla_in]

A chatbot answers and waits. An agent takes a goal and gets it done. 🤖

Perceive, plan, act, reflect. And always set a step limit.

Day 22 of #30DaysOfAI. Full lesson 👇

#AIAgents #AgenticAI

[Suresh Kumar Pallapothu @surpalla_in]

Full lesson on YouTube: https://t.co/LuE10UepaP
Written lesson with animated diagrams: https://t.co/tx6cxtARct
Subscribe: https://t.co/p1EaloQno2

[Suresh Kumar Pallapothu @surpalla_in]

AI traffic breaks ordinary web networking. 🌐

Streaming ingress, eBPF routing and default-deny egress.

Day 21 of #30DaysOfAI. Full lesson 👇

#KubernetesNetworking #eBPF

[Suresh Kumar Pallapothu @surpalla_in]

Full lesson on YouTube: https://t.co/9xgPUD42AV
Written lesson with animated diagrams: https://t.co/XbscgGsEHb
Subscribe: https://t.co/p1EaloQno2

[Suresh Kumar Pallapothu @surpalla_in]

Your pod restarts and every file on its disk is gone. 💾

Persistent volumes, access modes and StatefulSets keep AI state alive.

Day 20 of #30DaysOfAI. Full lesson 👇

#KubernetesStorage #VectorDatabase

[Suresh Kumar Pallapothu @surpalla_in]

Full lesson on YouTube: https://t.co/cKOkrLhvza
Written lesson with animated diagrams: https://t.co/Y5FVFWeFy8
Subscribe: https://t.co/p1EaloQno2

[Suresh Kumar Pallapothu @surpalla_in]

A real AI app is a model, a database and an app, all running together. 🧩

Docker Compose wires them up with a private network, volumes and healthchecks.

Day 18 of #30DaysOfAI. Full lesson 👇

#DockerCompose #ragatha

[Suresh Kumar Pallapothu @surpalla_in]

Docker Compose runs your AI on one machine. What if it dies? ☸️

Kubernetes: Pods, Deployments and Services for model serving.

Day 19 of #30DaysOfAI. Full lesson 👇

#Kubernetes #MLOps

[Suresh Kumar Pallapothu @surpalla_in]

Full lesson on YouTube: https://t.co/WwSQXY06dF
Written lesson with animated diagrams: https://t.co/JjFPSeZg6I
Subscribe: https://t.co/p1EaloQno2

[Suresh Kumar Pallapothu @surpalla_in]

Full lesson on YouTube: https://t.co/r7b0UeWGEy
Written lesson with animated diagrams: https://t.co/khEZgXarCl
Subscribe: https://t.co/p1EaloQno2

[Suresh Kumar Pallapothu @surpalla_in]

Why is your AI container image 10 GB? 🐳

Multi-stage builds, cache mounts and a non-root user fix it.

Day 17 of #30DaysOfAI. Full lesson 👇

#Docker #DevOps

[Suresh Kumar Pallapothu @surpalla_in]

Full lesson on YouTube: https://t.co/PYpfUzzze9
Written lesson with animated diagrams: https://t.co/LbZj0xdGVG
Subscribe: https://t.co/p1EaloQno2

[Suresh Kumar Pallapothu @surpalla_in]

What if your AI never sent your data outside your network? 🏠

Ollama for laptops. vLLM for GPU servers. Same OpenAI-style API.

Day 16 of #30DaysOfAI. Full lesson 👇

#LocalAI #Ollama #vLLM

[Suresh Kumar Pallapothu @surpalla_in]

Full lesson on YouTube: https://t.co/l28aKAZkVE
Written lesson with animated diagrams: https://t.co/XOOp25Hx9y
Subscribe: https://t.co/p1EaloQno2

[Suresh Kumar Pallapothu @surpalla_in]

Your RAG answer sounded confident. Was it right? 🛡️

Measure context relevance and faithfulness, and add an LLM judge that blocks unsupported answers.

Day 14 of #30DaysOfAI. Full lesson 👇

#RAG #AIart

https://t.co/lORabKZb62

[Suresh Kumar Pallapothu @surpalla_in]

What does it take to run an AI model on your own hardware? 🖥️

VRAM, optimized runtimes, and a headless Linux host.

Day 15 of #30DaysOfAI. Full lesson 👇

#AIInfrastructure #AI

https://t.co/l28aKAZkVE

[Suresh Kumar Pallapothu @surpalla_in]

Full lesson on YouTube: https://t.co/lORabKZb62
Written lesson with animated diagrams: https://t.co/zF089oEBij
Subscribe: https://t.co/p1EaloQno2