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AI Intermediate: Infrastructure & Agentic Systems Series' Articles

Back to Suresh Kumar Pallapothu's Series

Suresh Kumar Pallapothu

Nov 7

Day 1: The AI Infrastructure Shift — Why the Model is Only 10% of the Production System

#ai #infrastructure #aiintermediateseries

5 min read

Suresh Kumar Pallapothu

Nov 8

Day 2: Advanced Docker for AI — Multi-Stage Builds for Heavy Python Runtimes

#ai #docker #aiintermediateseries

4 min read

Suresh Kumar Pallapothu

Nov 9

Day 3: Hardware Acceleration in Docker — GPU Passthrough and Limits for Constrained Hardware

#ai #docker #gpu #aiintermediateseries

4 min read

Suresh Kumar Pallapothu

Nov 10

Day 4: Optimizing Model Weights — Quantization Basics (GGUF, AWQ) for Efficient Inference

#ai #quantization #aiintermediateseries

4 min read

Suresh Kumar Pallapothu

Nov 12

Day 5: Local AI Runtimes — Deploying Ollama and vLLM for Bare-Metal Execution

#ai #ollama #vllm #aiintermediateseries

3 min read

Suresh Kumar Pallapothu

Nov 12

Day 6: Containerizing AI Microservices — Building and Packaging APIs with FastAPI

#ai #fastapi #aiintermediateseries

4 min read

Suresh Kumar Pallapothu

Nov 13

Day 7: Docker Compose — Architecting a Multi-Container Database and Inference Stack Locally

#ai #dockercompose #aiintermediateseries

4 min read