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Blog / #AI

#AI

— 3 posts

Feb 25, 2026 · 15m

Building a Production RAG System: Beyond the Demo

Chunking, embeddings, hybrid retrieval, reranking, citation, and evaluation — a practical guide to building a RAG pipeline that survives real traffic and messy documents.

AILLMRAG
Feb 18, 2026 · 13m

LLM Evaluation and Guardrails in Production

How to test prompts, catch regressions, score outputs, and defend against prompt injection — with a small eval harness you can ship this week.

AILLMTesting
Mar 12, 2025 · 11m

Integrating AI into Production Applications: A Practical Guide

A comprehensive guide to integrating LLMs and AI models into production applications, covering architecture patterns, cost optimization, fallback strategies, prompt engineering, RAG systems, monitoring, and critical considerations.

AIMachine LearningProduction
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P palakorn .dev

Software Engineer Specialist · System Architect · Bangkok, Thailand

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