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AI Engineering Insights

Articles on data engineering, AI systems, and production workflows.

Latest Posts

June 2026 · 10 min read

Data Engineering with Supabase: Building Scalable Pipelines

Leading a data team, managing Supabase databases, and architecting ETL pipelines that actually scale.

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May 2026 · 12 min read

Prompt Engineering Patterns for Production LLM Applications

Twelve patterns I use in production: structure, schemas, caching, eval, and graceful fallbacks.

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May 2026 · 11 min read

Building Production-Ready AI APIs with FastAPI

Structuring, securing, and deploying AI backends that handle LLMs and RAG at scale.

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May 2026 · 8 min read

What I Learned Building a Multi-User RAG SaaS

Architecture and practical decisions behind a production RAG experience.

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May 2026 · 6 min read

Designing a Local AI Video Caption Pipeline

How Whisper, NLLB, and FFmpeg fit together for multilingual subtitles.

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Apr 2026 · 10 min read

Getting Started with Ollama for Local LLM Inference

A beginner-friendly guide to running language models locally with Ollama.

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Apr 2026 · 7 min read

Automating Workflows with n8n: A Practical Guide

How I use n8n to automate repetitive tasks and streamline AI pipelines.

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Mar 2026 · 9 min read

Building a Stock Trend Dashboard with Sentiment Analysis

Combining Twitter sentiment with technical indicators for trading insights.

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Mar 2026 · 5 min read

Vector Databases: PostgreSQL pgvector vs Pinecone

Comparing self-hosted vs cloud solutions for RAG retrieval systems.

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