AI Insights

AI that ships, not slides.

What we're learning building production AI — RAG, computer vision, LLM agents, and the stuff nobody puts in the demo.

RAG in Production: What Nobody Tells You About Chunking

We've built 6+ RAG systems. Fixed-size chunking breaks on tables, multi-column PDFs, and nested lists. Here's what actually works — and the evaluation pipeline you need before shipping.

Computer Vision

Case Study · 6 min read

We Replaced 80% of Manual QA with Computer Vision

A real deployment on a 24/7 manufacturing line. Edge inference, defect grading, and the accuracy numbers after 6 months.

LLMs

Guide · 5 min read

Claude vs GPT-4 for Code Generation: Our Internal Benchmark

We ran both models on 200 real tasks from our projects. Here's where each one wins.

AI Agents

Opinion · 4 min read

AI Agents Are Not Ready for Production (With One Exception)

The hype is ahead of the reliability. But there's one pattern where agents actually work today.

Strategy

Framework · 3 min read

Your MVP Doesn't Need AI (Yet)

Ship the core loop first. Validate demand. Then sprinkle intelligence.

RAGLLMs

Tutorial · 7 min read

Hybrid Search Beats Pure Vector Search. Here's the Proof.

BM25 + semantic + reranking. We benchmarked it on 4 client datasets.

Computer VisionProduction

Technical · 6 min read

Running YOLO on Edge Devices: Lessons from the Factory Floor

Jetson Nano, INT8 quantization, and the latency budget you actually need.

LLMs

Practical · 4 min read

Prompt Engineering Is Software Engineering Now

Version control your prompts. Test them. Review them in PRs.

AI AgentsRAG

Deep Dive · 8 min read

Building a Document AI Pipeline That Actually Scales

OCR, layout detection, structured extraction, EHR integration. 14M+ docs/year.

Strategy

Opinion · 3 min read

The Build-vs-Buy Framework for AI Features

When to use an API, when to fine-tune, and when to build from scratch.

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