Case Studies

Behind the Scenes of AI Observability in Production

What actually works after 6 months of trial and error

Feb 3 • Alejandro Aboy

Your Agent's Reasoning Is Fine - Its Memory Isn't

Using GraphRAG to build a Production Engineer agent that knows dependencies, incidents, and ownership.

Jan 20 • Anca Ioana Muscalagiu

From 100+ AI Tools to 4: My Prod Stack

How simplicity beats complexity in real AI systems

Dec 30, 2025 • Paul Iusztin

We Killed RAG, MCP, and Agentic Loops. Here's What Happened.

A brutally honest case study of building our vertical AI agent and shipping it to production.

Dec 23, 2025 • Paul Iusztin

Stop Launching AI Apps Without This Framework

A practical guide to building an eval-driven loop for your LLM app using synthetic data, before you have users.

Oct 30, 2025 • Hugo Bowne-Anderson

Escaping POC Purgatory: Evaluation-Driven Development for AI Systems

A new software development life cycle for LLMs

Oct 16, 2025 • Hugo Bowne-Anderson and Stefan Krawczyk

The Real Battle-Tested RAG Playbook

7-steps trusted by OpenAI, Anthropic & Google

Aug 12, 2025 • Jason Liu

Stop Building AI Agents

Here’s what you should build instead

Jun 26, 2025 • Hugo Bowne-Anderson

Deploying LLMs: Cloud, Metal, Serverless

DeepSeek-R1: GCP, Latitude.sh, Modal

May 15, 2025 • Paul Iusztin and Louis-François Bouchard

Monolith vs micro: The $1M ML design decision

The weight of your ML serving architectural choice

Jan 23, 2025 • Paul Iusztin

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