The Data Product Pattern Language: 5 AI Blueprints
A strategic guide to data products. Explore 5 powerful blueprints (Curator, Matchmaker, Oracle, Guide, Gatekeeper) and the key algorithms used to build them.
2025-08-21 · 7 min
Insights
Engineering Blog
Production patterns for AI agents, RAG pipelines, data infrastructure, and MLOps. No theory-only posts — every article comes from a real deployment.
The Data-Driven Product Playbook: A 4-Step Guide
A deep-dive playbook for product teams. Learn our 4-step process: diagnose with cohort analysis, investigate with funnels, understand with ML, and validate with A/B tests.
2025-08-20 · 6 min
The Dual Mandate Framework: Structuring Data Teams
A framework for structuring your data team into two functions: an 'Insight Engine' and a 'Value Engine' to maximize business impact and ROI from your data.
2025-08-18 · 5 min
Agent Engineering Guide: AI Agent Architecture, Frameworks, and Production Systems
A practical agent engineering guide covering AI agent architecture, frameworks, orchestration patterns, production reliability, and the systems discipline required for real deployments.
2025-07-28 · 5 min
AI Agent CI/CD and Deployment Pipeline Tutorial
Learn how to build an AI agent CI/CD and deployment pipeline with GitHub Actions, Docker, Kubernetes, and production release discipline for agent systems.
2025-07-26 · 5 min
Temporal for Durable AI Agents and Long-Running Workflows
Learn how Temporal enables durable AI agents with fault-tolerant execution, workflow state persistence, retries, and long-running Python orchestration.
2025-07-25 · 5 min
When Hierarchical AI Agents Are Worth the Complexity
Hierarchical AI agents in CrewAI are useful only when manager-worker delegation solves a real coordination problem. Use this framework before adding `allow_delegation`.
2025-07-24 · 10 min
CrewAI Tutorial: Build Your First AI Agent and Crew
A practical CrewAI tutorial covering your first agent, `from crewai import Agent, Task, Crew, Process`, and when to use sequential or parallel crews.
2025-07-23 · 6 min
CrewAI Tutorial: AI Competitor Analysis with an Autonomous Agent Crew
A practical CrewAI tutorial for building an autonomous agent crew for competitor analysis, covering specialist agents, orchestration, structured outputs, and report generation.
2025-07-22 · 5 min
GitHub Code Analysis Agent with LangChain
A production-grade architecture for a GitHub code analysis agent with LangChain, language-aware parsing, code indexing, retrieval, and repository Q&A.
2025-07-21 · 5 min
RAG vs. Fine-Tuning: A CTO's Cost-Effective Guide
A refreshed CTO framework for deciding between prompt optimization, RAG, and fine-tuning based on knowledge freshness, behavior control, cost, and operating complexity.
2025-07-19 · 7 min
FastAPI for LLM Systems: Production Template for LangChain and LangGraph Agents
Use FastAPI to deploy LangChain and LangGraph agents in production with async request handling, Pydantic validation, dependency injection, and cleaner LLM API architecture.
2025-07-18 · 7 min