LLM Observability with LangSmith, Prometheus, and Grafana
A practical LLM observability guide covering LangSmith tracing, prompt and tool-call logging, latency and cost metrics, and production monitoring dashboards.
2025-07-06 · 5 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 Production-Ready RAG Pipeline: An Engineering Checklist
A practical checklist for building a production-ready RAG pipeline, covering ingestion, chunking, retrieval, evaluation, observability, security, and vector database operations.
2025-07-05 · 5 min
CrewAI Agent Orchestration: Specialist Roles, Routing, and Review
CrewAI agent orchestration patterns for specialist roles, explicit task routing, hierarchical crews, handoff validation, and multi-agent review.
2025-07-04 · 6 min
LangGraph Tutorial: Self-Correcting AI Agents and Agent Loops
Build self-correcting AI agents with LangGraph using cycles, critic loops, shared state, and backtracking patterns that go beyond basic ReAct chains.
2025-07-03 · 6 min
RAG Architecture with dbt, LangChain, and the Modern Data Stack
A practical RAG architecture guide showing how dbt, LangChain, vector databases, and the modern data stack work together to reduce silos and support data-aware retrieval systems.
2025-07-02 · 5 min
The Data-Aware Agent: The Data Engineering Foundation for AI
A successful AI strategy is built on a solid data foundation. Learn the 3 pillars of data engineering required to create truly "data-aware" and effective AI agents.
2025-07-01 · 6 min
RAG for Structured Data: Build a Corporate Brain on Your Data Warehouse
A production-ready architecture for using RAG on structured data, with an AI agent that answers natural-language questions on top of your data warehouse.
2025-06-30 · 5 min
Kafka for AI Agents: A Real-Time Agent Architecture
A practical architecture for using Kafka with AI agents, including Kafka Streams for feature engineering, real-time context, and production agent workflows.
2025-06-27 · 6 min
Top 5 Data Mistakes That Cost SMBs Money
Five strategic data mistakes that quietly waste time, budget, and trust, plus a more effective way for SMBs to build analytics capability.
2025-06-24 · 6 min
Calculating Data Project ROI: A Simple Framework for CEOs
A simple 4-step framework for CEOs and CFOs to calculate the ROI of any data or AI project. Learn to quantify returns, estimate costs, and build a solid business case.
2025-06-23 · 5 min
Is a Data Warehouse Overkill? When to Upgrade Spreadsheets
A practical guide for SMBs to know when to upgrade from spreadsheets. Learn the signs you've outgrown Excel and how a modern data warehouse can unlock growth.
2025-06-21 · 4 min
Build a Data-Driven Culture Before You Buy the Tech
Learn why data tools fail. Our guide for business leaders shows how to build a data-driven culture first, creating the foundation for a successful tech investment.
2025-06-20 · 6 min