The Structured Output Agent: An Architecture for Reliability
A production-ready architecture for getting reliable structured output (JSON, API calls) from LLMs using Pydantic, function calling, and self-correction loops.
2025-07-14 · 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.
Agentic MLOps: Automating the ML Lifecycle with AI Agents
An architecture for agentic MLOps, where AI agents automate model retraining, deployment, and monitoring instead of relying on manual handoffs.
2025-07-12 · 5 min
AI Agents for Real-Time Anomaly Detection: Kafka and AIOps Architecture
A practical AIOps architecture for real-time anomaly detection using Kafka and AI agents, with automated investigation, tool-based triage, and incident report generation.
2025-07-11 · 5 min
Text-to-SQL Agent Architecture: Accurate, Secure, and Production-Ready
A production-ready Text-to-SQL agent architecture covering natural-language-to-SQL pipelines, schema retrieval, validation, security, and query-cost control.
2025-07-10 · 5 min
Build an ETL Agent with LangChain for Messy APIs
A practical tutorial on building an ETL agent with LangChain to ingest, clean, and validate data from messy APIs without brittle hard-coded scripts.
2025-07-09 · 6 min
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
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