Insights & Tutorials

Thoughts on AI Agents
& Engineering

LangChain vs LangGraph vs CrewAI: When to Pick Which (2026 Guide)Comparison
April 15, 20269 min read

LangChain vs LangGraph vs CrewAI: When to Pick Which (2026 Guide)

An engineer's decision framework for choosing between LangChain, LangGraph, and CrewAI for AI agents in 2026, with code examples, cost benchmarks, and a battle-tested decision tree.

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How I Cut a Customer Support Agent's LLM Cost by 60% (Full Playbook)Case Study
April 02, 202611 min read

How I Cut a Customer Support Agent's LLM Cost by 60% (Full Playbook)

A step-by-step LLM cost optimization playbook from a real production engagement. Semantic caching, prompt compression, and intent-aware model routing - with the exact numbers, code patterns, and pitfalls.

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LangGraph Tutorial: Production Human-in-the-Loop Pattern (2026)Tutorial
March 20, 202613 min read

LangGraph Tutorial: Production Human-in-the-Loop Pattern (2026)

A complete production tutorial for building a stateful LangGraph agent that pauses on high-risk actions, waits for human approval, and resumes from the exact checkpoint - with code, persistence, and battle-tested edge cases.

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How to Hire an AI Engineer: The Founder's 2026 GuideGuide
March 05, 202612 min read

How to Hire an AI Engineer: The Founder's 2026 Guide

Stop hiring 'prompt engineers'. A practical, founder-friendly guide to hiring AI engineers who ship production systems - with screening questions, red flags, and 2026 pricing benchmarks.

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RAG vs Fine-Tuning: A Founder's Decision Framework for 2026Comparison
February 18, 202611 min read

RAG vs Fine-Tuning: A Founder's Decision Framework for 2026

When should you invest in fine-tuning versus a RAG pipeline? A practical decision framework with cost benchmarks, real-world examples, latency trade-offs, and a flowchart that gets to the right answer in under a minute.

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The Supervisor Pattern: Building Production-Safe Multi-Agent SwarmsTutorial
January 28, 202612 min read

The Supervisor Pattern: Building Production-Safe Multi-Agent Swarms

How to architect a multi-agent system where specialized agents collaborate without going off the rails. The supervisor-worker pattern, explained with a real e-commerce example, working code, and production guardrails.

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AI Agent Evaluation: The Production Stack for 2026 (LangSmith vs Langfuse vs Braintrust)Operations
April 27, 202610 min read

AI Agent Evaluation: The Production Stack for 2026 (LangSmith vs Langfuse vs Braintrust)

A neutral, framework-first guide to AI agent evaluation in 2026. Decision tree, comparison matrix for LangSmith, Langfuse, Braintrust, and the four eval layers every production agent needs.

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Model Context Protocol (MCP): The 2026 Production Implementation GuideArchitecture
April 27, 202611 min read

Model Context Protocol (MCP): The 2026 Production Implementation Guide

MCP is not a framework, it is a protocol. This is the production implementation guide nobody is publishing yet: server taxonomy, auth patterns, MCP vs function calling, and the failure modes you only learn the hard way.

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Agentic RAG: 5 Patterns for Self-Correcting Retrieval (2026 Guide)Architecture
April 27, 202610 min read

Agentic RAG: 5 Patterns for Self-Correcting Retrieval (2026 Guide)

Naive RAG plateaus around 70% accuracy. Agentic RAG patterns - query rewriting, retrieval routing, self-correction, multi-hop, hybrid scoring - get you the next 25%. Decision tree, code patterns, and real benchmarks inside.

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AI Agent Observability: The 2026 Stack Founders Should Actually BuyOperations
April 27, 20269 min read

AI Agent Observability: The 2026 Stack Founders Should Actually Buy

Your agent made 14 LLM calls, used 3 tools, and gave the wrong answer. Without observability you spend a day reconstructing it. This is the 2026 observability stack and the four things to instrument first.

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Voice AI Agents in Production: Vapi vs Retell vs LiveKit vs DIY (2026 Guide)Architecture
April 27, 202611 min read

Voice AI Agents in Production: Vapi vs Retell vs LiveKit vs DIY (2026 Guide)

Sub-700ms voice latency or your agent sounds robotic. Vendor-neutral comparison of Vapi, Retell, LiveKit Agents, and DIY (Twilio + Deepgram + GPT-4o + Cartesia). The latency budget that makes or breaks voice.

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LLM Routing: How to Cut Costs 60% Without Losing Quality (2026 Strategy)Cost Optimization
April 27, 202610 min read

LLM Routing: How to Cut Costs 60% Without Losing Quality (2026 Strategy)

An LLM router sends easy queries to cheap models and hard queries to expensive ones. Done right, it cuts your token bill 60% with zero accuracy loss. Decision matrix, comparison of OpenRouter, Portkey, and custom builds, plus a real $14K-to-$5K case study.

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