AI Agents & Orchestration

Building AI systems that act — autonomous agents, multi-agent workflows, tool use, and orchestration frameworks.

Layered guardrail components wrapping an autonomous agent runtime in production
MAX guide 15 min

Agent Guardrails 2026: NeMo, Llama Guard, Claude SDK Hooks

Build agent guardrails that survive production. Stack NeMo input rails, Llama Guard 4 classifiers, and Claude Agent SDK …

Approval gate diagram: agent paused before a high-stakes action while a human reviews approve, edit, or reject
MAX guide 14 min

How to Add Human Approval Gates to Agents with LangGraph, AutoGen, and CrewAI in 2026

Stop your agent from sending the wrong email or paying the wrong invoice. Spec-first guide to human approval gates in …

Stateful AI agent architecture combining LangGraph checkpointer, Mem0 memory layer, and Zep temporal knowledge graph
MAX guide 15 min

Build a Stateful Agent with LangGraph, Mem0, and Zep in 2026

Stateful agents need three storage layers, not one. Wire LangGraph, Mem0, and Zep into an agent that survives restarts …

MAX mapping classical software-engineering instincts onto the four-layer agent stack — orchestration, state, memory, tools
MAX Bridge 10 min

AI Agent Architecture for Developers: What Transfers, What Breaks

Build an agent for a real service and three layers fail at once — state, memory, planning. Map what classical …

Three-layer specification for catching agent regressions before they reach users in 2026
MAX guide 14 min

Agent Evaluation Pipeline: LangSmith, Braintrust, DeepEval (2026)

Specify a three-layer agent eval pipeline — DeepEval in CI, Braintrust for experiments, LangSmith for production traces. …

Decision flowchart comparing LangGraph, CrewAI, AutoGen, and LlamaIndex Workflows for agent framework selection in 2026
MAX guide 12 min

How to Choose LangGraph, CrewAI, AutoGen, or LlamaIndex in 2026

Choosing between LangGraph, CrewAI, AutoGen, or LlamaIndex Workflows in 2026? Decompose your agent system, match …

Multi-agent system architecture diagram: supervisor routing, agent handoffs, and shared state across LangGraph, CrewAI, and OpenAI SDK
MAX guide 14 min

Build Multi-Agent Systems with LangGraph, CrewAI, and OpenAI SDK in 2026

A specification-first guide to building multi-agent systems in 2026. Learn when to pick LangGraph, CrewAI, OpenAI Agents …

Layered architecture for adding persistent memory to AI agents using Mem0, Letta, and Zep across episodic and semantic recall
MAX guide 18 min

Persistent Memory for AI Agents: Mem0 vs Letta vs Zep (2026)

Spec a persistent memory layer for AI agents with Mem0, Letta, or Zep. A four-step decomposition for choosing the stack …

Planning agent decision framework: pattern selection and validation for ReAct, Plan-and-Execute, Reflexion, and ReWOO across LangGraph, CrewAI, and AutoGen in 2026
MAX guide 15 min

How to Build Planning Agents with LangGraph, CrewAI, and AutoGen in 2026

Planning agents fail when frameworks come before patterns. Match ReAct, Plan-and-Execute, Reflexion, or ReWOO to your …