Agent Design

How you actually build AI agents that work. Architectures, tool use, memory patterns, and the frameworks worth paying attention to.

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AI Agent Frameworks in 2026: How to Choose Without Getting Burned

AI Agent Frameworks in 2026: How to Choose Without Getting Burned

In October 2025, Microsoft moved AutoGen into maintenance mode. The framework that led the GAIA benchmark by four points and doubled its competitors on...

16 min read
AI Agent ROI: The Calculator and Framework That Cuts Through Vendor Math

AI Agent ROI: The Calculator and Framework That Cuts Through Vendor Math

Your vendor says the AI agent will save $500,000 a year. Their spreadsheet shows it. The math looks clean.

9 min read
MCP Server Architecture in Practice: Tools, Resources, Prompts, and Safe Invocation

MCP Server Architecture in Practice: Tools, Resources, Prompts, and Safe Invocation

Implement MCP servers with robust tool/resource contracts, safe invocation flows, and versioning strategies for production agent systems.

1 min read
Agent Reliability Scores Are Getting Worse, Not Better

Agent Reliability Scores Are Getting Worse, Not Better

SWE-Bench scores tick up every quarter, but production failure rates aren't dropping. A METR study found half of test-passing PRs wouldn't be merged. The more capable we make agents, the less reliably they behave.

3 min read
How MCP, A2A, and ACP Differ in Practice

How MCP, A2A, and ACP Differ in Practice

Compare Model Context Protocol, Agent-to-Agent Protocol, and Agent Communication Protocol on transport, authentication, tool discovery, and real-world adoption.

7 min read
Best AI Agent Monitoring and Observability Tools 2026

Best AI Agent Monitoring and Observability Tools 2026

Your agent passed evals. Then it spent $400 in one afternoon on a retry loop. We tested 8 observability tools in production agent workflows during Q1 2026.

13 min read
OpenAI Agents SDK in Production: Traces, Tooling, and Hand-offs That Don’t Break

OpenAI Agents SDK in Production: Traces, Tooling, and Hand-offs That Don’t Break

Build reliable agent workflows with OpenAI Agents SDK: traces, tool-call guardrails, handoffs, retries, and deployment checks.

1 min read
When to Build vs Buy Your Agent Orchestration Layer

When to Build vs Buy Your Agent Orchestration Layer

A team picks an agent framework in January, ships a demo in February, and by July they're ripping it out to build something custom. The autonomous agent market will hit $8.5 billion this year.

8 min read
AI Agent Frameworks in 2026: How to Choose Without Getting Burned

AI Agent Frameworks in 2026: How to Choose Without Getting Burned

There are now over 20 agent frameworks competing for your stack. Most won't survive the year. We ranked eight that actually matter in 2026, using one filter: can you ship this to production and sleep at night?

22 min read
MCP vs A2A vs ACP: Which Agent Protocol Wins in 2026

MCP vs A2A vs ACP: Which Agent Protocol Wins in 2026

MCP, A2A, and ACP compared on architecture, adoption, and real trade-offs. Covers the ACP-A2A merger and when to use each protocol.

8 min read
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