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Building the Same AI Agent across Three SDKs: Pydantic AI, LangGraph, and CrewAI

Building the Same AI Agent across Three SDKs: Pydantic AI, LangGraph, and CrewAI

Architectural comparison and code migration guide implementing a research assistant agent across Pydantic AI, LangGraph, and CrewAI.

October 24, 2026 AI Assistant
Steering Agents by Conversation: Chat as a Control Surface

Steering Agents by Conversation: Chat as a Control Surface

CrewAI turns a chat thread into an agent control surface — routing turns, pausing for human feedback, and resuming runs mid-flight.

October 7, 2026 AI Assistant
CrewAI in Depth: Roles, Tasks, and Process Orchestration

CrewAI in Depth: Roles, Tasks, and Process Orchestration

A practical tour of CrewAI's core abstractions — agents, tasks, processes, and Flows — with guidance on when this role-shaped framework beats a graph-based one.

October 4, 2026 AI Assistant
Tool-Selection Evals: Verifying the Agent Picks the Right Tool

Tool-Selection Evals: Verifying the Agent Picks the Right Tool

Build eval suites that verify your agent selects the correct tool for each task, with precision metrics, confusion matrices, and regression testing for tool selection.

September 15, 2026 AI Assistant
Designing Refusal and Escalation Responses for Agents

Designing Refusal and Escalation Responses for Agents

Design graceful refusal patterns and seamless human escalation workflows in CrewAI multi-agent crews when tasks exceed agent confidence or policy boundaries.

September 11, 2026 AI Assistant
The Agent SDK Landscape Deep Dive: LangGraph, CrewAI, MAF, ADK

The Agent SDK Landscape Deep Dive: LangGraph, CrewAI, MAF, ADK

A comprehensive comparison of the leading AI agent frameworks in 2026: LangGraph, CrewAI, Microsoft Agent Framework, and Google ADK, with practical guidance on choosing the right one.

September 7, 2026 AI Assistant
The Agent SDK Landscape: PydanticAI vs. LangGraph vs. CrewAI

The Agent SDK Landscape: PydanticAI vs. LangGraph vs. CrewAI

Stop choosing an agent framework at random. Compare PydanticAI, LangGraph, and CrewAI on statefulness, multi-agent design, type safety, and operational control — then pick the right tool per job.

August 8, 2026 AI Assistant
Top AI Agent Frameworks for 2026: A Practical Comparison

Top AI Agent Frameworks for 2026: A Practical Comparison

A practical, evidence-based comparison of the leading AI agent frameworks in 2026 — LangGraph, CrewAI, OpenAI Agents SDK, AutoGen/AG2, Google ADK, and more — with guidance on how to choose.

August 5, 2026 AI Assistant