How to Build a Team of AI Agents That Actually Finishes the Work
The practical 2026 guide to turning Claude Opus 5, Kimi K3 and GPT-5.6 Sol into one reliable execution graph.

TL;DR
- New AI models like GPT-5.6 Sol, Kimi K3, and Claude Opus 5 are capable of holding jobs, inspecting files, searching, calling tools, and using terminals.
- These models can now work for extended periods, with teams of agents splitting complex tasks across research, planning, execution, and review phases.
- The fundamental change is from generating single answers to completing entire processes, transforming the unit of AI work.
- The power and danger of multi-agent systems lie in the handoffs between agents, where structured collaboration is crucial.
- Effective multi-agent systems require "graph engineering" to define roles, inputs, outputs, decision points, and human intervention points.