orchestration
Running more than one agent at a time, and keeping track of what they are all doing.
Meta-orchestration: the layer above your agent orchestrator
Orchestration is one agent splitting work and running workers in a project. Meta-orchestration is the layer above: watching every project, routing work.
The best AI agent orchestration tools for coding in 2026
Comparing tools that run multiple AI coding agents at once: Conductor, Vibe Kanban, Claude Squad, crystl, Cursor cloud agents, Sculptor, and plain tmux.
Agent communication protocols: A2A, ACP, and MCP
A2A is agent to agent, MCP is agent to tool, and two different things are both called ACP. What each is, who governs it, and where the confusion starts.
Running an agent team in tmux
A pane per role, send-keys to dispatch, a shared file as the channel, a polling loop for idle. The real wiring for a tmux agent team, and what it skips.
How do you get AI agents to talk to each other?
Two coding agents, neither can see the other. Four real options for agent to agent communication, worst to best, and what each one actually guarantees.
Claude Code Subagents: Best Practices
Scope a subagent to one question, state the return shape, never delegate work you'd want to watch. Subagent tasks that work, and ones that waste tokens.
How Many Agents Can You Actually Run at Once?
The ceiling on parallel agents isn't your machine. It's tokens, rate limits, and your own review capacity. What binds first, and how to pick a number.
How to manage multiple projects when every project has an agent in it
Managing several projects used to be about your own time. With a coding agent in each one, the constraint moves to your attention. Six rules that hold up.
Agent orchestration, when what you actually have is too many tabs open
Agent orchestration is code deciding which agent runs when, inside a program you write. Searched it over nine terminal tabs? That's a different problem.
Can You Run Multiple Instances of Claude Code?
Yes. Claude Code has no cap on concurrent instances. What sessions share, what they don't, why the same working directory breaks, and the real limit.
Skills vs Subagents in Claude Code
A skill loads instructions into the conversation you're already having. A subagent runs where you can't see it and returns a summary. The real difference.
The tmux setup people build for parallel agents, and what it can't do
Claude Code ships a --worktree --tmux flag that covers one agent. Running several converges on the same hand-built setup, and where it stops working.
Introducing roundtable agent orchestration
Most multi-agent orchestration hides the agents inside one controller's head. Roundtable orchestration, the model behind crystl quest, makes it visible.
The Agentic Coding Workflow Nobody Talks About: Managing the Agents Themselves
The bottleneck in agentic coding isn't AI capability. It's managing multitask workflows where multiple AI agents are working simultaneously.
Organizing 10+ Claude Code Projects Without Drowning in Terminal Windows
How to multitask with Claude Code across many projects without losing track of sessions. The gems and shards mental model for terminal organization.
How to Monitor Multiple Claude Code Agents Without Losing Your Mind
Monitoring parallel Claude Code agents: telling which is blocked, which finished, which went off the rails, without clicking through every tab.
The Tab-Hunting Problem: Finding Which Claude Code Session Needs Your Attention
Running 5+ Claude Code sessions? Why you can't find the one waiting for approval, and how to fix it.