Orchestration
11 articles about orchestration.
Broken Telephone in Agent Chains - Why Intent Gets Lost Beyond 2 Hops
When AI agents pass tasks through a chain, intent degrades after two hops. The central coordinator pattern keeps the original goal intact.
Claude Code as the Brain for Desktop Automation Workflows
Claude Code is not just a coding tool - it is the ideal orchestration brain for desktop automation. Here is how to use it as the central controller for
Cross-Review Between Parallel Agents Catches the Bugs Single Agents Miss
When parallel agents review each other's work instead of their own, they catch integration-level bugs that self-review misses. The data shows 87% fewer false positives and 3x more real bugs found.
Dumb Orchestrator With Smart Workers Beats One Big Agent
A simple decision-tree orchestrator routing tasks to specialized worker agents - browser, accessibility, sequential - is more reliable than a single
The Simplest Way to Log Parallel Sub-Agent Conversations
When running 5+ AI agents in parallel with an orchestrator, having each sub-agent write its conversation to a file is the most reliable logging approach.
How I Build Multi-Agent Systems: Routing via Bindings
Multi-agent systems work best when each agent has focused bindings. Routing via tool bindings keeps agents specialized and prevents scope creep across the
Multi-LLM Agent Routing - Using Different Models for Different Subtasks
How AI agents route between multiple LLMs - using Claude for orchestration, smaller models for classification, and specialized models for code generation or
Using Multiple LLMs for Multi-Agent Workflows - Orchestration Patterns That Work
How to run multi-agent workflows with different LLMs for different subtasks. Claude as orchestrator, specialized models for specific jobs, and env var
Claude Orchestrates GPT and Gemini - Multi-Model Routing for Desktop Automation
Use Claude for planning and reasoning, route execution tasks to cheaper models like GPT or Gemini. Multi-model orchestration cuts costs without sacrificing
Orchestrator Implementor Review Loop - Code Review with tmux Claude Code Sessions
How to implement a code review loop using tmux-based Claude Code orchestration with separate orchestrator, implementor, and reviewer sessions.
MCP Changed How I Think About AI Agent Orchestration
Complex orchestration frameworks are overkill. A simple JSON state object passed between steps handles most AI agent workflows better than any framework.
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