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Tagged: orchestration
How Subagents and Multi-Agent Systems Split Work and Cost Tokens
Subagents vs multi-agent systems: the orchestrator-worker design, four topologies, what each costs in tokens, and the cases where a single agent does better.
12 min readMulti-Agent Orchestration on Bedrock and LangGraph: Four Patterns
Supervisor-worker, pipeline, fan-out and debate patterns with LangGraph on AWS Bedrock, plus handoffs, budget guards, tracing and production failure modes.
22 min readOne Agent, Many Specialists: Why a Personal AI Should Route Work, Not Do It All
A personal AI assistant works better as an orchestrator: it routes tasks to coding agents, models and plain scripts, with graduated permissions underneath.
10 min readSurviving Traffic Spikes in Multi-Agent Systems with a Three-Layer Contract
Keeping multi-agent systems up when traffic jumps tenfold: a queue gatekeeper, per-tool throttling and synchronous policy checks, plus metrics and a spike demo.
8 min readSix Python AI Agent Frameworks Compared by Building the Same Agent
The same research agent built in LangGraph, CrewAI, PydanticAI, OpenAI Agents SDK, Smolagents and Google ADK, with lines, tokens, debug scores and a pick guide.
11 min readAI Video Needs Orchestration: Lessons From the VideoAgent Pipeline Design
AI video needs orchestration more than a better generator: global planning, coarse-to-fine retrieval, executable graphs, repair loops and VideoAgent's gaps.
8 min readFull-Stack Orchestration for Enterprise AI Agents: Six Layers Beyond the Model
Enterprise AI agents fail around the model: integrations, state, observability, governance and human handoffs. Six orchestration layers and a maturity check.
7 min readAn Agent Is a While Loop: Where LangChain create_agent and LangGraph Fit
A tool-calling agent in twenty lines, the four production problems that loop hits, and when to move from LangChain create_agent to LangGraph state graphs.
8 min readDelegation Contracts for AI Agent Teams: Scope, Acceptance and Failure Handling
Why agent job titles don't prevent broken handoffs, and how a delegation contract with enforced policy, independent acceptance and failure rules can be tested.
12 min read
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