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Dev.to
Dev.to
6/28/2026
The Four-Layer Agent Stack: When Your Framework Isn't Enough

The Four-Layer Agent Stack: When Your Framework Isn't Enough

Short summary

Production agents operate across four layers: models, harnesses, runtimes, and a control plane that orchestrates multi-runtime systems. Most frameworks handle the first three layers, but teams building at scale need a separate control plane to manage session persistence, access controls, cost tracking, and governance across different runtimes. This separation enables code reuse and prevents fragile systems.

  • Four-layer architecture: models → harnesses → runtimes → control plane
  • Frameworks solve orchestration; control planes solve governance and multi-runtime state management
  • Production teams building multi-runtime agents need durable session stores, credential vaults, cost attribution, and structured observability

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