An industry synthesis report shows coding agents across leading vendors have converged on the canonical read-edit-test loop. Differentiation has decisively shifted toward workflow orchestration, persistent project-level context caches, and automated sandbox rollback protections.

Key Takeaways

  • ✓Model differences on raw syntax completion are increasingly commoditized
  • ✓Workflow orchestration (DAG dispatch, subagent concurrency) dictates task success
  • ✓Persistent project context and self-healing sandboxes emerge as the true differentiators
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