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Agent Canvas moving to production readiness marks a shift from experimental to officially supported tooling for running parallel AI agents and automations within the OpenHands ecosystem.
Agent Canvas removes the need to maintain separate tooling setups for different AI coding agents, letting developers switch between Codex, Gemini, Claude, and custom ACP implementations while keeping a single consistent interface and backend configuration.
Teams building agentic code-review or migration pipelines can adopt violation-based deduction scoring to get stable, auditable critic signals that reliably guide agents toward correct, style-compliant output.