Reddit user seeks OpenClaw project automation

The architecture is plausible, but verification and control are the hard parts. A planner/executor split works best when every task has explicit acceptance criteria and the system validates results with tests, linting, builds, schema checks, and artifact diffs. For code tasks, the agent should propose a patch, run checks, inspect failures, and retry within a bounded loop; for non-code tasks, use checklists and a human review gate for anything ambiguous or high impact. A local model is most reliable when constrained to a sandbox, with the cloud model acting as planner and reviewer rather than an unconstrained operator.