Roles, checkpoints, and tooling that make AI-human collaboration predictable for web delivery.

Hybrid delivery assigns AI to acceleration lanes: drafting, boilerplate, test synthesis, and repetitive refactors. Humans lead discovery, design approval, architecture, and release certification.
Checkpoints might include content fact review, accessibility signoff, performance budgets, and SEO validation—each with clear owners.
Tooling should integrate into repos and CI so suggestions are tested, not pasted blindly. Linting, type checks, and preview deployments catch issues early.
Communication rhythms—daily async updates for fast projects—prevent drift between stakeholders and implementers.
Documentation is part of the deliverable: runbooks, ADRs, and editor guidelines so your team can evolve the site post-handoff.
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