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Sandbox · How we ship AI builds repeatably and audit-cleanly

// AI-first planning method · productised

Claude Agents Power Mode

AI-first planning method · productised

Claude Agents Power Mode

educational

What you should know first

Why most AI builds run double their budget

Because they skip planning. One model. One prompt. Ship the code. Pray. The architectural decisions get made under build pressure, not in design. The security review surfaces in week six what should have been named in week one. Every late discovery costs ten times the early one. This is the silent failure mode of every AI build shop in Australia in 2026.

What Gibson built. A planning pipeline that runs before any production code is written. Multi-specialist agents read the brief, surface the hidden requirements (security, compliance, integration, scale), name the architectural decisions explicitly, sequence the build into testable increments, and write the test cases. The spec then hands off to the build pipeline with the expensive surprises already named and resolved.

What it produces. Rework down. Mid-build surprises gone. Every project ships a reusable build package, not just code. Clients can read the full planning trail and the architectural reasoning before they sign off on a dollar of build spend. Audit-grade specs, audit-grade decisions.

Powers every Gibson client build.

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