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marketing: make Marginal obvious in five seconds - #29
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Aligns the canonical MARGINAL Killer Demo with the new public positioning already shipped in #29. AI agents repeat work that changed nothing. MARGINAL catches it. Changes redesigns /demo/ around the no-progress loop adds Same action / Same state / No new evidence visualization separates Shadow Mode from Earned Enforcement keeps deterministic allocation results clearly separated from runtime-governance illustration preserves reproducibility and existing result semantics regenerates the Codex runtime and provenance Claim discipline The deterministic demo remains explicitly: not provider telemetry not a production benchmark not evidence that every agent workload saves compute
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Refactors MARGINAL's public surface around one immediate product message:
AI agents repeat work that changed nothing. MARGINAL catches it.
Marketing
SEO
Claim discipline
The existing exploratory benchmark remains published and unchanged in meaning: