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<!DOCTYPE html><html lang="en" class="dark"> <head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1"><meta name="theme-color" content="#0b1020"><link rel="canonical" href="https://infrafabric.io/verticals/research/"><title>IF.Trace — Research</title><meta name="description" content="Research reviewers need proof, not your whole environment. IF.Trace makes it practical to share verifiable outputs while keeping raw data controlled."><meta property="og:title" content="IF.Trace — Research"><meta property="og:description" content="Research reviewers need proof, not your whole environment. IF.Trace makes it practical to share verifiable outputs while keeping raw data controlled."><meta property="og:type" content="website"><meta property="og:image" content="https://infrafabric.io/assets/red-team-doc-1024-559.jpg"><meta name="twitter:card" content="summary_large_image"><link rel="icon" href="/assets/if-logo-simple.svg" type="image/svg+xml"><link rel="stylesheet" href="/assets/_astro/index.DWbm5GeC.css">
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</style></head> <body class="min-h-screen bg-background text-foreground"> <div aria-hidden="true" class="pointer-events-none fixed inset-0 -z-10"> <div class="absolute inset-0 bg-[radial-gradient(1200px_circle_at_20%_0%,rgba(16,185,129,0.18),transparent_60%),radial-gradient(1200px_circle_at_90%_10%,rgba(59,130,246,0.14),transparent_55%),radial-gradient(900px_circle_at_30%_100%,rgba(244,63,94,0.10),transparent_55%)]"></div> <div class="absolute inset-0 bg-[linear-gradient(to_bottom,rgba(2,6,23,0.75),rgba(2,6,23,0.95))]"></div> <div class="absolute inset-0 opacity-[0.06] mix-blend-overlay [background-image:url('data:image/svg+xml,%3Csvg%20xmlns=%22http://www.w3.org/2000/svg%22%20width=%22300%22%20height=%22300%22%3E%3Cfilter%20id=%22n%22%3E%3CfeTurbulence%20type=%22fractalNoise%22%20baseFrequency=%220.8%22%20numOctaves=%224%22%20stitchTiles=%22stitch%22/%3E%3C/filter%3E%3Crect%20width=%22300%22%20height=%22300%22%20filter=%22url(%23n)%22%20opacity=%220.5%22/%3E%3C/svg%3E')]"></div> </div> <header class="fixed left-0 right-0 top-0 z-50"> <div class="mx-auto max-w-6xl px-4 py-4 sm:px-6"> <div class="flex items-center justify-between rounded-2xl border border-white/10 bg-slate-950/40 px-4 py-3 backdrop-blur-md shadow-[0_20px_80px_rgba(0,0,0,0.35)] sm:px-6"> <a href="/" class="text-sm font-semibold tracking-tight text-white/90 hover:text-white">IF.Trace</a> <nav class="flex items-center gap-3 text-xs text-white/70 sm:gap-4"> <a class="hover:text-white" href="/verticals/">Sector</a> <span class="text-white/20" aria-hidden="true">|</span> <a class="hover:text-white" href="/pricing/">Pricing</a> <span class="text-white/20" aria-hidden="true">|</span> <a class="hover:text-white" href="/api/">API</a> </nav> </div> </div> </header> <main class="pt-28 sm:pt-32"> <section class="relative mx-auto flex scroll-m-(--section-py) flex-col gap-16 px-(--section-px) py-(--section-py) bg-background w-full" data-slot="section"> <div class="relative z-10 flex flex-col gap-y-8 items-center"> <a data-slot="badge" class="focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-md border px-2 py-0.5 text-xs font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:ring-[3px] [&#38;>svg]:pointer-events-none [&#38;>svg]:size-3 bg-secondary text-secondary-foreground [a&#38;]:hover:bg-secondary/90 border-transparent" href="/verticals/">Browse sectors<svg class="size-[1em] text-base" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
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</svg></a> <div class="text-foreground w-full space-y-4 [&#38;_p]:leading-[1.8] [&#38;_p]:not-first:mt-4 [&#38;_ul]:ml-5 [&#38;_ul]:list-disc [&#38;_ul]:space-y-2 [&#38;_ul]:not-first:mt-4 [&#38;_ol]:ml-5 [&#38;_ol]:list-decimal [&#38;_ol]:space-y-2 [&#38;_ol]:not-first:mt-4 [&#38;_li_p]:inline [&#38;_a]:text-primary [&#38;_a]:hover:underline @max-sm:[&#38;_:is(h1,h2,h3,h4,h5,h6)]:break-words @max-sm:[&#38;_:is(h1,h2,h3,h4,h5,h6)]:wrap-break-word @max-sm:[&#38;_:is(h1,h2,h3,h4,h5,h6)]:hyphens-auto [&#38;_:is(h1,h2,h3,h4,h5,h6)]:scroll-mt-20 [&#38;_:is(h1,h2,h3,h4,h5,h6)]:leading-[1.1] [&#38;_:is(h1,h2,h3,h4,h5,h6)]:font-semibold [&#38;_:is(h1,h2,h3,h4,h5,h6)]:not-first:mt-12 [&#38;_img]:rounded-lg [&#38;_img]:not-first:mt-12 [&#38;_p:first-child:has(~:is(h1,h2,h3,h4,h5,h6))]:text-accent-foreground [&#38;_p:first-child+:is(h1,h2,h3,h4,h5,h6)]:mt-4 [&#38;_p:first-child:has(~:is(h1,h2,h3,h4,h5,h6))]:text-sm [&#38;_p:first-child:has(~:is(h1,h2,h3,h4,h5,h6))]:font-medium [&#38;_pre]:bg-muted [&#38;_pre]:mt-6 [&#38;_pre]:rounded-md [&#38;_pre]:border [&#38;_pre]:p-4 [&#38;_pre]:text-sm max-w-4xl text-lg [&#38;_h1]:text-4xl @5xl:[&#38;_h1]:text-5xl [&#38;_h2]:text-4xl [&#38;_h3]:text-3xl [&#38;_h4]:text-2xl [&#38;_h5]:text-xl [&#38;_h6]:text-lg text-center text-balance"> <p>External review reality</p> <h1>Reproducibility without leaking the lab.</h1> <p>Research reviewers need proof, not your whole environment. IF.Trace makes it practical to share verifiable outputs while keeping raw data controlled.</p> </div> <div class="relative z-10 flex flex-wrap gap-2 justify-center"><a data-slot="button" class="focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive inline-flex shrink-0 items-center justify-center gap-2 text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:ring-[3px] disabled:pointer-events-none disabled:opacity-50 [&#38;_svg]:pointer-events-none [&#38;_svg]:shrink-0 [&#38;_svg:not([class*='size-'])]:size-4 bg-primary text-primary-foreground hover:bg-primary/90 h-10 rounded-md px-6 has-[>svg]:px-4" href="https://infrafabric.io/static/trace/6qRgcR01kw_qNo63Dbs_ob9n" target="_blank"><svg class="size-[1em] text-base" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<path d="M11.017 2.814a1 1 0 0 1 1.966 0l1.051 5.558a2 2 0 0 0 1.594 1.594l5.558 1.051a1 1 0 0 1 0 1.966l-5.558 1.051a2 2 0 0 0-1.594 1.594l-1.051 5.558a1 1 0 0 1-1.966 0l-1.051-5.558a2 2 0 0 0-1.594-1.594l-5.558-1.051a1 1 0 0 1 0-1.966l5.558-1.051a2 2 0 0 0 1.594-1.594z" />
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</svg>See a live receipt</a><a data-slot="button" class="focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive inline-flex shrink-0 items-center justify-center gap-2 text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:ring-[3px] disabled:pointer-events-none disabled:opacity-50 [&#38;_svg]:pointer-events-none [&#38;_svg]:shrink-0 [&#38;_svg:not([class*='size-'])]:size-4 bg-secondary text-secondary-foreground hover:bg-secondary/80 h-10 rounded-md px-6 has-[>svg]:px-4" href="/api/"><svg class="size-[1em] text-base" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
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</svg>Developer surface</a></div> </div> <div data-slot="section-media" class="relative flex items-center justify-center overflow-hidden rounded-lg *:size-full *:object-cover"> <img class="h-auto w-full" alt="Red Team dossier cover (example source document)" src="/assets/red-team-doc-1024-559.jpg" sizes="(min-width: 1536px) 1536px, 100vw" priority="true"> </div> </section> <section class="relative mx-auto flex scroll-m-(--section-py) flex-col gap-16 px-(--section-px) py-(--section-py) bg-background border shadow-md w-[calc(100%-2*var(--gutter,24px))] max-w-(--section-width) my-(--section-py) overflow-hidden rounded-xl" data-slot="section" data-variant="floating" aria-label="Third-party pressure"> <div class="relative z-10 flex flex-col gap-10 @5xl:grid @5xl:grid-cols-2 @5xl:items-start"> <div class="text-foreground w-full space-y-4 text-pretty [&#38;_p]:leading-[1.8] [&#38;_p]:not-first:mt-4 [&#38;_ul]:ml-5 [&#38;_ul]:list-disc [&#38;_ul]:space-y-2 [&#38;_ul]:not-first:mt-4 [&#38;_ol]:ml-5 [&#38;_ol]:list-decimal [&#38;_ol]:space-y-2 [&#38;_ol]:not-first:mt-4 [&#38;_li_p]:inline [&#38;_a]:text-primary [&#38;_a]:hover:underline @max-sm:[&#38;_:is(h1,h2,h3,h4,h5,h6)]:break-words @max-sm:[&#38;_:is(h1,h2,h3,h4,h5,h6)]:wrap-break-word @max-sm:[&#38;_:is(h1,h2,h3,h4,h5,h6)]:hyphens-auto [&#38;_:is(h1,h2,h3,h4,h5,h6)]:scroll-mt-20 [&#38;_:is(h1,h2,h3,h4,h5,h6)]:leading-[1.1] [&#38;_:is(h1,h2,h3,h4,h5,h6)]:font-semibold [&#38;_:is(h1,h2,h3,h4,h5,h6)]:not-first:mt-12 [&#38;_img]:rounded-lg [&#38;_img]:not-first:mt-12 [&#38;_p:first-child:has(~:is(h1,h2,h3,h4,h5,h6))]:text-accent-foreground [&#38;_p:first-child+:is(h1,h2,h3,h4,h5,h6)]:mt-4 [&#38;_p:first-child:has(~:is(h1,h2,h3,h4,h5,h6))]:text-sm [&#38;_p:first-child:has(~:is(h1,h2,h3,h4,h5,h6))]:font-medium [&#38;_pre]:bg-muted [&#38;_pre]:mt-6 [&#38;_pre]:rounded-md [&#38;_pre]:border [&#38;_pre]:p-4 [&#38;_pre]:text-sm max-w-3xl text-base [&#38;_h1]:text-4xl [&#38;_h2]:text-3xl [&#38;_h3]:text-2xl [&#38;_h4]:text-xl [&#38;_h5]:text-lg [&#38;_h6]:text-base"> <p>Thirdparty pressure</p> <h2>Why this gets hard in the real world</h2> <p>
The constraint is almost always the same: someone needs proof, but
cannot be onboarded into your internal systems.
</p> </div> <div> <ul class="list-none space-y-2 p-0"><li class="flex shrink-0 items-start gap-3 text-start not-first:mt-2 [&#38;_svg]:shrink-0 [&#38;_svg]:translate-y-[30%] [&#38;_svg:not([class*='size-'])]:size-[1em] text-sm"> <svg class="size-[1em] text-base" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
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</svg> External reviewers cannot be onboarded into internal tooling.</li><li class="flex shrink-0 items-start gap-3 text-start not-first:mt-2 [&#38;_svg]:shrink-0 [&#38;_svg]:translate-y-[30%] [&#38;_svg:not([class*='size-'])]:size-[1em] text-sm"> <svg class="size-[1em] text-base" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
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</svg> Sensitive datasets must stay private, even when outputs are shared.</li><li class="flex shrink-0 items-start gap-3 text-start not-first:mt-2 [&#38;_svg]:shrink-0 [&#38;_svg]:translate-y-[30%] [&#38;_svg:not([class*='size-'])]:size-[1em] text-sm"> <svg class="size-[1em] text-base" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
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</svg> Reproducibility requires stable evidence, not “trust me”.</li></ul> </div> </div> </section> <section class="relative mx-auto flex scroll-m-(--section-py) flex-col gap-16 px-(--section-px) py-(--section-py) bg-background w-full" data-slot="section" aria-label="What IF.Trace provides"> <div class="relative z-10 flex flex-col gap-y-8 items-center"> <div class="text-foreground w-full space-y-4 text-pretty [&#38;_p]:leading-[1.8] [&#38;_p]:not-first:mt-4 [&#38;_ul]:ml-5 [&#38;_ul]:list-disc [&#38;_ul]:space-y-2 [&#38;_ul]:not-first:mt-4 [&#38;_ol]:ml-5 [&#38;_ol]:list-decimal [&#38;_ol]:space-y-2 [&#38;_ol]:not-first:mt-4 [&#38;_li_p]:inline [&#38;_a]:text-primary [&#38;_a]:hover:underline @max-sm:[&#38;_:is(h1,h2,h3,h4,h5,h6)]:break-words @max-sm:[&#38;_:is(h1,h2,h3,h4,h5,h6)]:wrap-break-word @max-sm:[&#38;_:is(h1,h2,h3,h4,h5,h6)]:hyphens-auto [&#38;_:is(h1,h2,h3,h4,h5,h6)]:scroll-mt-20 [&#38;_:is(h1,h2,h3,h4,h5,h6)]:leading-[1.1] [&#38;_:is(h1,h2,h3,h4,h5,h6)]:font-semibold [&#38;_:is(h1,h2,h3,h4,h5,h6)]:not-first:mt-12 [&#38;_img]:rounded-lg [&#38;_img]:not-first:mt-12 [&#38;_p:first-child:has(~:is(h1,h2,h3,h4,h5,h6))]:text-accent-foreground [&#38;_p:first-child+:is(h1,h2,h3,h4,h5,h6)]:mt-4 [&#38;_p:first-child:has(~:is(h1,h2,h3,h4,h5,h6))]:text-sm [&#38;_p:first-child:has(~:is(h1,h2,h3,h4,h5,h6))]:font-medium [&#38;_pre]:bg-muted [&#38;_pre]:mt-6 [&#38;_pre]:rounded-md [&#38;_pre]:border [&#38;_pre]:p-4 [&#38;_pre]:text-sm max-w-3xl text-base [&#38;_h1]:text-4xl [&#38;_h2]:text-3xl [&#38;_h3]:text-2xl [&#38;_h4]:text-xl [&#38;_h5]:text-lg [&#38;_h6]:text-base text-center"> <p>What IF.Trace provides</p> <h2>Verification primitives that survive handoffs.</h2> </div> </div> <div class="grid w-full gap-6 grid-cols-1 sm:grid-cols-[repeat(auto-fit,minmax(260px,1fr))] @3xl:grid-cols-2 @5xl:grid-cols-3"><div data-slot="tile" data-variant="floating" class="group/tile focus-visible:border-ring focus-visible:ring-ring/50 [a]:hover:ring-accent/50 relative flex flex-col items-start gap-6 outline-none focus-visible:ring-[3px] [a]:transition-all bg-card text-card-foreground [a]:hover:bg-accent/50 overflow-hidden rounded-sm border p-6 shadow-sm duration-100"> <div class="relative z-10 flex flex-col gap-3"> <h3 class="font-semibold text-xl">Receipt-first sharing</h3> <p class="text-muted-foreground text-sm">Share proof links that survive copy/paste and time.</p> </div> </div><div data-slot="tile" data-variant="floating" class="group/tile focus-visible:border-ring focus-visible:ring-ring/50 [a]:hover:ring-accent/50 relative flex flex-col items-start gap-6 outline-none focus-visible:ring-[3px] [a]:transition-all bg-card text-card-foreground [a]:hover:bg-accent/50 overflow-hidden rounded-sm border p-6 shadow-sm duration-100"> <div class="relative z-10 flex flex-col gap-3"> <h3 class="font-semibold text-xl">Offline fallback</h3> <p class="text-muted-foreground text-sm">HTML views and bundles for constrained environments.</p> </div> </div><div data-slot="tile" data-variant="floating" class="group/tile focus-visible:border-ring focus-visible:ring-ring/50 [a]:hover:ring-accent/50 relative flex flex-col items-start gap-6 outline-none focus-visible:ring-[3px] [a]:transition-all bg-card text-card-foreground [a]:hover:bg-accent/50 overflow-hidden rounded-sm border p-6 shadow-sm duration-100"> <div class="relative z-10 flex flex-col gap-3"> <h3 class="font-semibold text-xl">Scope clarity</h3> <p class="text-muted-foreground text-sm">Proves integrity, not interpretation.</p> </div> </div></div> </section> </main> <a href="mailto:ds@infrafabric.io?subject=IF.Trace%20contact" class="fixed bottom-6 right-6 inline-flex h-10 items-center justify-center rounded-full border border-white/10 bg-slate-950/50 px-4 text-xs font-medium text-white/80 backdrop-blur hover:bg-slate-950/70 hover:text-white">contact</a> </body></html>