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Download PDF
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<!-- ============ PAGE 1 ============ -->
<div class="page">
<div class="pad">
<div class="brand">
<img class="brand-lockup" src="assets/moderne-newsletter/moderne-lockup.png" alt="Moderne">
</div>
<h1>
<span>Mythos finds.</span>
<span>Moderne fixes.</span>
<span class="grad">Every repo, at once.</span>
</h1>
<p class="lede">Mythos surfaces vulnerabilities at AI scale. A coding agent equipped with Moderne closes every instance with a <b>deterministic recipe</b> that runs across your code estate, with a full audit trail.</p>
<div class="flow">
<div class="card mythos">
<span class="eyebrow" style="color:var(--red)"><span class="dot" style="background:var(--red)"></span>Finds it</span>
<div class="title">Mythos</div>
<div class="gfx"><div class="circle bang"><span>!</span></div></div>
<div class="cap">Finds the vulnerability.</div>
</div>
<div class="arrow">→</div>
<div class="card agent">
<span class="eyebrow" style="color:var(--green)"><span class="dot" style="background:var(--green)"></span>Fixes it</span>
<div class="title">Agent + Moderne</div>
<div class="gfx"><div class="circle fix"><span>FIX</span></div></div>
<div class="cap">Writes a deterministic recipe against the Lossless Semantic Tree.</div>
</div>
<div class="arrow">→</div>
<div class="card platform">
<span class="eyebrow" style="color:var(--green)"><span class="dot" style="background:var(--green)"></span>Distributes it</span>
<div class="title">Moderne Platform</div>
<div class="gfx"><div class="grid-dots" id="dots"></div></div>
<div class="cap">Runs that recipe across every repository in parallel.</div>
</div>
</div>
<div class="split">
<div>
<h2>Scanning is solved.<br>Remediation is not.</h2>
<p>Mythos and the AI security tools that follow it will surface vulnerabilities faster than any AppSec team can triage them. Probabilistic agent edits can't close findings reliably across a fleet, and re-running inference per repo means paying to rediscover the same fix every time.</p>
<p class="em">Moderne is the engine that closes them, deterministically, across every repo, with proof of every change.</p>
</div>
<div>
<div class="benefit"><h4>Same change, every time.</h4><p>Deterministic recipes against the Lossless Semantic Tree, not probabilistic patches.</p></div>
<div class="benefit"><h4>One recipe, every repo.</h4><p>Runs in parallel across thousands of repositories, including behind wrappers and helpers.</p></div>
<div class="benefit"><h4>Any coding agent.</h4><p>Copilot, Cursor, Windsurf, Devin, Codex, Claude Code, and Gemini all reach the same tools over MCP.</p></div>
<div class="benefit"><h4>Provable closure.</h4><p>Every run produces a verifiable record of what changed, where, and why.</p></div>
</div>
</div>
</div>
<div class="foot">
<img class="lockup" src="assets/moderne-newsletter/moderne-lockup.png" alt="Moderne">
<span>© 2026 Moderne, Inc.</span>
<a href="https://moderne.ai">moderne.ai</a>
</div>
</div>
<!-- ============ PAGE 2 ============ -->
<div class="page">
<div class="pad">
<div class="brand">
<img class="brand-lockup" src="assets/moderne-newsletter/moderne-lockup.png" alt="Moderne">
</div>
<h2 style="font-size:34px;line-height:36.72px;font-weight:700;margin-bottom:0;">Mythos alone vs. Mythos with Moderne.</h2>
<div class="table-wrap">
<table>
<colgroup>
<col class="q"><col class="mid"><col class="mod">
</colgroup>
<thead>
<tr>
<th class="q"><span class="h1c">After the finding lands, can you…</span></th>
<th class="mid"><span class="h-mid">Mythos + a coding agent</span></th>
<th class="mod"><span class="h-mod">Mythos + Moderne</span></th>
</tr>
</thead>
<tbody id="cmp"></tbody>
</table>
</div>
<h2 style="margin-top:54px;font-weight:700;">Questions teams ask about Mythos and Moderne.</h2>
<div class="faq" id="faq"></div>
</div>
<div class="foot">
<img class="lockup" src="assets/moderne-newsletter/moderne-lockup.png" alt="Moderne">
<span>© 2026 Moderne, Inc.</span>
<a href="https://moderne.ai">moderne.ai</a>
</div>
</div>
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["Surface the vulnerability at AI scale","<span class='yn-yes'>Yes.</span> What Mythos is built for.","<span class='yn-yes'>Yes.</span> Plus scanners, SCA, or ASPM feeds."],
["Write a fix for a single repo","Yes, but probabilistic. Varies run to run.","<span class='yn-yes'>Yes.</span> A deterministic recipe, same change every time."],
["Prove it closed every instance, including behind wrappers","<span class='yn-no'>No.</span> Re-scan and hand-verify.","<span class='yn-yes'>Yes.</span> The LST follows the value to every occurrence."],
["Apply the identical fix across thousands of repos","<span class='yn-no'>No.</span> Re-run inference per repo.","<span class='yn-yes'>Yes.</span> One recipe, every repo, one run."],
["Backport a fix to an EOL framework","<span class='yn-no'>No.</span> “Just upgrade” is multi-quarter.","<span class='yn-yes'>Yes.</span> Backport to the version you run."],
["Answer “what is our exposure?” with an audit trail","<span class='yn-no'>No.</span> Re-scan and hope.","<span class='yn-yes'>Yes.</span> One query against the remediation pipeline."],
];
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// faq
const faq = [
["Doesn't Mythos already fix what it finds?","An agent using the Mythos model can attempt a fix, like any coding agent. What no agent does on its own is apply that fix across every repository, prove it closed every instance, and leave an audit trail. That is a separate engine."],
["Can't our coding agent just fix the findings?","A coding agent can write a patch. Proving it closed every instance, including behind a wrapper, helper, or field, is a different problem. <b>Equip it with Moderne</b> and the same agent authors a deterministic recipe that runs the same way in every repo."],
["What if our findings come from a scanner, not Mythos?","Nothing changes. Moderne works off whatever discovery you run: Mythos, a future Mythos-class model, an internal scanner, SCA, or an ASPM feed."],
["Isn't writing recipes just more tokens?","The opposite. Per-repo inference pays to rediscover the same fix every time. A recipe is written once and runs as a program against the estate."],
];
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