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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>Code Security in the AI Era — Ekoparty Miami 2026</title>
<link rel="stylesheet" href="colors_and_type.css">
<script src="deck-stage.js"></script>
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<script type="application/json" id="speaker-notes">
[
"Rodolfo opens. Welcome the room, set the tone, say where you're from. Keep it short — the next slide is the real opener.",
"Ask the room. Pause after each question. Let the second question land. Then: that gap is what this talk is about. I'm Rodolfo, Senior Customer Success Architect at GitHub. I work with engineering teams every day — what they're shipping, how fast they're moving, what they skip under pressure.",
"Context on the other side of the picture: the GitHub Advisory Database tracks what actually breaks at scale across the open source ecosystem. The research behind this talk comes from Serena Conticello on that team — she couldn't make it in person today, so I'm taking us through the whole thing. Between what I see inside teams and what shows up in the vulnerability data afterward, that's the full picture we'll walk.",
"There's a category of developer that keeps coming up in these conversations. People are calling them vibe coders. Someone using AI to build things they genuinely couldn't build before. Sometimes a junior dev moving faster than their experience level. Sometimes a PM or a founder who realized they can just describe what they want and get working code back. They're not malicious. They're moving fast and trusting the output. And the code looks clean. It passes lint. It passes tests. It follows patterns the model learned from millions of repos — including a lot of repos with vulnerabilities baked in.",
"The data backs that up. CVE submissions to the GitHub Advisory Database have grown 4x year over year. That's not because researchers got better at finding bugs — though they did. It's because the attack surface is expanding faster than the defenses are.",
"The Advisory Database trends show that while cross-site scripting remains common, authorization and input validation issues are becoming more prominent, pointing to broader problems around access control and trust boundaries. At the same time, GitHub published 35% more CVEs in 2025 than the previous year and saw a 69% increase in malware advisories compared to 2024, reinforcing the larger pattern: more disclosures, more malicious packages, and a wider spread of vulnerability types.",
"In early 2025, a supply chain attack hit tj-actions slash changed-files. Over 23,000 repositories were compromised through a single GitHub Action that thousands of CI pipelines were already trusting. The attacker didn't need to get into your repo. They just needed to get into a tag you were already pulling at runtime. That was the warning shot.",
"Quick orientation: three attacks, all different, same pattern. A vulnerability scanner. A library you depend on. A package you maintain. Each one delivered through the trust you'd already given. Then we'll walk through them.",
"Read the line slowly. The first tool compromised was a vulnerability scanner. Your security tool became the attack vector.",
"Then came Axios. Axios is a JavaScript HTTP library. Downloaded more than 100 million times a week. It runs in 80% of cloud and code environments. A North Korean threat actor — tracked by Google as UNC1069 — compromised a maintainer's npm account and introduced a malicious dependency. The malicious versions were live for a few hours. With 100 million weekly downloads, a few hours is enough. The payload deployed a backdoor called Waveshaper.v2 across Windows, Linux, and Mac.",
"And then last week, Mini Shai-Hulud. TeamPCP hit TanStack, UiPath, and MistralAI. TanStack's React Router alone has 12 million weekly downloads. query-core has 220 million monthly downloads. In six minutes — between 19:20 and 19:26 UTC on a single Monday — the attacker published 84 malicious versions across 42 TanStack packages.",
"The malware steals your credentials. Then it self-propagates to other packages you maintain. And if you try to rotate the stolen tokens, it runs r-m dash r-f tilde slash. It wipes your home directory as a dead-man's switch. Rotating your credentials triggers the bomb.",
"The attacker didn't hack OpenAI. They hacked a library OpenAI used. That's the whole threat model in one sentence. Your code is only as secure as every package it depends on, every action your CI pipeline runs, every tool in your build chain. You're not just responsible for the code you write. You're responsible for the code you trust.",
"So what do you actually do about this? GitHub has been shipping fast on exactly this problem. Let me walk through what's available.",
"The root cause of tj-actions and a lot of what followed is mutable action references. You pin to a tag, the tag moves, your pipeline runs whatever it points to now. Today, do this. Replace the tag with a full commit SHA. The 2026 roadmap will introduce a dependencies block in workflow YAML that locks every action — direct and transitive — to a commit SHA. Think of it as go.sum for your CI pipeline. Deterministic, auditable, no runtime surprises.",
"Here's what's available right now, today, in your repo. Dependabot — free, on by default. Watches your dependencies and opens PRs when known vulnerabilities are found. I still walk into customer environments with this turned off. Turn it on. Keep up with the PRs. CodeQL — free for open source. Static analysis that runs on every PR. AI-generated code often looks clean on the surface but follows patterns the model learned from vulnerable repos. CodeQL doesn't care that it looks clean. It finds the pattern. Secret scanning — free for public repos, GHAS for private. The most common finding I see is not malicious intent. It's a developer who was moving fast and an API key ended up committed. New this month: push protection now defaults on for Figma, GCP, Langchain, OpenVSX, and PostHog. Cloudflare is now a secret scanning partner.",
"Now generally available. Secret scanning via the GitHub MCP Server. Your AI coding agent can now scan your code for exposed secrets before you commit — directly from VS Code or Copilot CLI, while you're writing code. Not after the fact in CI. While you write. Dependency scanning via the MCP Server is in public preview. Same idea for vulnerable dependencies. Your agent checks against the Advisory Database before you commit. Returns structured results — affected packages, severity, recommended versions to upgrade to.",
"Copilot Autofix. When CodeQL finds a vulnerability, Copilot Autofix suggests the fix inline. Not just flags it — shows you the code change and explains why. Three times faster than manual remediation on average. Twelve times faster for SQL injection. It's a PR suggestion you accept, edit, or reject. You stay in control. And the newest piece — code-to-cloud risk visibility with Microsoft Defender for Cloud, now GA. GHAS now supports runtime context filters. You can filter alerts by deployment status and runtime risk — internet-exposed, sensitive-data access. So instead of triaging every CodeQL alert, you focus on the ones that are actually deployed and reachable from the internet.",
"The data is not encouraging in the abstract. CVEs are up. Supply chain attacks are up. The TeamPCP campaigns are still active — the TanStack attack is days old and the blast radius is still expanding. But the tooling is real. Dependency scanning in your agent before you commit is a structural shift. Moving security into the moment of writing, not the moment of review — that's where it has to go.",
"We are handling vulnerabilities at a scale we have not seen before, which increases pressure on maintainers and security teams, especially when reports are low-quality or difficult to validate. Tooling has improved meaningfully, but the strongest path forward is still making good security practice practical and accessible through clear reporting, consistent review, strong secret hygiene, and workflows that account for supply chain risk from the start.",
"Three things to do before you leave this room. One: pin your GitHub Actions to commit SHAs, not tags. Two: enable secret scanning and dependency scanning in your MCP server or IDE so your agent catches issues before they commit. Three: if you're on GHAS, turn on Copilot Autofix and the Defender for Cloud runtime filters. Focus on what's actually deployed.",
"If you're maintaining open source packages — enable push protection. The attacks we talked about today went through maintainer accounts. Your package is infrastructure. Treat it that way. Big thanks to Serena Conticello — her Advisory Database research is the backbone of what we just walked through. I'm around after. Come find me."
]
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background: rgba(95,237,131,0.08);
border: 1px solid rgba(95,237,131,0.28);
}
.card-warn {
background: rgba(254,76,37,0.08);
border: 1px solid rgba(254,76,37,0.28);
}
/* Better list styling */
ul.clean-list {
list-style: none;
padding: 0;
margin: 0;
display: flex;
flex-direction: column;
gap: 20px;
}
ul.clean-list li {
padding-left: 28px;
position: relative;
}
ul.clean-list li::before {
content: '';
position: absolute;
left: 0;
top: 50%;
transform: translateY(-50%);
width: 6px;
height: 6px;
border-radius: 50%;
background: currentColor;
opacity: 0.6;
}
</style>
</head>
<body>
<deck-stage width="1920" height="1080" no-rail>
<!-- ============================================================
01 — TITLE
============================================================ -->
<section data-label="01 Title" style="background:#050706">
<div class="bg-radial-blue" style="opacity:0.55"></div>
<div class="bg-grain green" style="opacity:0.35;"></div>
<div class="frame" style="justify-content:space-between; padding-top:60px">
<header class="chrome">
<div class="brand"><svg width="22" height="22" style="color:#fff"><use href="#i-github"/></svg><span>GitHub</span></div>
<div class="track">May 21, 2026</div>
</header>
<div style="margin-top:auto; max-width:1500px;">
<div class="eyebrow" style="color:var(--threat-accent); margin-bottom:36px">Ekoparty · Miami · May 21, 2026</div>
<h1 class="t-hero">
Code security<br>
in the <span style="color:var(--threat-accent)">AI era</span>.
</h1>
</div>
<div style="margin-top:96px; max-width:1500px;">
<div>
<div class="t-medium" style="font-size:36px; font-weight:700; font-stretch:115%; letter-spacing:-0.02em;">Rodolfo Sarmiento</div>
<div class="t-small" style="font-size:22px; margin-top:12px; letter-spacing:-0.003em;">Senior Customer Success Architect · GitHub</div>
</div>
</div>
</div>
</section>
<!-- ============================================================
02 — HOOK
============================================================ -->
<section data-label="02 Hook">
<div class="bg-grain dark"></div>
<div class="frame" style="justify-content:center;">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div></header>
<div style="max-width:1620px; align-self:center;">
<div class="eyebrow" style="color:#7B8C9B; margin-bottom:48px">A question for the room</div>
<p style="font-family:var(--font-display); font-weight:300; font-stretch:125%; font-size:88px; line-height:1.05; letter-spacing:-0.025em; color:#fff;">
How many of you used AI<br>
to write code <em style="font-style:normal; color:var(--threat-accent)">this week?</em>
</p>
<p style="font-family:var(--font-display); font-weight:700; font-stretch:125%; font-size:64px; line-height:1.1; letter-spacing:-0.025em; color:#fff; margin-top:80px; max-width:1500px;">
Keep your hand up if you reviewed it as carefully as code you wrote yourself.
</p>
</div>
</div>
<div class="footer"><span>01 / 21</span><span>EKO · MIA</span></div>
</section>
<!-- ============================================================
03 — WHO WE ARE
============================================================ -->
<section data-label="03 Who we are">
<div class="bg-grain dark"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div></header>
<div style="margin-top:auto;">
<div class="eyebrow" style="color:#7B8C9B; margin-bottom:32px">Who I am</div>
<div style="max-width:1500px;">
<div style="height:8px; width:84px; background:var(--gh-orange-3); margin-bottom:40px; border-radius:2px;"></div>
<div class="t-large" style="font-size:84px; letter-spacing:-0.03em;">Rodolfo</div>
<div class="t-body" style="font-size:28px; margin-top:28px; color:#B0BAC3; max-width:1100px; line-height:1.6;">
Senior Customer Success Architect at GitHub. I sit with engineering teams every day — what they're shipping, how fast, what they skip.
</div>
</div>
<div class="t-body" style="font-size:28px; margin-top:80px; color:#7B8C9B; max-width:1500px; line-height:1.6;">
What I see inside teams. What the GitHub Advisory Database sees across the ecosystem. Both shape what we'll cover today — with research from <span style="color:#B0BAC3;">Serena Conticello</span>, who couldn't make it in person.
</div>
</div>
</div>
<div class="footer"><span>02 / 21</span><span>EKO · MIA</span></div>
</section>
<!-- ============================================================
05 — THE VIBE CODER
============================================================ -->
<section data-label="04 The vibe coder">
<div class="bg-grain dark"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div></header>
<div style="margin-top:96px;">
<div class="eyebrow" style="color:#7B8C9B; margin-bottom:28px">A new category of developer</div>
<h2 class="t-large" style="font-size:128px; font-style:italic; font-weight:300; color:#fff; line-height:1.05; letter-spacing:-0.03em;">"vibe coder"</h2>
<div class="t-subtitle" style="font-size:32px; max-width:1500px; margin-top:52px; color:#B0BAC3; line-height:1.5;">
Building things they genuinely couldn't build before. A junior dev moving faster than their experience. A PM or founder describing what they want and getting working code back.
</div>
</div>
<div style="display:grid; grid-template-columns:repeat(3, 1fr); gap:36px; margin-top:auto;">
<div style="padding:40px; background:rgba(95,237,131,0.06); border:1px solid rgba(95,237,131,0.2); border-radius:14px;">
<div class="mono" style="color:var(--tool-accent); font-size:16px; letter-spacing:0.1em; text-transform:uppercase; margin-bottom:20px; font-weight:600;">Passes lint</div>
<div class="t-body" style="font-size:26px; color:#B0BAC3; line-height:1.5;">The code looks clean.</div>
</div>
<div style="padding:40px; background:rgba(95,237,131,0.06); border:1px solid rgba(95,237,131,0.2); border-radius:14px;">
<div class="mono" style="color:var(--tool-accent); font-size:16px; letter-spacing:0.1em; text-transform:uppercase; margin-bottom:20px; font-weight:600;">Passes tests</div>
<div class="t-body" style="font-size:26px; color:#B0BAC3; line-height:1.5;">It works on the happy path.</div>
</div>
<div style="padding:40px; background:rgba(254,76,37,0.08); border:1px solid rgba(254,76,37,0.28); border-radius:14px;">
<div class="mono" style="color:var(--threat-accent-2); font-size:16px; letter-spacing:0.1em; text-transform:uppercase; margin-bottom:20px; font-weight:600;">Follows patterns</div>
<div class="t-body" style="font-size:26px; color:#B0BAC3; line-height:1.5;">…from millions of repos. Including the vulnerable ones.</div>
</div>
</div>
</div>
<div class="footer"><span>03 / 21</span><span>EKO · MIA</span></div>
</section>
<!-- ============================================================
07 — 4x CVE GROWTH (big number)
============================================================ -->
<section data-label="05 4x CVE growth">
<div class="bg-grain dark"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div></header>
<div style="margin-top:120px;">
<div class="eyebrow" style="color:var(--threat-accent); margin-bottom:32px">GitHub Advisory Database · CVE submissions</div>
<div style="display:flex; align-items:baseline; gap:36px;">
<div style="font-family:var(--font-display); font-weight:900; font-stretch:125%; font-size:520px; line-height:0.85; letter-spacing:-0.05em; color:#fff;">4<span style="color:var(--threat-accent)">×</span></div>
<div style="font-family:var(--font-display); font-weight:300; font-stretch:125%; font-size:120px; line-height:1; color:#B0BAC3; padding-bottom:24px;">year<br>over<br>year</div>
</div>
</div>
<div style="margin-top:auto; max-width:1500px;">
<p class="t-subtitle" style="font-size:36px; color:#B0BAC3;">
Not because researchers got better at finding bugs. <span style="color:#fff;">The attack surface is expanding faster than the defenses.</span>
</p>
</div>
</div>
<div class="footer"><span>04 / 21</span><span>EKO · MIA</span></div>
</section>
<!-- ============================================================
08 — PLACEHOLDER (Serena, Advisory DB data)
============================================================ -->
<!-- <section data-label="06 Placeholder Advisory DB">
<div class="bg-grain dark"></div>
<div class="frame" style="justify-content:center;">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track" style="color:#F4A876">Placeholder · Serena</div></header>
<div style="max-width:1500px; align-self:center; width:100%;">
<div class="placeholder-card">
<div class="ph-label">Placeholder · Advisory DB data</div>
<div class="eyebrow" style="color:#F4A876; margin-bottom:24px">For Serena to fill in</div>
<h2 class="t-medium" style="font-size:52px; color:#fff;">Vulnerability category trends from the Advisory Database</h2>
<p class="t-body" style="font-size:28px; margin-top:28px; color:#B0BAC3;">
Specific data points or category trends you want to highlight from your research. Could be: top vulnerability classes year-over-year, ecosystem breakdown (npm vs pip vs Maven), severity distribution, time-to-patch trends.
</p>
<div class="mono" style="margin-top:36px; color:#F4A876; font-size:18px; letter-spacing:0.08em; text-transform:uppercase;">
TODO before Ekoparty
</div>
</div>
</div>
</div>
<div class="footer"><span>05 / 21</span><span>EKO · MIA</span></div>
</section> -->
<section data-label="06 Advisory DB">
<div class="bg-grain dark"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track">Advisory DB Data</div></header>
<div style="margin-top:96px;">
<div class="eyebrow" style="color:#7B8C9B; margin-bottom:36px">Advisory DB Data</div>
<h2 class="t-large" style="font-size:88px; max-width:1500px; line-height:1.08; letter-spacing:-0.03em;">Vunerability Trends</h2>
</div>
<div style="display:grid; grid-template-columns:1fr 1fr; gap:48px; margin-top:auto; margin-bottom:32px;">
<div style="padding:44px; background:rgba(254,200,76,0.06); border:1px solid rgba(254,200,76,0.35)); border-radius:16px;">
<div class="mono" style="color:var(--threat-accent-2); font-size:14px; letter-spacing:0.1em; text-transform:uppercase; margin-bottom:28px; font-weight:600;">CVE</div>
<div style="width: 100%; margin: 0 auto;">
<!-- The image style makes it responsive to that container -->
<img src="img0.png"
alt="Description of image"
style="width: 100%; max-width: 100%; height: auto; display: block;">
</div>
<!-- <ul style="list-style:none; padding:0; margin:0; display:flex; flex-direction:column; gap:20px;">
<li class="t-body" style="font-size:28px; color:#fff; padding-left:28px; position:relative; line-height:1.5;"><span style="position:absolute; left:0; color:var(--threat-accent-2); font-weight:bold;">•</span>GitHub had a 35% increase from 2024 to 2025 in CVE Publication</li>
<li class="t-body" style="font-size:28px; color:#fff; padding-left:28px; position:relative; line-height:1.5;"><span style="position:absolute; left:0; color:var(--threat-accent-2); font-weight:bold;">•</span>Supply chain attacks are up.</li>
<li class="t-body" style="font-size:28px; color:#fff; padding-left:28px; position:relative; line-height:1.5;"><span style="position:absolute; left:0; color:var(--threat-accent-2); font-weight:bold;">•</span>TeamPCP campaigns are still active. The TanStack blast radius is still expanding.</li>
</ul> -->
</div>
<div style="padding:44px; background:rgba(254,200,76,0.06); border:1px solid rgba(254,200,76,0.35)); border-radius:16px;">
<div class="mono" style="color:var(--tool-accent); font-size:14px; letter-spacing:0.1em; text-transform:uppercase; margin-bottom:28px; font-weight:600;">Malware</div>
<div style="width: 100%; margin: 0 auto;">
<!-- The image style makes it responsive to that container -->
<img src="img1.png"
alt="Description of image"
style="width: 100%; max-width: 100%; height: auto; display: block;">
</div>
</div>
</div>
</div>
<div class="footer"><span>05 / 21</span><span>EKO · MIA</span></div>
</section>
<!-- ============================================================
10 — tj-actions (early 2025)
============================================================ -->
<section data-label="07 tj-actions">
<div class="bg-radial-blue"></div>
<div class="bg-grain blue" style="opacity:0.4;"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track threat">Threat landscape · 01</div></header>
<div style="display:grid; grid-template-columns:1.3fr 1fr; gap:80px; margin-top:120px; align-items:start;">
<div>
<div class="badge threat" style="margin-bottom:40px;">Early 2025 · Warning shot</div>
<h2 class="t-large" style="font-size:100px; letter-spacing:-0.03em; line-height:1.08;"><span class="mono">tj-actions/<wbr>changed-files</span></h2>
<p class="t-subtitle" style="font-size:32px; margin-top:44px; color:#9EECFF; max-width:780px; line-height:1.5;">
A single GitHub Action thousands of CI pipelines already trusted. The attacker didn't need your repo — just the tag you were already pulling at runtime.
</p>
</div>
<div style="padding-top:24px;">
<div style="font-family:var(--font-display); font-weight:900; font-stretch:125%; font-size:260px; line-height:0.85; letter-spacing:-0.04em; color:#fff;">23k<span style="color:var(--threat-accent-2)">+</span></div>
<div class="t-body" style="font-size:26px; margin-top:24px; color:#9EECFF; max-width:520px;">Repositories compromised through one mutable tag reference.</div>
</div>
</div>
</div>
<div class="footer" style="color:rgba(158,236,255,0.45)"><span>06 / 21</span><span>THREAT</span></div>
</section>
<!-- ============================================================
12 — WALL OF ATTACKS (3-up)
============================================================ -->
<section data-label="08 Wall of attacks">
<div class="bg-radial-blue"></div>
<div class="bg-grain blue" style="opacity:0.35;"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track threat">Threat landscape · 03</div></header>
<div style="margin-top:64px;">
<div class="eyebrow" style="color:var(--threat-accent); margin-bottom:28px">March 2026 · five attacks in twelve days</div>
<h2 class="t-medium" style="font-size:56px; letter-spacing:-0.02em; line-height:1.15;">Trust was the delivery mechanism.</h2>
</div>
<div style="display:grid; grid-template-columns:repeat(3, 1fr); gap:36px; margin-top:auto; margin-bottom:24px;">
<!-- Trivy -->
<div style="padding:44px; background:rgba(48,148,255,0.1); border:1px solid rgba(48,148,255,0.3); border-radius:16px; display:flex; flex-direction:column; gap:24px;">
<div class="mono" style="color:var(--threat-accent); font-size:16px; letter-spacing:0.1em; text-transform:uppercase; font-weight:600;">April 2026</div>
<div style="font-family:var(--font-display); font-weight:700; font-stretch:125%; font-size:68px; line-height:1.05; color:#fff; letter-spacing:-0.03em;">Trivy</div>
<div class="t-small" style="font-size:24px; color:#9EECFF; line-height:1.5;">A vulnerability scanner. Your tool became the vector.</div>
<div style="margin-top:auto; display:flex; justify-content:space-between; align-items:baseline; padding-top:24px; border-top:1px solid rgba(48,148,255,0.25);">
<div>
<div style="font-family:var(--font-display); font-weight:800; font-stretch:125%; font-size:56px; line-height:1; color:#fff; letter-spacing:-0.03em;">100k</div>
<div class="t-small" style="font-size:18px; color:#7B8C9B; margin-top:6px;">users</div>
</div>
<div class="mono" style="font-size:14px; color:var(--threat-accent-2); text-align:right; font-weight:600; letter-spacing:0.08em;">TeamPCP</div>
</div>
</div>
<!-- Axios -->
<div style="padding:44px; background:rgba(48,148,255,0.1); border:1px solid rgba(48,148,255,0.3); border-radius:16px; display:flex; flex-direction:column; gap:24px;">
<div class="mono" style="color:var(--threat-accent); font-size:16px; letter-spacing:0.1em; text-transform:uppercase; font-weight:600;">April 2026</div>
<div style="font-family:var(--font-display); font-weight:700; font-stretch:125%; font-size:68px; line-height:1.05; color:#fff; letter-spacing:-0.03em;">Axios</div>
<div class="t-small" style="font-size:24px; color:#9EECFF; line-height:1.5;">Maintainer's npm account. Hours live was enough.</div>
<div style="margin-top:auto; display:flex; justify-content:space-between; align-items:baseline; padding-top:24px; border-top:1px solid rgba(48,148,255,0.25);">
<div>
<div style="font-family:var(--font-display); font-weight:800; font-stretch:125%; font-size:56px; line-height:1; color:#fff; letter-spacing:-0.03em;">100M<span style="font-size:32px;">/wk</span></div>
<div class="t-small" style="font-size:18px; color:#7B8C9B; margin-top:6px;">downloads</div>
</div>
<div class="mono" style="font-size:14px; color:var(--threat-accent-2); text-align:right; font-weight:600; letter-spacing:0.08em;">UNC1069</div>
</div>
</div>
<!-- TanStack / Mini Shai-Hulud -->
<div style="padding:44px; background:rgba(48,148,255,0.1); border:1px solid rgba(48,148,255,0.3); border-radius:16px; display:flex; flex-direction:column; gap:24px;">
<div class="mono" style="color:var(--threat-accent); font-size:16px; letter-spacing:0.1em; text-transform:uppercase; font-weight:600;">May 2026 · Last week</div>
<div style="font-family:var(--font-display); font-weight:700; font-stretch:125%; font-size:68px; line-height:1.05; color:#fff; letter-spacing:-0.03em;">TanStack</div>
<div class="t-small" style="font-size:24px; color:#9EECFF; line-height:1.5;">"Mini Shai-Hulud" — self-propagating, with a kill switch.</div>
<div style="margin-top:auto; display:flex; justify-content:space-between; align-items:baseline; padding-top:24px; border-top:1px solid rgba(48,148,255,0.25);">
<div>
<div style="font-family:var(--font-display); font-weight:800; font-stretch:125%; font-size:56px; line-height:1; color:#fff; letter-spacing:-0.03em;">84<span style="font-size:32px; color:#9EECFF;">/6min</span></div>
<div class="t-small" style="font-size:18px; color:#7B8C9B; margin-top:6px;">malicious versions</div>
</div>
<div class="mono" style="font-size:14px; color:var(--threat-accent-2); text-align:right; font-weight:600; letter-spacing:0.08em;">TeamPCP</div>
</div>
</div>
</div>
</div>
<div class="footer" style="color:rgba(158,236,255,0.45)"><span>07 / 21</span><span>THREAT</span></div>
</section>
<!-- ============================================================
14 — QUOTE: scanner became vector
============================================================ -->
<section data-label="09 Quote scanner became vector">
<div class="bg-radial-blue"></div>
<div class="frame" style="justify-content:center; padding-left:160px; padding-right:160px;">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track threat">Quote</div></header>
<div style="max-width:1600px; align-self:center;">
<div style="font-family:Georgia, serif; font-size:200px; line-height:0.4; color:var(--threat-accent-2); opacity:0.4; margin-bottom:24px;">"</div>
<blockquote style="font-family:var(--font-display); font-weight:700; font-stretch:125%; font-size:88px; line-height:1.08; letter-spacing:-0.03em; color:#fff;">
Your <span style="color:var(--threat-accent-2)">security tool</span> became the <span style="color:var(--threat-accent-2)">attack vector.</span>
</blockquote>
</div>
</div>
<div class="footer" style="color:rgba(158,236,255,0.45)"><span>08 / 21</span><span>THREAT</span></div>
</section>
<!-- ============================================================
15 — PLACEHOLDER (TeamPCP)
============================================================ -->
<!-- <section data-label="10 Placeholder TeamPCP">
<div class="bg-radial-blue"></div>
<div class="bg-grain blue" style="opacity:0.3;"></div>
<div class="frame" style="justify-content:center;">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track" style="color:#F4A876">Placeholder · Serena</div></header>
<div style="max-width:1500px; align-self:center; width:100%;">
<div class="placeholder-card">
<h2 class="t-medium" style="font-size:52px; color:#fff;">Inside TeamPCP & the Trivy Incident</h2>
</br>
<ul style="list-style:none; padding:0; margin:0; display:flex; flex-direction:column; gap:20px;">
<li class="t-body" style="font-size:28px; color:#fff; padding-left:28px; position:relative; line-height:1.5;"><span style="position:absolute; left:0; color:var(--threat-accent-2); font-weight:bold;">•</span>TeamPCP first tracked in late 2025</li>
<li class="t-body" style="font-size:28px; color:#fff; padding-left:28px; position:relative; line-height:1.5;"><span style="position:absolute; left:0; color:var(--threat-accent-2); font-weight:bold;">•</span>In March 2026, the actor compromised Trivy release paths</li>
<li class="t-body" style="font-size:28px; color:#fff; padding-left:28px; position:relative; line-height:1.5;"><span style="position:absolute; left:0; color:var(--threat-accent-2); font-weight:bold;">•</span>Malicious code was pushed into trusted artifacts and GitHub Actions</li>
</ul>
</div>
</div>
</div>
<div class="footer" style="color:rgba(158,236,255,0.45)"><span>09 / 21</span><span>THREAT</span></div>
</section> -->
<!-- ============================================================
16 — AXIOS DETAIL
============================================================ -->
<section data-label="11 Axios">
<div class="bg-radial-blue"></div>
<div class="bg-grain blue" style="opacity:0.35;"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track threat">Axios</div></header>
<div style="display:grid; grid-template-columns:1fr 1fr; gap:80px; margin-top:auto; align-items:end;">
<div>
<div class="badge threat" style="margin-bottom:36px;">April 2026 · UNC1069</div>
<h2 class="t-large" style="font-size:92px; letter-spacing:-0.03em; margin-bottom:36px;">Axios</h2>
<p class="t-subtitle" style="font-size:30px; color:#9EECFF; max-width:680px; line-height:1.5;">
A JavaScript HTTP library running in 80% of cloud and code environments.
</p>
<p class="t-body" style="font-size:26px; margin-top:36px; color:#B0BAC3; max-width:680px; line-height:1.6;">
North Korean threat actor compromised a maintainer's npm account. Malicious versions lived for hours — long enough at 100M weekly downloads. Payload: a backdoor called Waveshaper.v2 across Windows, Linux, and Mac.
</p>
</div>
<div style="display:flex; flex-direction:column; gap:32px;">
<div style="display:flex; align-items:baseline; gap:28px;">
<div style="font-family:var(--font-display); font-weight:900; font-stretch:125%; font-size:200px; line-height:0.88; letter-spacing:-0.04em; color:#fff;">100M</div>
<div class="t-subtitle" style="font-size:32px; color:#9EECFF; line-height:1.4;">downloads<br>/ week</div>
</div>
<div style="display:grid; grid-template-columns:repeat(3, 1fr); gap:20px; margin-top:12px;">
<div style="padding:28px; background:rgba(48,148,255,0.1); border:1px solid rgba(48,148,255,0.28); border-radius:12px; text-align:center;">
<div class="mono" style="color:var(--threat-accent); font-size:14px; letter-spacing:0.1em; text-transform:uppercase; margin-bottom:12px; font-weight:600;">Windows</div>
<div class="t-small" style="font-size:20px; color:#fff; font-weight:500;">backdoor</div>
</div>
<div style="padding:28px; background:rgba(48,148,255,0.1); border:1px solid rgba(48,148,255,0.28); border-radius:12px; text-align:center;">
<div class="mono" style="color:var(--threat-accent); font-size:14px; letter-spacing:0.1em; text-transform:uppercase; margin-bottom:12px; font-weight:600;">Linux</div>
<div class="t-small" style="font-size:20px; color:#fff; font-weight:500;">backdoor</div>
</div>
<div style="padding:28px; background:rgba(48,148,255,0.1); border:1px solid rgba(48,148,255,0.28); border-radius:12px; text-align:center;">
<div class="mono" style="color:var(--threat-accent); font-size:14px; letter-spacing:0.1em; text-transform:uppercase; margin-bottom:12px; font-weight:600;">macOS</div>
<div class="t-small" style="font-size:20px; color:#fff; font-weight:500;">backdoor</div>
</div>
</div>
<div class="mono" style="font-size:16px; color:var(--threat-accent-2); letter-spacing:0.08em; margin-top:8px; font-weight:600;">payload: Waveshaper.v2</div>
</div>
</div>
</div>
<div class="footer" style="color:rgba(158,236,255,0.45)"><span>09 / 21</span><span>THREAT</span></div>
</section>
<!-- ============================================================
17 — TANSTACK / Mini Shai-Hulud
============================================================ -->
<section data-label="12 TanStack 84 in 6 minutes">
<div class="bg-radial-blue"></div>
<div class="bg-grain blue" style="opacity:0.35;"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track threat">Mini Shai-Hulud · TanStack</div></header>
<div style="margin-top:80px;">
<div class="badge threat" style="margin-bottom:28px;">Last week · TeamPCP</div>
<h2 class="t-large" style="font-size:88px; letter-spacing:-0.03em; line-height:1.1;">Mini Shai-Hulud<span style="color:#7B8C9B; font-weight:300;"> · TanStack, UiPath, MistralAI</span></h2>
</div>
<div style="display:grid; grid-template-columns:1.2fr 1fr; gap:72px; margin-top:64px; margin-bottom:auto;">
<div>
<div class="mono" style="font-size:16px; letter-spacing:0.1em; text-transform:uppercase; color:var(--threat-accent); margin-bottom:28px; font-weight:600;">19:20 → 19:26 UTC · Monday</div>
<div style="display:flex; align-items:baseline; gap:36px;">
<div style="font-family:var(--font-display); font-weight:900; font-stretch:125%; font-size:320px; line-height:0.83; letter-spacing:-0.04em; color:#fff;">84</div>
<div>
<div style="font-family:var(--font-display); font-weight:700; font-stretch:125%; font-size:60px; line-height:1.1; color:#fff; letter-spacing:-0.02em;">malicious<br>versions</div>
<div class="t-subtitle" style="font-size:30px; margin-top:24px; color:var(--threat-accent-2); line-height:1.5;">across 42 TanStack packages</div>
</div>
</div>
<div class="mono" style="margin-top:40px; font-size:22px; color:var(--threat-accent); font-weight:600;">= 14 versions / minute</div>
</div>
<div style="display:flex; flex-direction:column; gap:24px; padding-top:24px;">
<div style="padding:28px; background:rgba(0,0,0,0.3); border:1px solid rgba(48,148,255,0.2); border-radius:12px;">
<div class="mono" style="color:var(--threat-accent); font-size:16px; letter-spacing:0.08em; text-transform:uppercase; margin-bottom:12px;">React Router</div>
<div style="font-family:var(--font-display); font-weight:800; font-stretch:125%; font-size:64px; line-height:1; color:#fff;">12M</div>
<div class="t-small" style="font-size:20px; margin-top:8px;">weekly downloads</div>
</div>
<div style="padding:28px; background:rgba(0,0,0,0.3); border:1px solid rgba(48,148,255,0.2); border-radius:12px;">
<div class="mono" style="color:var(--threat-accent); font-size:16px; letter-spacing:0.08em; text-transform:uppercase; margin-bottom:12px;">query-core</div>
<div style="font-family:var(--font-display); font-weight:800; font-stretch:125%; font-size:64px; line-height:1; color:#fff;">220M</div>
<div class="t-small" style="font-size:20px; margin-top:8px;">monthly downloads</div>
</div>
</div>
</div>
</div>
<div class="footer" style="color:rgba(158,236,255,0.45)"><span>10 / 21</span><span>THREAT</span></div>
</section>
<!-- ============================================================
18 — DEAD-MAN'S SWITCH
============================================================ -->
<section data-label="13 Dead mans switch">
<div class="bg-radial-blue"></div>
<div class="bg-grain blue" style="opacity:0.3;"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track threat">The payload</div></header>
<div style="margin-top:120px;">
<div class="eyebrow" style="color:var(--threat-accent-2); margin-bottom:32px">How the TanStack payload behaves</div>
<div style="display:flex; flex-direction:column; gap:0;">
<div style="display:grid; grid-template-columns:80px 1fr; align-items:baseline; gap:36px; padding:32px 0; border-top:1px solid rgba(255,255,255,0.1);">
<div class="mono" style="font-size:36px; color:var(--threat-accent); font-weight:700; letter-spacing:0.08em;">01</div>
<div class="t-medium" style="font-size:52px; color:#fff; line-height:1.1; letter-spacing:-0.02em;">Steals your credentials.</div>
</div>
<div style="display:grid; grid-template-columns:80px 1fr; align-items:baseline; gap:36px; padding:32px 0; border-top:1px solid rgba(255,255,255,0.1);">
<div class="mono" style="font-size:36px; color:var(--threat-accent); font-weight:700; letter-spacing:0.08em;">02</div>
<div class="t-medium" style="font-size:52px; color:#fff; line-height:1.1; letter-spacing:-0.02em;">Self-propagates to other packages you maintain.</div>
</div>
<div style="display:grid; grid-template-columns:80px 1fr; align-items:baseline; gap:36px; padding:32px 0; border-top:1px solid rgba(254,76,37,0.4); border-bottom:1px solid rgba(254,76,37,0.4); background:rgba(254,76,37,0.04);">
<div class="mono" style="font-size:32px; color:var(--threat-accent-2);">03</div>
<div>
<div class="t-medium" style="font-size:48px; color:#fff;">If you rotate the stolen tokens — <span style="color:var(--threat-accent-2)">it runs <span class="mono">rm -rf ~/</span></span></div>
<div class="t-body" style="font-size:24px; margin-top:12px; color:#9EECFF;">Dead-man's switch. Wipes your home directory.</div>
</div>
</div>
</div>
</div>
<div style="margin-top:auto;">
<p style="font-family:var(--font-display); font-weight:700; font-stretch:125%; font-size:60px; line-height:1.05; color:#fff;">
Rotating your credentials <span style="color:var(--threat-accent-2)">triggers the bomb.</span>
</p>
</div>
</div>
<div class="footer" style="color:rgba(158,236,255,0.45)"><span>11 / 21</span><span>THREAT</span></div>
</section>
<!-- ============================================================
20 — THREAT MODEL (closing)
============================================================ -->
<section data-label="14 Threat model close">
<div class="bg-radial-blue"></div>
<div class="bg-grain blue" style="opacity:0.4;"></div>
<div class="frame" style="justify-content:center;">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track threat">The threat model</div></header>
<div style="max-width:1620px; align-self:flex-start;">
<div class="eyebrow" style="color:var(--threat-accent); margin-bottom:36px">The whole threat model, in one sentence</div>
<p class="t-hero" style="font-size:118px;">
You're not just<br>
responsible for the code<br>
<span style="color:var(--threat-accent-2)">you write.</span>
</p>
<p class="t-hero" style="font-size:118px; margin-top:24px; opacity:0.9;">
You're responsible for the code<br>
<span style="color:var(--threat-accent)">you trust.</span>
</p>
</div>
</div>
<div class="footer" style="color:rgba(158,236,255,0.45)"><span>12 / 21</span><span>THREAT</span></div>
</section>
<!-- ============================================================
21 — TOOLING PIVOT (switch palette to green)
============================================================ -->
<section data-label="15 Tooling pivot">
<div class="bg-radial-green"></div>
<div class="bg-grain green" style="opacity:0.45;"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track tool">What you can do</div></header>
<div style="margin-top:auto; max-width:1620px;">
<div class="eyebrow" style="color:var(--tool-accent); margin-bottom:40px">So what do you actually do?</div>
<h2 class="t-hero" style="font-size:144px; line-height:0.98; letter-spacing:-0.035em;">
Move security<br>
<span style="color:var(--tool-accent)">to the moment of writing.</span>
</h2>
<p class="t-subtitle" style="font-size:40px; margin-top:60px; color:#8CF2A9; max-width:1400px; line-height:1.5;">
Not the moment of review. Not the moment of CI. The moment the code is typed.
</p>
</div>
</div>
<div class="footer" style="color:rgba(140,242,169,0.45)"><span>13 / 21</span><span>TOOLING</span></div>
</section>
<!-- ============================================================
22 — PIN ACTIONS TO COMMIT SHA (code snippet)
============================================================ -->
<section data-label="16 Pin to commit SHA">
<div class="bg-radial-green"></div>
<div class="bg-grain green" style="opacity:0.3;"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track tool">Today · GitHub Actions</div></header>
<div style="margin-top:80px;">
<div class="badge tool" style="margin-bottom:32px;">Do this today · 2026 roadmap will automate it</div>
<h2 class="t-large" style="font-size:84px; letter-spacing:-0.03em;">Pin actions to a commit SHA.</h2>
<p class="t-subtitle" style="font-size:32px; margin-top:28px; color:#8CF2A9; max-width:1400px; line-height:1.5;">
Mutable tags are the root cause of tj-actions. The roadmap locks every action — direct & transitive — like a <span class="mono" style="color:var(--tool-accent);">go.sum</span> for CI, plus runner-level egress firewall and org-wide execution policies.
</p>
</div>
<div style="margin-top:auto; display:grid; grid-template-columns:1fr 1fr; gap:32px;">
<div>
<div class="mono" style="font-size:18px; letter-spacing:0.1em; text-transform:uppercase; color:var(--threat-accent-2); margin-bottom:16px;">Don't</div>
<div class="codeblock" style="border-color:rgba(254,76,37,0.3);">
<span style="color:#9EECFF;">- uses:</span> <span class="c-bad">actions/checkout@v4</span>
</div>
</div>
<div>
<div class="mono" style="font-size:18px; letter-spacing:0.1em; text-transform:uppercase; color:var(--tool-accent); margin-bottom:16px;">Do</div>
<div class="codeblock" style="border-color:rgba(95,237,131,0.3);">
<span style="color:#9EECFF;">- uses:</span> <span class="c-good">actions/checkout@<wbr>11bd71901bbe5b1630ceea73d27597364c9af683</span>
</div>
</div>
</div>
</div>
<div class="footer" style="color:rgba(140,242,169,0.45)"><span>14 / 21</span><span>TOOLING</span></div>
</section>
<!-- ============================================================
24 — PLACEHOLDER (Serena roadmap take)
============================================================ -->
<!-- <section data-label="17 Placeholder roadmap take">
<div class="bg-radial-green"></div>
<div class="frame" style="justify-content:center;">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track" style="color:#F4A876">Placeholder · Serena</div></header>
<div style="max-width:1500px; align-self:center; width:100%;">
<div class="placeholder-card">
<div class="ph-label">Placeholder · Roadmap perspective</div>
<div class="eyebrow" style="color:#F4A876; margin-bottom:24px">For Serena to fill in</div>
<h2 class="t-medium" style="font-size:52px; color:#fff;">Researcher's view on the Actions roadmap</h2>
<p class="t-body" style="font-size:28px; margin-top:28px; color:#B0BAC3;">
Your research perspective. Where are the gaps? What would you prioritize differently? What's missing from a Security Lab vantage point? What attack patterns won't this catch?
</p>
<div class="mono" style="margin-top:36px; color:#F4A876; font-size:18px; letter-spacing:0.08em; text-transform:uppercase;">
TODO before Ekoparty
</div>
</div>
</div>
</div>
<div class="footer" style="color:rgba(140,242,169,0.45)"><span>16 / 24</span><span>TOOLING</span></div>
</section> -->
<!-- ============================================================
25 — AVAILABLE TODAY (Dependabot, CodeQL, Secret scanning)
============================================================ -->
<section data-label="18 Available today three up">
<div class="bg-radial-green"></div>
<div class="bg-grain green" style="opacity:0.3;"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track tool">Available today</div></header>
<div style="margin-top:80px;">
<div class="badge tool" style="margin-bottom:32px;">Today · In your repo</div>
<h2 class="t-large" style="font-size:84px; letter-spacing:-0.03em;">Three to enable now.</h2>
<p class="t-subtitle" style="font-size:30px; margin-top:24px; color:#8CF2A9; line-height:1.5;">Free for open source. On GHAS for private repos.</p>
</div>
<div style="display:grid; grid-template-columns:repeat(3, 1fr); gap:36px; margin-top:auto; margin-bottom:32px;">
<div style="padding:44px; background:rgba(95,237,131,0.08); border:1px solid rgba(95,237,131,0.3); border-radius:16px; display:flex; flex-direction:column;">
<div style="width:68px; height:68px; border-radius:16px; background:rgba(95,237,131,0.15); display:flex; align-items:center; justify-content:center; color:var(--tool-accent); margin-bottom:32px;">
<svg width="36" height="36"><use href="#i-bug"/></svg>
</div>
<h3 style="font-family:var(--font-display); font-weight:700; font-stretch:125%; font-size:52px; line-height:1.1; color:#fff; margin-bottom:16px; letter-spacing:-0.02em;">Dependabot</h3>
<div class="mono" style="color:var(--tool-accent); font-size:14px; letter-spacing:0.1em; text-transform:uppercase; margin-bottom:24px; font-weight:600;">Free · on by default</div>
<div class="t-body" style="font-size:26px; color:#B0BAC3; line-height:1.5;">Watches your dependencies. Opens PRs when known vulnerabilities land.</div>
<div class="t-small" style="font-size:20px; color:var(--threat-accent-2); margin-top:auto; padding-top:28px;">Still off in too many repos.</div>
</div>
<div style="padding:44px; background:rgba(95,237,131,0.08); border:1px solid rgba(95,237,131,0.3); border-radius:16px; display:flex; flex-direction:column;">
<div style="width:68px; height:68px; border-radius:16px; background:rgba(95,237,131,0.15); display:flex; align-items:center; justify-content:center; color:var(--tool-accent); margin-bottom:32px;">
<svg width="36" height="36"><use href="#i-scan"/></svg>
</div>
<h3 style="font-family:var(--font-display); font-weight:700; font-stretch:125%; font-size:52px; line-height:1.1; color:#fff; margin-bottom:16px; letter-spacing:-0.02em;">CodeQL</h3>
<div class="mono" style="color:var(--tool-accent); font-size:14px; letter-spacing:0.1em; text-transform:uppercase; margin-bottom:24px; font-weight:600;">Static analysis · per-PR</div>
<div class="t-body" style="font-size:26px; color:#B0BAC3; line-height:1.5;">SQL injection. Path traversal. XSS. Finds the pattern even when the code looks clean.</div>
<div class="t-small" style="font-size:20px; color:var(--tool-accent); margin-top:auto; padding-top:28px;">Pattern-aware, not surface-clean.</div>
</div>
<div style="padding:44px; background:rgba(95,237,131,0.08); border:1px solid rgba(95,237,131,0.3); border-radius:16px; display:flex; flex-direction:column;">
<div style="width:68px; height:68px; border-radius:16px; background:rgba(95,237,131,0.15); display:flex; align-items:center; justify-content:center; color:var(--tool-accent); margin-bottom:32px;">
<svg width="36" height="36"><use href="#i-lock"/></svg>
</div>
<h3 style="font-family:var(--font-display); font-weight:700; font-stretch:125%; font-size:52px; line-height:1.1; color:#fff; margin-bottom:16px; letter-spacing:-0.02em;">Secret scanning</h3>
<div class="mono" style="color:var(--tool-accent); font-size:14px; letter-spacing:0.1em; text-transform:uppercase; margin-bottom:24px; font-weight:600;">Push protection · default-on</div>
<div class="t-body" style="font-size:26px; color:#B0BAC3; line-height:1.5;">Figma, GCP, Langchain, OpenVSX, PostHog now default-on. Cloudflare just joined as a partner.</div>
<div class="t-small" style="font-size:20px; color:var(--tool-accent); margin-top:auto; padding-top:28px;">A safety net for fast-moving teams.</div>
</div>
</div>
</div>
<div class="footer" style="color:rgba(140,242,169,0.45)"><span>15 / 21</span><span>TOOLING</span></div>
</section>
<!-- ============================================================
26 — MCP SCANNING IN IDE (code snippet)
============================================================ -->
<section data-label="19 MCP scanning in agent">
<div class="bg-radial-green"></div>
<div class="bg-grain green" style="opacity:0.3;"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track tool">GitHub MCP Server · new</div></header>
<div style="display:grid; grid-template-columns:1fr 1.1fr; gap:80px; margin-top:auto; margin-bottom:auto; align-items:center;">
<div>
<div class="badge tool" style="margin-bottom:32px;">Scanning · in your agent</div>
<h2 class="t-large" style="font-size:84px; letter-spacing:-0.03em;">Catch it <span style="color:var(--tool-accent)">before</span> the commit.</h2>
<p class="t-subtitle" style="font-size:32px; margin-top:36px; color:#8CF2A9; max-width:760px; line-height:1.5;">
Secret scanning is GA via the GitHub MCP Server. Dependency scanning is in public preview. Your agent scans while you type — not in CI, after the fact.
</p>
<div style="display:flex; gap:16px; margin-top:32px;">
<div class="badge tool" style="background:rgba(95,237,131,0.06);">VS Code</div>
<div class="badge tool" style="background:rgba(95,237,131,0.06);">Copilot CLI</div>
<div class="badge tool" style="background:rgba(95,237,131,0.06);">Cursor</div>
</div>
</div>
<div style="display:flex; flex-direction:column; gap:24px;">
<div>
<div class="mono" style="font-size:18px; letter-spacing:0.1em; text-transform:uppercase; color:var(--tool-accent); margin-bottom:16px;">Copilot CLI · GA</div>
<div class="codeblock" style="font-size:24px;">
<span style="color:#7B8C9B;">$</span> <span style="color:#fff;">copilot --add-github-mcp-tool</span> <span style="color:var(--tool-accent);">run_secret_scanning</span>
</div>
</div>
<div>
<div class="mono" style="font-size:18px; letter-spacing:0.1em; text-transform:uppercase; color:var(--tool-accent); margin-bottom:16px;">Copilot CLI · preview</div>
<div class="codeblock" style="font-size:24px;">
<span style="color:#7B8C9B;">$</span> <span style="color:#fff;">copilot --add-github-mcp-toolset</span> <span style="color:var(--tool-accent);">dependabot</span>
</div>
</div>
<div>
<div class="mono" style="font-size:18px; letter-spacing:0.1em; text-transform:uppercase; color:var(--tool-accent); margin-bottom:16px;">VS Code Copilot Chat</div>
<div class="codeblock" style="font-size:22px;">
<span class="c-comment">// in chat</span><br>
<span style="color:var(--tool-accent);">/secret-scanning</span> <span style="color:#fff;">scan my current changes for exposed secrets</span>
</div>
</div>
</div>
</div>
</div>
<div class="footer" style="color:rgba(140,242,169,0.45)"><span>16 / 21</span><span>TOOLING</span></div>
</section>
<!-- ============================================================
27 — AUTOFIX + DEFENDER (remediation + prioritization)
============================================================ -->
<section data-label="20 Autofix and Defender">
<div class="bg-radial-green"></div>
<div class="bg-grain green" style="opacity:0.3;"></div>
<div class="frame">
<header class="chrome"><div class="brand"><svg width="22" height="22"><use href="#i-github"/></svg><span>GitHub</span></div><div class="track tool">Remediation & prioritization</div></header>
<div style="margin-top:80px;">
<div class="eyebrow" style="color:var(--tool-accent); margin-bottom:28px">Once you find them, fix the urgent ones first</div>
<h2 class="t-large" style="font-size:84px; letter-spacing:-0.03em;">Fix in the PR. Triage by reality.</h2>
</div>
<div style="display:grid; grid-template-columns:1fr 1fr; gap:40px; margin-top:auto; margin-bottom:32px;">
<div style="padding:44px; background:rgba(95,237,131,0.08); border:1px solid rgba(95,237,131,0.3); border-radius:16px;">
<div style="display:flex; align-items:center; gap:20px; margin-bottom:32px;">
<div style="width:64px; height:64px; border-radius:14px; background:rgba(95,237,131,0.18); display:flex; align-items:center; justify-content:center; color:var(--tool-accent);">
<svg width="32" height="32"><use href="#i-bolt"/></svg>
</div>
<h3 style="font-family:var(--font-display); font-weight:700; font-stretch:125%; font-size:48px; line-height:1.1; color:#fff; letter-spacing:-0.02em;">Copilot Autofix</h3>
</div>
<p class="t-body" style="font-size:26px; color:#B0BAC3; margin-bottom:32px; line-height:1.5;">CodeQL flags a vulnerability. Autofix shows you the fix inline. PR suggestion you accept, edit, or reject.</p>
<div style="display:grid; grid-template-columns:1fr 1fr; gap:24px;">
<div style="padding:24px; background:rgba(0,0,0,0.25); border:1px solid rgba(255,255,255,0.1); border-radius:12px;">
<div style="font-family:var(--font-display); font-weight:800; font-stretch:125%; font-size:60px; line-height:1; color:var(--tool-accent); letter-spacing:-0.03em;">3×</div>
<div class="t-small" style="font-size:18px; margin-top:8px; color:#B0BAC3;">faster remediation</div>
</div>
<div style="padding:24px; background:rgba(0,0,0,0.25); border:1px solid rgba(255,255,255,0.1); border-radius:12px;">
<div style="font-family:var(--font-display); font-weight:800; font-stretch:125%; font-size:60px; line-height:1; color:var(--tool-accent); letter-spacing:-0.03em;">12×</div>
<div class="t-small" style="font-size:18px; margin-top:8px; color:#B0BAC3;">for SQL injection</div>
</div>
</div>
</div>
<div style="padding:44px; background:rgba(48,148,255,0.08); border:1px solid rgba(48,148,255,0.3); border-radius:16px;">
<div style="display:flex; align-items:center; gap:20px; margin-bottom:32px;">
<div style="width:64px; height:64px; border-radius:14px; background:rgba(48,148,255,0.18); display:flex; align-items:center; justify-content:center; color:var(--threat-accent);">
<svg width="32" height="32"><use href="#i-shield"/></svg>
</div>
<h3 style="font-family:var(--font-display); font-weight:700; font-stretch:125%; font-size:44px; line-height:1.2; color:#fff; letter-spacing:-0.02em;">Defender for Cloud<br><span style="font-size:20px; color:#8CF2A9; font-weight:500; letter-spacing:-0.01em;">code-to-cloud · GA</span></h3>
</div>
<p class="t-body" style="font-size:26px; color:#B0BAC3; margin-bottom:28px; line-height:1.5;">Filter CodeQL alerts by what's actually running and reachable.</p>
<div style="display:flex; flex-direction:column; gap:14px;">
<div style="display:flex; align-items:center; gap:14px; padding:16px 20px; background:rgba(254,76,37,0.12); border:1px solid rgba(254,76,37,0.3); border-radius:10px;">
<div style="width:8px; height:8px; border-radius:50%; background:var(--threat-accent-2); box-shadow:0 0 12px var(--threat-accent-2);"></div>
<div class="mono" style="font-size:18px; color:#fff; font-weight:500;">deployed · internet-exposed</div>
<div class="mono" style="font-size:14px; color:var(--threat-accent-2); margin-left:auto; font-weight:600; letter-spacing:0.08em;">FIRE</div>
</div>
<div style="display:flex; align-items:center; gap:14px; padding:16px 20px; background:rgba(254,76,37,0.1); border:1px solid rgba(254,76,37,0.25); border-radius:10px;">
<div style="width:8px; height:8px; border-radius:50%; background:var(--gh-orange-2);"></div>
<div class="mono" style="font-size:18px; color:#fff; font-weight:500;">deployed · sensitive-data access</div>
<div class="mono" style="font-size:14px; color:var(--gh-orange-2); margin-left:auto; font-weight:600; letter-spacing:0.08em;">URGENT</div>
</div>
<div style="display:flex; align-items:center; gap:14px; padding:16px 20px; background:rgba(255,255,255,0.04); border:1px solid rgba(255,255,255,0.1); border-radius:10px; opacity:0.7;">
<div style="width:8px; height:8px; border-radius:50%; background:#7B8C9B;"></div>
<div class="mono" style="font-size:18px; color:#B0BAC3; font-weight:500;">not deployed</div>
<div class="mono" style="font-size:14px; color:#7B8C9B; margin-left:auto; font-weight:600; letter-spacing:0.08em;">BACKLOG</div>
</div>
</div>
</div>
</div>
</div>
<div class="footer" style="color:rgba(140,242,169,0.45)"><span>17 / 21</span><span>TOOLING</span></div>
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