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<script defer data-domain="toppymicros.com" data-auto="false" src="https://plausible.io/js/script.tag"></script>
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</head>
<body>
<a href="#main" class="sr-only">Skip to content</a>
<header>
<nav class="container nav" aria-label="Main">
<a href="/" class="brand" aria-label="Home">
<img src="216722720.png" alt="" class="brand-logo" width="32" height="32" decoding="async" fetchpriority="high">
<span>ToppyMicroServices</span>
</a>
<div class="links">
<a href="#work">Work</a>
<a href="#research">Research</a>
<a href="news.html">News</a>
<a href="#contact">Company</a>
</div>
</nav>
</header>
<main id="main" class="container">
<section class="hero" aria-label="Hero">
<p class="eyebrow">Work-boundary engineering</p>
<h1>Clear boundaries for <span class="no-wrap">AI-operated</span> work.</h1>
<p class="hero-intro">Products, engineering artifacts, and research on approval, constrained tools, and reviewable evidence.</p>
<div class="hero-actions" aria-label="Primary actions">
<a class="btn quiet" href="#work">View selected work</a>
</div>
</section>
<section id="work" aria-label="Public work">
<div class="section-layout">
<div>
<p class="section-kicker">Public work</p>
<h2>Selected work</h2>
<p class="section-intro">Public products, methods, and experiments, labeled by status.</p>
</div>
<div>
<div class="work-list">
<article class="work-item featured">
<h3><span class="work-type">Current focus · Experimental profile</span>Agents Secure Binding</h3>
<p>Verify which Agent sent a request, what it may do, and whether the interaction is fresh and intended.</p>
<a href="agents-secure-binding.html">Explore ASB</a>
</article>
<article class="work-item">
<h3><span class="work-type">Public method · Decision reporting</span>AuditLoop</h3>
<p>Make decision boundaries, evidence, and human intervention points reviewable.</p>
<a href="auditloop.html">View AuditLoop</a>
</article>
<article class="work-item">
<h3><span class="work-type">Product · Output validation</span>YOLOZU</h3>
<p>Evaluate existing vision predictions through a stable predictions interface.</p>
<a href="/yolozu/">View YOLOZU</a>
</article>
<article class="work-item">
<h3><span class="work-type">Product · Narrow tool</span>VSCode PDF Viewer Secure</h3>
<p>An offline-first PDF viewer with restrictive defaults and explicit feature enablement.</p>
<a href="products/vscode-pdfviewer-secure">View PDF Viewer Secure</a>
</article>
</div>
<div class="secondary-links" aria-label="More public work">
<span>More:</span>
<a href="https://github.com/ToppyMicroServices" target="_blank" rel="noopener noreferrer">GitHub</a>
<a href="https://dmarc4all.toppymicros.com" target="_blank" rel="noopener noreferrer">dmarc4all</a>
<a href="education/rfc_quizzes.html">RFC quizzes</a>
</div>
</div>
</div>
</section>
<section id="services" aria-label="Approach">
<div class="section-layout">
<div>
<p class="section-kicker">Approach</p>
<h2>One workflow at a time</h2>
<p class="section-intro">A narrow framework used across the public work.</p>
</div>
<div>
<div class="capability-list">
<article>
<h3>Define decisions</h3>
<p>Approval, escalation, and stop rules.</p>
</article>
<article>
<h3>Design evidence</h3>
<p>Tests, logs, and unresolved risks.</p>
</article>
<article>
<h3>Constrain tools</h3>
<p>File, network, retention, and data boundaries.</p>
</article>
</div>
</div>
</div>
</section>
<section id="research" aria-label="Research">
<div class="section-layout">
<div>
<p class="section-kicker">Research</p>
<h2>Exploratory work</h2>
<p class="section-intro">Research is labeled separately from services and products.</p>
</div>
<div class="research-list">
<article class="research-item">
<h3>Kantian and control-theoretic work</h3>
<p>Uncertainty, overconfidence, and control boundaries.</p>
<div class="research-links">
<a href="Economy_AI_ERA.html">AI economy note</a>
<a href="https://arxiv.org/abs/2510.14925" target="_blank" rel="noopener noreferrer">Paper</a>
</div>
</article>
<article class="research-item">
<h3>Thermo-Credit</h3>
<p>Exploratory economic research on credit dynamics.</p>
<div class="research-links">
<a href="theory.html">Theory note</a>
<a href="https://www.toppymicros.com/2025_11_Thermo_Credit/report.html" target="_blank" rel="noopener noreferrer">Dashboard</a>
</div>
</article>
</div>
</div>
</section>
<section id="contact" aria-label="Company">
<div class="section-layout">
<div>
<p class="section-kicker">Company</p>
<h2>Independent and founder-led</h2>
</div>
<div class="company-copy">
<p>ToppyMicroServices OÜ is an Estonia-based company publishing technical products, engineering artifacts, and exploratory research.</p>
<p class="company-note">Founder and operator: Akira (<a href="https://github.com/thinksyncs" target="_blank" rel="noopener noreferrer">thinksyncs</a>).</p>
</div>
</div>
</section>
</main>
<footer>
<div class="container">
<div class="footer-row">
<img src="216722720.png" alt="" class="footer-logo" width="28" height="28" loading="lazy" decoding="async">
<div>© 2026 ToppyMicroServices OÜ</div>
</div>
<div class="footer-meta">
<span>Legal address: Karamelli tn 2 // Pärnu mnt 139b, 11317 Tallinn, Kesklinna District, Harju County, Estonia</span>
<span>Registry code: 16551297</span>
</div>
<div class="footer-links" aria-label="Legal links">
<a href="contact.html">Contact</a>
<a href="security-policy.html">Security Policy</a>
<a href="privacy-policy.html">Privacy Policy</a>
<a href="terms-legal-notice.html">Terms / Legal Notice</a>
</div>
</div>
</footer>
</body>
</html>