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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>ToppyMicroServices — Independent AI Evaluation and Conservative Internal Tools</title>
<meta name="description" content="ToppyMicroServices helps small product teams design reviewable AI workflows, evaluate model behavior with explicit criteria, and ship conservative internal tools." />
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<link rel="apple-touch-icon" href="/apple-touch-icon.png" sizes="180x180">
<meta property="og:type" content="website" />
<meta property="og:title" content="ToppyMicroServices — Independent AI Evaluation and Conservative Internal Tools" />
<meta property="og:description" content="Independent AI workflow design, model evaluation, and conservative internal tools for small product teams that need reviewable outputs." />
<meta property="og:url" content="https://www.toppymicros.com/" />
<meta property="og:site_name" content="ToppyMicroServices" />
<meta property="og:image" content="https://www.toppymicros.com/og-brand-clean.png" />
<meta name="twitter:card" content="summary_large_image" />
<meta name="twitter:title" content="ToppyMicroServices — Independent AI Evaluation and Conservative Internal Tools" />
<meta name="twitter:description" content="Independent AI workflow design, model evaluation, and conservative internal tools for small product teams that need reviewable outputs." />
<meta name="twitter:image" content="https://www.toppymicros.com/og-brand-clean.png" />
<script type="application/ld+json">
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"description": "Independent AI workflow design, model evaluation, and conservative internal tools for small product teams that need reviewable outputs.",
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"name": "AuditLoop — Vendor-neutral evaluation & reliability layer",
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"description": "Reliability and governance layer for LLM applications with evaluation, reporting, and closed-loop optimization."
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"name": "Thermo-Credit Monitor (QTC) — Open credit dynamics dashboard",
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/* Header */
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display: inline-flex;
align-items: center;
margin-bottom: 12px;
padding: 6px 10px;
border-radius: 999px;
border: 1px solid var(--border);
background: color-mix(in hsl, var(--card) 82%, transparent);
color: var(--accent-3);
font-size: 11px;
font-weight: 700;
letter-spacing: .08em;
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@media (min-width: 700px) { .card { grid-column: span 4; } }
@media (hover:hover) {
.card { transition: transform .18s ease, box-shadow .18s ease, border-color .18s ease; }
.card:hover { transform: translateY(-2px); border-color: var(--accent); box-shadow: 0 12px 36px rgba(0,0,0,.18); }
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ul.clean { list-style: none; padding-left: 0; margin: 0; }
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ul.clean li:last-child { border-bottom: none; }
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font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace;
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padding: 26px;
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padding: 14px 16px;
border-radius: 16px;
border: 1px solid var(--border);
background: color-mix(in hsl, var(--card) 80%, transparent);
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/* Visually hidden, but accessible for screen readers; becomes visible when focused */
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position:absolute;
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height:1px;
padding:0;
margin:-1px;
overflow:hidden;
clip:rect(0,0,0,0);
white-space:nowrap;
border:0;
}
.sr-only:focus{
position:static;
width:auto;
height:auto;
margin:0;
clip:auto;
padding:8px 12px;
border-radius:8px;
background: var(--accent);
color:#0b1221; /* high contrast on accent background */
display:inline-block;
text-decoration:none;
font-weight:600;
}
/* Footer logo */
.footer-row { display:flex; align-items:center; gap:10px; }
.footer-logo { height:28px; width:auto; border-radius:6px; opacity:.95; }
@media (min-width: 860px) {
.hero-grid { grid-template-columns: minmax(0, 1.28fr) minmax(340px, 0.92fr); }
.company-grid { grid-template-columns: repeat(2, minmax(0, 1fr)); }
}
</style>
<script defer data-domain="toppymicros.com" data-auto="false" src="https://plausible.io/js/script.tag"></script>
<script defer src="/assets/global.js"></script>
</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="ToppyMicroServices logo" class="brand-logo" width="28" height="28" decoding="async" fetchpriority="high">
<span>ToppyMicroServices OÜ</span>
</a>
<div class="links">
<a href="#services">Services</a>
<a href="#proof">Proof</a>
<a href="#products">Products</a>
<a href="#research">Research</a>
<a href="#about">Company</a>
<a href="#contact" class="btn">Contact</a>
<a class="gh-link" href="https://github.com/ToppyMicroServices" aria-label="GitHub — ToppyMicroServices (opens in new tab)" title="GitHub — ToppyMicroServices" target="_blank" rel="noopener noreferrer">
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<div class="eyebrow-pill">Independent studio for small product teams</div>
<h1>Independent AI evaluation, reviewable workflows, and conservative internal tools for small product teams</h1>
<p class="lead">ToppyMicroServices helps founders and technical operators evaluate model behavior, design reviewable human-model workflows, and ship conservative internal tools that remain inspectable after launch.</p>
<p class="hero-subline">Typical engagements end in concrete working artifacts: operating maps, evaluation criteria, audit-ready reports, and implementation plans that a small team can actually run.</p>
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<div class="hero-actions" aria-label="Primary actions">
<a class="btn primary" href="contact.html">Discuss a project</a>
<a class="btn quiet" href="#services">See services</a>
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<div class="badge-row" aria-label="Trust strip">
<span class="badge">Estonia-based</span>
<span class="badge">Independent</span>
<span class="badge">Public proof artifacts</span>
<span class="badge">Security-first defaults</span>
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<p class="hero-note">Public proof artifacts support the work. Exploratory research is labeled separately below.</p>
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<aside class="hero-panel" aria-label="Best fit">
<p class="section-kicker">Best fit</p>
<h2>When teams usually hire Toppy</h2>
<ul class="clean">
<li>A small product team needs AI-assisted workflows without unclear ownership, hidden escalation paths, or too many tools.</li>
<li>A rollout decision is blocked by weak evaluation logic, uncertain failure modes, or missing evidence for governance review.</li>
<li>An internal tool or extension needs conservative defaults, tighter enablement boundaries, and a lower-risk internal tool surface.</li>
</ul>
<div class="panel-list" aria-label="Typical deliverables">
<div class="panel-item">
<strong>Operating map</strong>
<span>Shows where humans, models, approvals, and reporting loops should meet.</span>
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<div class="panel-item">
<strong>Evaluation criteria</strong>
<span>Makes success conditions, failure modes, and escalation rules explicit.</span>
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<div class="panel-item">
<strong>Implementation direction</strong>
<span>Scopes the next conservative build steps for an internal tool surface.</span>
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<p class="panel-note">These situations usually turn into concrete operating artifacts rather than abstract advice: a workflow map, evaluation criteria, an audit-ready report, and a conservative implementation plan.</p>
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</section>
<section id="services" aria-label="Services">
<div class="section-head">
<div>
<p class="section-kicker">Services</p>
<h2>What you can hire Toppy for</h2>
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<a class="btn quiet sm" href="contact.html">Open contact page</a>
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<p class="section-lead">The core offer is practical work that usually ends in concrete operating artifacts: workflow maps, evaluation criteria, audit-ready reports, and conservative implementation plans.</p>
<div class="auto-grid">
<div class="card">
<h3>AI Workflow Design</h3>
<p>Design reviewable workflows for small teams that need leverage without operational sprawl.</p>
<p class="note"><strong>Typical outputs:</strong> Operating map, handoff rules, reporting loop, implementation priorities.</p>
<p class="note"><strong>Best fit:</strong> Internal workflows, approval chains, reporting pipelines, and team processes involving LLMs.</p>
</div>
<div class="card">
<h3>Independent AI Evaluation</h3>
<p>Build vendor-neutral evaluation logic for LLM systems with explicit criteria, failure-mode analysis, and measurable evidence.</p>
<p class="note"><strong>Typical outputs:</strong> Evaluation criteria, benchmark plan, calibration review, audit-ready report.</p>
<p class="note"><strong>Best fit:</strong> Teams choosing models, validating risks, or preparing governance decisions.</p>
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<div class="card">
<h3>Security-First Software Surfaces</h3>
<p>Design or ship conservative software surfaces for business-sensitive environments where reviewability and reduced attack surface matter.</p>
<p class="note"><strong>Typical outputs:</strong> Feature policy, enablement boundaries, internal tool recommendations, implementation direction.</p>
<p class="note"><strong>Best fit:</strong> Internal tools, controlled extensions, and offline-first or reduced-risk productivity surfaces.</p>
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</section>
<section aria-label="Engagement outcomes">
<div class="section-head">
<div>
<p class="section-kicker">Outcomes</p>
<h2>What a project usually produces</h2>
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</div>
<p class="section-lead">The outputs are meant to reduce ambiguity. They make the workflow, the evidence, and the next implementation step easier to review.</p>
<div class="auto-grid">
<div class="card">
<h3>Operating map</h3>
<p>Shows where humans, models, approvals, and reporting loops should meet in the workflow.</p>
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<div class="card">
<h3>Evaluation criteria</h3>
<p>Defines success conditions, failure modes, and escalation logic for model behavior or workflow quality.</p>
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<div class="card">
<h3>Audit-ready report</h3>
<p>Summarizes findings, evidence, tradeoffs, and recommendations in a format suitable for internal review.</p>
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<div class="card">
<h3>Conservative implementation plan</h3>
<p>Prioritizes the next build steps, enablement boundaries, and product-surface decisions.</p>
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</section>
<section aria-label="Credibility">
<div class="section-head">
<div>
<p class="section-kicker">Approach</p>
<h2>Why teams trust the approach</h2>
</div>
</div>
<p class="section-lead">The credibility story is factual: independent judgment, public artifacts, and a clear boundary between production work and exploratory research.</p>
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<div class="card">
<h3>Independent and vendor-neutral</h3>
<p>Recommendations are not tied to a platform reseller model or a single model vendor.</p>
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<div class="card">
<h3>Public proof artifacts</h3>
<p>Papers, public tools, and software surfaces make parts of the operating logic inspectable.</p>
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<div class="card">
<h3>Security-first defaults</h3>
<p>Reviewability, explicit boundaries, and reduced attack surface are treated as design constraints.</p>
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<div class="card">
<h3>Research kept distinct</h3>
<p>Buyer-facing services, public products, and exploratory work are labeled separately so the offer stays clear.</p>
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</section>
<section id="proof" aria-label="Proof and public artifacts">
<div class="section-head">
<div>
<p class="section-kicker">Proof</p>
<h2>Proof and public artifacts</h2>
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<a class="btn quiet sm" href="https://github.com/ToppyMicroServices" target="_blank" rel="noopener noreferrer">GitHub organization</a>
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<p class="section-lead">These artifacts are not the service itself. They are public evidence of how Toppy documents reasoning, measures systems, and maintains inspectable technical surfaces.</p>
<p class="section-kicker">Client-relevant proof artifacts</p>
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<div class="card">
<span class="artifact-label">Client-relevant proof artifact</span>
<h3>AuditLoop — AI reliability and governance</h3>
<p>Boundary-first evaluation for LLM applications with measurable quality criteria, failure-mode analysis, and audit-ready reporting logic.</p>
<div class="link-row mt-8">
<a class="btn quiet sm" href="https://arxiv.org/abs/2510.14925" target="_blank" rel="noopener noreferrer">Paper</a>
<a class="btn quiet sm" href="https://doi.org/10.5281/zenodo.17358362" target="_blank" rel="noopener noreferrer">Zenodo concept</a>
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<p class="section-kicker">Public learning assets</p>
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<div class="card">
<span class="artifact-label">Public engineering evidence</span>
<h3>RFC quizzes as engineering evidence</h3>
<p>Spec-driven educational pages for HTTP, TLS, and QUIC. They are not a buyer-facing service, but they do demonstrate disciplined explanation, information design, and long-term maintenance.</p>
<p><a class="btn quiet sm" href="education/rfc_quizzes.html">Open RFC quizzes</a></p>
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</div>
</section>
<section id="products" aria-label="Products and managed services">
<p class="section-kicker">Products</p>
<h2>Products and managed services</h2>
<p class="section-lead">These are directly explorable public products or managed public services. They are not custom client engagements, and they are separate from exploratory research.</p>
<div class="auto-grid">
<div class="card">
<span class="artifact-label">Public product</span>
<h3>VSCode PDF Viewer Secure</h3>
<p>Security-first, offline-first PDF viewing for Visual Studio Code. Built for environments that prefer conservative defaults, reduced attack surface, and explicit feature enablement.</p>
<div class="link-row mt-8">
<a class="btn" href="products/vscode-pdfviewer-secure">Product page</a>
<a class="btn quiet sm" href="https://marketplace.visualstudio.com/items?itemName=ToppyMicroServices.vscode-pdfviewer-secure" target="_blank" rel="noopener noreferrer">Marketplace</a>
<a class="btn quiet sm" href="https://open-vsx.org/extension/ToppyMicroServices/vscode-pdfviewer-secure" target="_blank" rel="noopener noreferrer">Open VSX</a>
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</div>
<div class="card">
<span class="artifact-label">Managed public service</span>
<h3>dmarc4all</h3>
<p>Managed DMARC/SPF/DKIM setup and reporting for teams that want a maintained public service rather than a custom consulting engagement.</p>
<p><a class="btn quiet sm" href="https://dmarc4all.toppymicros.com" target="_blank" rel="noopener noreferrer">Open managed service page</a></p>
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<div class="card">
<span class="artifact-label">Public product</span>
<h3>YOLOZU</h3>
<p>Public evaluation toolkit with package and archival records that make the software surface easier to inspect and reuse.</p>
<div class="link-row mt-8">
<a class="btn" href="https://pypi.org/project/yolozu/" target="_blank" rel="noopener noreferrer">PyPI</a>
<a class="btn quiet sm" href="https://doi.org/10.5281/zenodo.18744756" target="_blank" rel="noopener noreferrer">Software</a>
<a class="btn quiet sm" href="https://doi.org/10.5281/zenodo.18744926" target="_blank" rel="noopener noreferrer">Manual</a>
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</div>
</div>
</section>
<section id="research" aria-label="Research and exploratory work">
<div class="section-head">
<div>
<p class="section-kicker">Research</p>
<h2>Research and exploratory work</h2>
</div>
</div>
<p class="section-lead">This material is intentionally labeled as exploratory. It shows how Toppy works through open questions, but it is not presented as a core buyer-facing service.</p>
<div class="auto-grid">
<div class="card">
<span class="artifact-label">Exploratory research</span>
<h3>Thermo-Credit theory and dashboard</h3>
<p>Exploratory economic research on credit dynamics, paired with a public dashboard and theory note so the model can be inspected rather than merely asserted.</p>
<div class="link-row mt-8">
<a class="btn quiet sm" href="theory.html">Theory note</a>
<a class="btn quiet sm" href="https://www.toppymicros.com/2025_11_Thermo_Credit/report.html" target="_blank" rel="noopener noreferrer">Dashboard report</a>
</div>
</div>
</div>
</section>
<section id="about" aria-label="Company">
<div class="section-head">
<div>
<p class="section-kicker">Company</p>
<h2>Who we serve and how we work</h2>
</div>
</div>
<div class="company-grid">
<div class="card">
<h3>Who Toppy is for</h3>
<p>ToppyMicroServices is built for founders, technical operators, and small product teams that need reviewable workflows they can still inspect, explain, and operate after launch.</p>
<p class="note">The strongest fit is internal tooling, evaluation workflows, and conservative internal tool surfaces where accountability matters.</p>
</div>
<div class="card">
<h3>Professional stance</h3>
<p>We are an independent Estonia-based company focused on operating design, AI evaluation, and conservative software delivery. Public proof artifacts, product pages, and policy pages are part of the company surface.</p>
<p class="note">We keep exploratory research clearly labeled, and we do not market certifications, customer logos, or guarantees we do not hold.</p>
</div>
</div>
</section>
<section id="contact" aria-label="Contact">
<div class="cta-band">
<p class="section-kicker">Contact</p>
<h2>Start with the blocked decision</h2>
<p>Tell us what decision is blocked, what must remain reviewable, and whether the work is mainly about AI evaluation, workflow design, or a security-sensitive internal tool.</p>
<p class="note">Not sure where to start? Send one sentence describing the bottleneck, constraint, or review requirement.</p>
<div class="hero-actions" aria-label="Contact actions">
<a class="btn primary" href="contact.html">Discuss a project</a>
<a class="btn quiet" href="mailto:info@toppymicros.com">Email Toppy</a>
<a class="btn quiet" href="#proof">See proof</a>
</div>
<div class="signal-list" aria-label="Contact guidance">
<div class="signal">
<strong>General inquiries</strong>
<span>Email <a href="mailto:info@toppymicros.com">info@toppymicros.com</a> for project inquiries, partnership discussions, or questions about public products and research artifacts.</span>
</div>
<div class="signal">
<strong>Useful context to include</strong>
<span>Share the operating constraint, what must stay reviewable, and whether the work is mainly about AI evaluation, operating design, or internal tool surface design.</span>
</div>
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