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    <title>CleverThis - Sustainable AI Revolution on An automated data science framework.</title>
    <link>https://cleverthis.com/</link>
    <description>Recent content in CleverThis - Sustainable AI Revolution on An automated data science framework.</description>
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    <language>en-us</language>
    <managingEditor>fediverse@cleverthis.com (CleverThis)</managingEditor>
    <webMaster>fediverse@cleverthis.com (CleverThis)</webMaster>
    <copyright>CleverThis, Inc. 2023 - present</copyright>
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    <item>
      <title>Ethics</title>
      <link>https://cleverthis.com/ethics/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <author>fediverse@cleverthis.com (CleverThis)</author>
      <guid>https://cleverthis.com/ethics/</guid>
      <description>Responsible Stewardship We consider ourselves not just users or developers of AI, but its stewards. We have been entrusted with a tool of immense potential, a tool that can shape the future of our world. Guided by this sense of responsibility, our approach to AI is defined by adherence to the highest ethical standards, an unwavering commitment to transparency in our processes, and a robust system of accountability at every stage of AI deployment.</description>
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<h1 class="herotext">Our Mission</h1>

<p class="hero-sub-text">To dramatically accelerate human innovation by applying advanced AI ethically & responsibly</p>

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    <h2 id="responsible-stewardship">Responsible Stewardship</h2>
<p>We consider ourselves not just users or developers of AI, but its stewards. We have been entrusted with a tool of immense potential, a tool that can shape the future of our world. Guided by this sense of responsibility, our approach to AI is defined by adherence to the highest ethical standards, an unwavering commitment to transparency in our processes, and a robust system of accountability at every stage of AI deployment.</p>
<p>We believe in a future where AI is not just a tool for efficiency and profit, but a vehicle for empathy and fairness. We envision a world where AI systems respect the intrinsic dignity and worth of every individual, and contribute to creating societies that are more equitable, more inclusive, and more attuned to the needs and rights of all.</p>
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    <h2 id="battling-bias">Battling Bias</h2>
<p>At CleverThis, we have declared an unyielding war against bias. We are committed to identifying, understanding, and mitigating the presence of bias in artificial intelligence. We strive to ensure that our systems are fair, transparent, and equitable. We will work tirelessly to promote diverse datasets, to innovate methods for bias detection, and to employ rigorous testing methodologies to uncover and address bias.</p>
<p>In this continuous battle, we employ a multi-layered strategy. Our first line of defense is diversity in our teams. We believe that diverse teams bring a range of perspectives, experiences, and insights that can help identify and mitigate bias. We also implement rigorous data collection and analysis practices to ensure that the datasets we use are representative and free from prejudice.</p>
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    <h2 id="fostering-community">Fostering Community</h2>
<p>We believe that the ethical development and deployment of AI is not a solo endeavor. It requires the collective wisdom, effort, and commitment of the entire community. That is why we are deeply committed to engaging with the community, to fostering an inclusive environment, and to creating a space where everyone is encouraged to share their experiences, concerns, and insights.</p>
<p>We view the community not just as a source of feedback, but as partners in our journey. We believe that by working together, we can push the boundaries of what it means to create and maintain ethical AI. We commit to transparency in these efforts, to regularly sharing our findings, challenges, and progress with the community, and to inviting open critique and discussion.</p>
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    <h2 id="continuous-improvement">Continuous Improvement</h2>
<p>The field of artificial intelligence is ever-evolving, and so are our ethical commitments. We are dedicated to continuous learning, to adapting our practices in line with emerging ethical standards and societal expectations. Our team engages in ongoing education and professional development to stay at the forefront of ethical AI.</p>
<p>We are deeply committed to advancing artificial intelligence in a way that respects human dignity, rights, and freedoms. We invite our users, partners, and the broader community to join us in this journey toward ethical AI. Through these efforts, we aim not only to advance our own AI practices but also to contribute to the broader conversation and action toward ethical AI.</p>
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      <title>Open Source</title>
      <link>https://cleverthis.com/open-source/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <author>fediverse@cleverthis.com (CleverThis)</author>
      <guid>https://cleverthis.com/open-source/</guid>
      <description>Our commitment to open source At CleverThis, we believe that collaboration is the cornerstone of innovation. Our dedication to open source technologies embodies that belief. By embracing open source principles, we’re not only building better solutions for our customers—we’re also giving back to the community that has empowered countless breakthroughs in software and technology. Why Open Source Matters to Us Open source fosters transparency, trust, and reliability. These values help create stronger, more secure platforms—benefitting everyone from startups to enterprise organizations.</description>
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<h1 class="text-grid-element-title">Our commitment to open source</h1>
At CleverThis, we believe that collaboration is the cornerstone of innovation. Our dedication to open source technologies embodies that belief. By embracing open source principles, we’re not only building better solutions for our customers—we’re also giving back to the community that has empowered countless breakthroughs in software and technology.

<h1 class="text-grid-element-title">Why Open Source Matters to Us</h1>
Open source fosters transparency, trust, and reliability. These values help create stronger, more secure platforms—benefitting everyone from startups to enterprise organizations. We use open source technologies to drive efficiencies, reduce costs, and spark creative problem-solving. In turn, we share our work and insights back with the community, ensuring the cycle of innovation continues to thrive.

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<h1 class="text-grid-element-title">Contributions</h1>
We regularly collaborate, contributing patches, improvements, and new features to open source projects that we rely on daily. By sharing our improvements and embracing community feedback, we strengthen these projects for everyone, helping maintain a culture of collaborative progress.

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<h1 class="text-grid-element-title">Open Stack</h1>
CleverThis develops and maintains select libraries and tools under open source licenses. These resources address a range of needs—from boosting developer productivity to supporting advanced analytics—and are freely available for anyone to use, study, and improve.

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<h1 class="text-grid-element-title">Community</h1>
We actively participate in open source events, forums, and conferences. Whether it’s offering mentorship to new contributors or delivering technical sessions at meetups, we believe in equipping developers, designers, and tech enthusiasts with the resources they need to make an impact.

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<h1 class="text-grid-element-title">Sponsorship</h1>
Beyond code, we invest in the people behind open source. We create and share free educational materials—articles, tutorials, and courses—to help the wider community learn, adapt, and excel. We also sponsor select open source projects and maintainers, ensuring promising ideas get the support they need to grow and thrive.

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<h1 class="text-grid-element-title">Transparency & Shared Responsibility</h1>
Our ethos of openness extends beyond code repositories. We encourage open dialogue, peer reviews, and extensive documentation. This commitment to transparent development practices makes it easier for developers, partners, and end-users to understand how our solutions are built, how they’re meant to be used, and how they can evolve.

<h1 class="text-grid-element-title">Building the Future Together</h1>
Every line of code we contribute represents our belief that technology is strongest when it’s shaped by many minds and driven by shared goals. Open source is more than a development model for CleverThis—it’s a community-driven philosophy that helps us connect people, ideas, and solutions for a brighter tomorrow.

We invite you to join us on this journey. Explore our repositories, submit a pull request, or simply reach out to learn more. Together, we can create open, flexible, and scalable technologies that push the boundaries of what’s possible.

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      <title>Hiring</title>
      <link>https://cleverthis.com/hiring/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <author>fediverse@cleverthis.com (CleverThis)</author>
      <guid>https://cleverthis.com/hiring/</guid>
      <description>Join Our Team! Be Part of Something Bigger
CleverThis is a team of innovators, dreamers, and doers, united by a common mission to dramatically accelerate human innovation by applying advanced AI ethically &amp;amp; responsibly. We&#39;re dedicated to fostering an environment of diversity, creativity, and growth.
We believe that every team member brings a unique set of skills and perspectives, and that&#39;s what fuels the company’s passion and drive to innovate.</description>
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  <h1 id="join-our-team">Join Our Team!</h1>
<p><em>Be Part of Something Bigger</em></p>
<p>CleverThis is a team of innovators, dreamers, and doers, united by a common mission to dramatically accelerate human innovation by applying advanced AI ethically &amp; responsibly. We're dedicated to fostering an environment of diversity, creativity, and growth.</p>
<p>We believe that every team member brings a unique set of skills and perspectives, and that's what fuels the company’s passion and drive to innovate. Here, you won't just be working on a project, you'll be shaping the future.</p>
<p>At CleverThis, you will be exposed to exciting and innovative approaches to Artificial Intelligence and Data Science. You will be part of a team that is changing the face of Data Science, and ultimately, changing the trajectory of AI in general.</p>
<p>At CleverThis:</p>
<ul>
<li>
<p>We're committed to your professional development. Join us, and grow with a team that values your talents and wants to see you succeed.</p>
</li>
<li>
<p>We celebrate diversity and are committed to creating an inclusive environment for all employees.</p>
</li>
<li>
<p>We understand the importance of balancing work and personal life. We offer flexible working hours and remote working options to help you manage your time.</p>
</li>
</ul>
<h2 id="applying">Applying</h2>
<p>To apply please first review our <a href="https://wiki.cleverthis.com/en/human_resources/organizational_structure/universal_requirements">universal job requirements</a>. Specific positions and the relevant job descriptions can also be found at that link on the left hand menu. Should you wish to apply for one of the positions please see our <a href="https://wiki.cleverthis.com/en/human_resources/hiring/submission_guidelines">submission guidlines</a> for more information.</p>
<h2 id="our-commitment-to-you">Our Commitment to You</h2>
<p>We are committed to an equitable hiring process. We welcome applicants from all backgrounds and experiences. If you're passionate about making an impact and ready to challenge yourself in a dynamic work environment, you'll fit right in.</p>
<p>Join us, and let's build something incredible together.</p>

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      <title>Contact</title>
      <link>https://cleverthis.com/contact/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <author>fediverse@cleverthis.com (CleverThis)</author>
      <guid>https://cleverthis.com/contact/</guid>
      <description> Email General General information CleverThis@CleverThis.com Hiring hiring@CleverThis.com Investment investing@CleverThis.com Customer support customer@CleverThis.com Security security@CleverThis.com Projects &amp;amp; Open-source General project information projects@CleverThis.com General open-source information oss@CleverThis.com CleverHPC (formerly Aparapi) CleverHPC@CleverThis.com CleverGremlin (formerly Ferma) CleverGremlin@CleverThis.com Chat &amp;amp; Messaging Matrix CleverThis Space #cleverthis:qoto.org General matrix room #CleverThis:qoto.org Off-topic matrix room #cleverthis-ot:qoto.org Social Media Mastodon/Fediverse @CleverThis@CleverThis.com, @CleverThis@qoto.org Twitter/X @TheCleverThis Websites CleverThis GitLab https://git.cleverthis.com </description>
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<h2 id="email">Email</h2>
<h3 id="general">General</h3>
<div class="entry">
  <div class="key">General information</div>
  <div class="value"><a href="mailto:CleverThis@CleverThis.com">CleverThis@CleverThis.com</a></div>
</div>
<div class="entry">
  <div class="key">Hiring</div>
  <div class="value"><a href="mailto:hiring@CleverThis.com">hiring@CleverThis.com</a></div>
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<div class="entry">
  <div class="key">Investment</div>
  <div class="value"><a href="mailto:investing@CleverThis.com">investing@CleverThis.com</a></div>
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<div class="entry">
  <div class="key">Customer support</div>
  <div class="value"><a href="mailto:customer@CleverThis.com">customer@CleverThis.com</a></div>
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  <div class="key">Security</div>
  <div class="value"><a href="mailto:security@CleverThis.com">security@CleverThis.com</a></div>
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<h3 id="projects--open-source">Projects &amp; Open-source</h3>
<div class="entry">
  <div class="key">General project information</div>
  <div class="value"><a href="mailto:projects@CleverThis.com">projects@CleverThis.com</a></div>
</div>
<div class="entry">
  <div class="key">General open-source information</div>
  <div class="value"><a href="mailto:oss@CleverThis.com">oss@CleverThis.com</a></div>
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<div class="entry">
  <div class="key">CleverHPC (formerly Aparapi)</div>
  <div class="value"><a href="mailto:CleverHPC@CleverThis.com">CleverHPC@CleverThis.com</a></div>
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<div class="entry">
  <div class="key">CleverGremlin (formerly Ferma)</div>
  <div class="value"><a href="mailto:CleverGremlin@CleverThis.com">CleverGremlin@CleverThis.com</a></div>
</div>
<h2 id="chat--messaging">Chat &amp; Messaging</h2>
<div class="entry">
  <div class="key">Matrix CleverThis Space</div>
  <div class="value"><a href="https://matrix.to/#/#cleverthis:qoto.org">#cleverthis:qoto.org</a></div>
</div>
<div class="entry">
  <div class="key">General matrix room</div>
  <div class="value"><a href="https://matrix.to/#/#CleverThis:qoto.org">#CleverThis:qoto.org</a></div>
</div>
<div class="entry">
  <div class="key">Off-topic matrix room</div>
  <div class="value"><a href="https://matrix.to/#/#cleverthis-ot:qoto.org">#cleverthis-ot:qoto.org</a></div>
</div>
<h2 id="social-media">Social Media</h2>
<div class="entry">
  <div class="key">Mastodon/Fediverse</div>
  <div class="value"><a href="https://cleverthis.com/cleverthis">@CleverThis@CleverThis.com</a>, <a href="https://qoto.org/@CleverThis">@CleverThis@qoto.org</a></div>
</div>
<div class="entry">
  <div class="key">Twitter/X</div>
  <div class="value"><a href="https://twitter.com/TheCleverThis">@TheCleverThis</a></div>
</div>
<h2 id="websites">Websites</h2>
<div class="entry">
  <div class="key">CleverThis GitLab</div>
  <div class="value"><a href="https://git.cleverthis.com">https://git.cleverthis.com</a></div>
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      <title>Security</title>
      <link>https://cleverthis.com/security/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <author>fediverse@cleverthis.com (CleverThis)</author>
      <guid>https://cleverthis.com/security/</guid>
      <description>PGP / GPG Fingerprint CD2C 4D80 4D16 F8F8 7CC5 3D32 4BA0 5827 5085 5D0A Full Public Key keys.openpgp.org Proofs Keyoxide ed25519 Signing 70C3 820E 2235 A55B 8789 50B3 C1BA 92B8 ACCF 9128 Encrypting D71D 163E 283B 08C6 2413 680D EC5 A319 B028 1A3A Authentication A430 8B87 37A7 4C7F C972 0E94 38D7 800F D8E5 1197 rsa4096 Signing B369 6B61 65D9 72A6 4ED7 C1C4 FB83 19EE FA67 2A38 Encrypting C5D1 D65B 4803 B7C3 A74B 1606 7087 F304 D7D7 6322 Authentication 9EDB A894 CE77 B124 2732 4221 B6AB 862B B387 8086 Policies Hardware keys Used exclusively Subkeys Used exclusively Expiration Period 2 years Extends Expiration Yes Revocation Cert Ready Yes Our Security Commitment At CleverThis, security isn&#39;t an afterthought — it&#39;s a design principle.</description>
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<h2 id="pgp--gpg">PGP / GPG</h2>
<div class="entry">
  <div class="key">Fingerprint</div>
  <div class="value">CD2C 4D80 4D16 F8F8 7CC5 3D32 4BA0 5827 5085 5D0A</div>
</div>
<div class="entry">
  <div class="key">Full Public Key</div>
  <div class="value"><a rel="me" href="https://keys.openpgp.org/vks/v1/by-fingerprint/CD2C4D804D16F8F87CC53D324BA0582750855D0A" download>keys.openpgp.org</a></div>
</div>
<div class="entry">
  <div class="key">Proofs</div>
  <div class="value"><a rel="me" href="https://keyoxide.org/CD2C4D804D16F8F87CC53D324BA0582750855D0A">Keyoxide</a></div>
</div>
<h3 id="ed25519">ed25519</h3>
<div class="entry">
  <div class="key">Signing</div>
  <div class="value">70C3 820E 2235 A55B 8789 50B3 C1BA 92B8 ACCF 9128</div>
</div>
<div class="entry">
  <div class="key">Encrypting</div>
  <div class="value">D71D 163E 283B 08C6 2413 680D EC5 A319 B028 1A3A</div>
</div>
<div class="entry">
  <div class="key">Authentication</div>
  <div class="value">A430 8B87 37A7 4C7F C972 0E94 38D7 800F D8E5 1197</div>
</div>
<h3 id="rsa4096">rsa4096</h3>
<div class="entry">
  <div class="key">Signing</div>
  <div class="value">B369 6B61 65D9 72A6 4ED7 C1C4 FB83 19EE FA67 2A38</div>
</div>
<div class="entry">
  <div class="key">Encrypting</div>
  <div class="value">C5D1 D65B 4803 B7C3 A74B 1606 7087 F304 D7D7 6322</div>
</div>
<div class="entry">
  <div class="key">Authentication</div>
  <div class="value">9EDB A894 CE77 B124 2732 4221 B6AB 862B B387 8086</div>
</div>
<h3 id="policies">Policies</h3>
<div class="entry">
  <div class="key">Hardware keys</div>
  <div class="value">Used exclusively</div>
</div>
<div class="entry">
  <div class="key">Subkeys</div>
  <div class="value">Used exclusively</div>
</div>
<div class="entry">
  <div class="key">Expiration Period</div>
  <div class="value">2 years</div>
</div>
<div class="entry">
  <div class="key">Extends Expiration</div>
  <div class="value">Yes</div>
</div>
<div class="entry">
  <div class="key">Revocation Cert Ready</div>
  <div class="value">Yes</div>
</div>
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<h2 id="our-security-commitment">Our Security Commitment</h2>
<p>At CleverThis, security isn't an afterthought — it's a design principle. We protect our customers' data the same way we protect our own: with rigorous internal controls, hardened infrastructure, and a culture of security awareness across our team.</p>
<p>But we go further. Security is built directly into our frameworks and products:</p>
<p><strong>Provenance by Design</strong> — every fact and every inference carries its own audit trail, making outputs verifiable and tamper-resistant.</p>
<p><strong>Enterprise-Grade Controls</strong> — role-based access, encryption at rest and in transit, and deployment options from private cloud to fully on-prem.</p>
<p><strong>Governance-First Architecture</strong> — our knowledge graph and agent frameworks inherit your data-governance policies natively, ensuring compliance from the ground up.</p>
<p>By uniting internal discipline with security-first product design, we deliver AI you can trust in the most sensitive environments — from finance and healthcare to government and critical infrastructure.</p>
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    <item>
      <title>Jeffrey Phillips Freeman</title>
      <link>https://cleverthis.com/team/jeffrey.freeman/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <author>fediverse@cleverthis.com (CleverThis)</author>
      <guid>https://cleverthis.com/team/jeffrey.freeman/</guid>
      <description>Jeffrey Phillips Freeman Co-Founder &amp; Chief Technology Officer
Jeff Freeman is a 25-year pioneer in artificial intelligence, distributed computing, and knowledge systems. He is the creator of multiple breakthrough algorithms — including the Hyperassociative Map and Genetic Wavelets — and the founder of the open-source dANN AI/genetics library, which has been adopted by researchers worldwide.
AI &amp; Computing Innovations Aparapi GPU Computing Framework A recognized leader in AI hardware/software co-design, Jeff rebuilt and relaunched AMD&#39;s abandoned Aparapi GPU computing framework, single-handedly reviving the community and rewriting much of the Java-to-GPU engine still in use today.</description>
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<h1 class="herotext">Jeffrey Phillips Freeman</h1>

<p class="hero-sub-text">Co-Founder & Chief Technology Officer</p>

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<p class="team-page-intro">Jeff Freeman is a <strong>25-year pioneer</strong> in artificial intelligence, distributed computing, and knowledge systems. He is the creator of multiple breakthrough algorithms — including the <strong>Hyperassociative Map</strong> and <strong>Genetic Wavelets</strong> — and the founder of the open-source <strong>dANN AI/genetics library</strong>, which has been adopted by researchers worldwide.</p>
<div class="team-page-section">
<h3>AI & Computing Innovations</h3>
<div class="team-achievement">
<h4>Aparapi GPU Computing Framework</h4>
<p>A recognized leader in AI hardware/software co-design, Jeff rebuilt and relaunched AMD's abandoned Aparapi GPU computing framework, single-handedly reviving the community and rewriting much of the Java-to-GPU engine still in use today.</p>
</div>
<div class="team-achievement">
<h4>Breakthrough Algorithms</h4>
<p>Creator of the Hyperassociative Map and Genetic Wavelets algorithms, representing fundamental advances in AI and computational intelligence.</p>
</div>
<div class="team-achievement">
<h4>dANN AI/Genetics Library</h4>
<p>Founded this open-source library that has been adopted by researchers worldwide for AI and genetic algorithm research.</p>
</div>
</div>
<div class="team-page-section">
<h3>Leadership & Standards</h3>
<p>Jeff has <strong>led R&D teams of up to 40 engineers</strong>, authored new <strong>W3C data provenance standards</strong>, and served as a <strong>W3C Advisory Committee member</strong>. His innovations have been featured by <strong>USA Today, Wired, MSNBC</strong>, and hundreds of international outlets.</p>
</div>
<div class="team-page-section">
<h3>CleverThis Mission</h3>
<p>At CleverThis, Jeff brings <strong>more than 17 years of deep research</strong> into symbolic reasoning, semantic knowledge graphs, and deterministic AI — the foundation of the company's breakthrough architecture.</p>
<p class="team-mission-quote">His lifelong mission: build AI systems that are transparent, verifiable, and capable of autonomous discovery.</p>
</div>
<div class="team-page-section">
<h3>Get in Touch</h3>
<div class="team-contact-grid">
<div class="team-contact-item">
<h4>Professional Inquiries</h4>
<p><a href="mailto:jeffrey.freeman@cleverthis.com">jeffrey.freeman@cleverthis.com</a></p>
</div>
</div>
</div>
<div class="team-page-section">
<h3>PGP / GPG</h3>
<div class="team-achievement">
<h4>Fingerprint</h4>
<p><code>8B23 64CD 2403 6DCB 7531  01D0 052D DA8E 0506 CBCE</code></p>
</div>
<div class="team-achievement">
<h4>Full Public Key</h4>
<p><a href="https://keys.openpgp.org/vks/v1/by-fingerprint/8B2364CD24036DCB753101D0052DDA8E0506CBCE" download rel="me">keys.openpgp.org</a></p>
</div>
<div class="team-achievement">
<h4>Proofs</h4>
<p><a href="https://keyoxide.org/8b2364cd24036dcb753101d0052dda8e0506cbce" rel="me">Keyoxide</a>, <a href="https://keybase.io/freemo" rel="me">Keybase</a></p>
</div>
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</div>
  </div>

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