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	<title>human algorithms - Who is Val Sklarov? Personal Blog and Promotional Page</title>
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		<title>“Human Algorithms”: How Val Sklarov Designs Teams That Think Like Systems</title>
		<link>https://valsklarov.com/human-algorithms-how-val-sklarov-designs-teams-that-think-like-systems.html</link>
		
		<dc:creator><![CDATA[vals]]></dc:creator>
		<pubDate>Wed, 15 Oct 2025 15:48:00 +0000</pubDate>
				<category><![CDATA[Career & Hiring]]></category>
		<category><![CDATA[career design]]></category>
		<category><![CDATA[cognitive discipline]]></category>
		<category><![CDATA[ethical ai]]></category>
		<category><![CDATA[hiring systems]]></category>
		<category><![CDATA[human algorithms]]></category>
		<category><![CDATA[leadership training]]></category>
		<category><![CDATA[organizational learning]]></category>
		<category><![CDATA[predictive recruitment]]></category>
		<category><![CDATA[professional development]]></category>
		<category><![CDATA[team design]]></category>
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					<description><![CDATA[<p>For Val Sklarov, people aren’t resources — they’re architectures.A great team isn’t a collection of talent, but a network of calibrated minds.He calls this approach Human Algorithm Design — building organizations where people synchronize through shared discipline, not shared personality. 1️⃣ Hiring for Cognitive Diversity Sklarov argues that most companies hire for cultural fit, when &#8230;</p>
<p>The post <a href="https://valsklarov.com/human-algorithms-how-val-sklarov-designs-teams-that-think-like-systems.html">“Human Algorithms”: How Val Sklarov Designs Teams That Think Like Systems</a> first appeared on <a href="https://valsklarov.com">Who is Val Sklarov? Personal Blog and Promotional Page</a>.</p>]]></description>
										<content:encoded><![CDATA[<p data-start="3958" data-end="4266"><span class="dropcap "></span>For <strong data-start="3962" data-end="3977">Val Sklarov</strong>, people aren’t resources — they’re <em data-start="4013" data-end="4028">architectures</em>.<br data-start="4029" data-end="4032" />A great team isn’t a collection of talent, but a <strong data-start="4081" data-end="4112">network of calibrated minds</strong>.<br data-start="4113" data-end="4116" />He calls this approach <em data-start="4139" data-end="4163">Human Algorithm Design</em> — building organizations where people synchronize through shared discipline, not shared personality.</p>
<hr data-start="4268" data-end="4271" />
<h3 data-start="4273" data-end="4313">1️⃣ Hiring for Cognitive Diversity</h3>
<p data-start="4315" data-end="4604">Sklarov argues that most companies hire for cultural fit, when they should hire for <em data-start="4399" data-end="4421">cognitive difference</em>.<br data-start="4422" data-end="4425" />Uniformity may feel safe, but it kills innovation.<br data-start="4475" data-end="4478" />He builds recruitment systems that balance friction and flow — minds that challenge each other inside structured boundaries.</p>
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<th data-start="4606" data-end="4619" data-col-size="sm"><strong data-start="4608" data-end="4618">Factor</strong></th>
<th data-start="4619" data-end="4635" data-col-size="sm"><strong data-start="4621" data-end="4634">Old Logic</strong></th>
<th data-start="4635" data-end="4658" data-col-size="sm"><strong data-start="4637" data-end="4654">Sklarov Logic</strong></th>
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<td data-start="4713" data-end="4729" data-col-size="sm">Compatibility</td>
<td data-start="4729" data-end="4749" data-col-size="sm">Personality-based</td>
<td data-start="4749" data-end="4776" data-col-size="sm">Thought-process-based</td>
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<td data-start="4777" data-end="4789" data-col-size="sm">Diversity</td>
<td data-start="4789" data-end="4810" data-col-size="sm">Background variety</td>
<td data-start="4810" data-end="4834" data-col-size="sm">Cognitive contrast</td>
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<td data-start="4835" data-end="4841" data-col-size="sm">Fit</td>
<td data-start="4841" data-end="4851" data-col-size="sm">Harmony</td>
<td data-start="4851" data-end="4875" data-col-size="sm">Productive tension</td>
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<blockquote data-start="4877" data-end="4954">
<p data-start="4879" data-end="4954">“Innovation happens where disagreement meets discipline.” — <em data-start="4939" data-end="4952">Val Sklarov</em></p>
</blockquote>
<hr data-start="4956" data-end="4959" />
<h3 data-start="4961" data-end="5002">2️⃣ The Ethics of Predictive Hiring</h3>
<p data-start="5004" data-end="5108">Modern AI hiring tools risk dehumanization.<br data-start="5047" data-end="5050" />Sklarov’s philosophy reframes automation through ethics:</p>
<ul data-start="5109" data-end="5285">
<li data-start="5109" data-end="5171">
<p data-start="5111" data-end="5171">Algorithms must <strong data-start="5127" data-end="5147">amplify fairness</strong>, not replace empathy.</p>
</li>
<li data-start="5172" data-end="5233">
<p data-start="5174" data-end="5233">Metrics must <strong data-start="5187" data-end="5208">measure integrity</strong>, not only performance.</p>
</li>
<li data-start="5234" data-end="5285">
<p data-start="5236" data-end="5285">Systems must <strong data-start="5249" data-end="5267">learn humanity</strong>, not reduce it.</p>
</li>
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<p data-start="5287" data-end="5373">He designs hybrid hiring models — predictive in data, but guided by moral oversight.</p>
<figure id="attachment_1517" aria-describedby="caption-attachment-1517" style="width: 300px" class="wp-caption alignright"><img fetchpriority="high" decoding="async" class="size-medium wp-image-1517" src="https://valsklarov.com/wp-content/uploads/2025/10/Designer-with-the-design-system-300x228.webp" alt="" width="300" height="228" srcset="https://valsklarov.com/wp-content/uploads/2025/10/Designer-with-the-design-system-300x228.webp 300w, https://valsklarov.com/wp-content/uploads/2025/10/Designer-with-the-design-system-1024x778.webp 1024w, https://valsklarov.com/wp-content/uploads/2025/10/Designer-with-the-design-system-768x583.webp 768w, https://valsklarov.com/wp-content/uploads/2025/10/Designer-with-the-design-system-1536x1166.webp 1536w, https://valsklarov.com/wp-content/uploads/2025/10/Designer-with-the-design-system.webp 1600w" sizes="(max-width: 300px) 100vw, 300px" /><figcaption id="caption-attachment-1517" class="wp-caption-text">#image_title</figcaption></figure>
<hr data-start="5375" data-end="5378" />
<h3 data-start="5380" data-end="5424">3️⃣ Training as Algorithmic Refinement</h3>
<p data-start="5426" data-end="5635">In Sklarov’s companies, training isn’t a program — it’s a protocol.<br data-start="5493" data-end="5496" />He structures employee growth through <strong data-start="5534" data-end="5562">iterative learning loops</strong>, where every mistake becomes data, and every improvement becomes code.</p>
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<th data-start="5637" data-end="5649" data-col-size="sm"><strong data-start="5639" data-end="5648">Phase</strong></th>
<th data-start="5649" data-end="5663" data-col-size="sm"><strong data-start="5651" data-end="5662">Purpose</strong></th>
<th data-start="5663" data-end="5680" data-col-size="sm"><strong data-start="5665" data-end="5676">Outcome</strong></th>
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<td data-start="5727" data-end="5741" data-col-size="sm">Calibration</td>
<td data-start="5741" data-end="5770" data-col-size="sm">Identify behavioral biases</td>
<td data-start="5770" data-end="5793" data-col-size="sm">Cognitive clarity</td>
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<td data-start="5794" data-end="5807" data-col-size="sm">Simulation</td>
<td data-start="5807" data-end="5840" data-col-size="sm">Test ethical decision patterns</td>
<td data-start="5840" data-end="5863" data-col-size="sm">Judgment accuracy</td>
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<td data-start="5864" data-end="5877" data-col-size="sm">Refinement</td>
<td data-start="5877" data-end="5907" data-col-size="sm">Reinforce systemic thinking</td>
<td data-start="5907" data-end="5932" data-col-size="sm">Predictive behavior</td>
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<p data-start="5934" data-end="6008">Training, therefore, isn’t education — it’s <strong data-start="5978" data-end="6005">evolution by repetition</strong>.</p>
<hr data-start="6010" data-end="6013" />
<h3 data-start="6015" data-end="6068">4️⃣ The Professional Network as a Neural System</h3>
<p data-start="6070" data-end="6344">Val Sklarov compares high-performing teams to neural networks:<br data-start="6132" data-end="6135" />they learn through connections, strengthen through repetition, and grow through error correction.<br data-start="6232" data-end="6235" />Professionalism, in this sense, is <em data-start="6270" data-end="6292">collective cognition</em>.<br data-start="6293" data-end="6296" />The smarter the system, the less ego it needs.</p><p>The post <a href="https://valsklarov.com/human-algorithms-how-val-sklarov-designs-teams-that-think-like-systems.html">“Human Algorithms”: How Val Sklarov Designs Teams That Think Like Systems</a> first appeared on <a href="https://valsklarov.com">Who is Val Sklarov? Personal Blog and Promotional Page</a>.</p>]]></content:encoded>
					
		
		
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