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  <!-- ── Core Pages ── -->
  <url><loc>https://www.ibuildsystems.io/</loc><changefreq>weekly</changefreq><priority>1.0</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/about</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/work</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/portfolio</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/career</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
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  <url><loc>https://www.ibuildsystems.io/white-paper</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>

  <!-- ── Methodology & Frameworks ── -->
  <url><loc>https://www.ibuildsystems.io/methodology</loc><changefreq>monthly</changefreq><priority>0.9</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/frameworks</loc><changefreq>monthly</changefreq><priority>0.9</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/frameworks/confidence-vs-conviction</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/frameworks/alignment-threshold</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/frameworks/life-event-mobility-engine</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/frameworks/knowledge-engine-stack</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/frameworks/signal-detection-propensity</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/frameworks/life-event-model</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>

  <!-- ── Tools ── -->
  <url><loc>https://www.ibuildsystems.io/tools</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/tools/confidence-conviction-matrix</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/tools/alignment-threshold-simulator</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/tools/life-event-impact-index</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>

  <!-- ── Intelligence: 4 Eras ── -->
  <url><loc>https://www.ibuildsystems.io/intelligence</loc><changefreq>monthly</changefreq><priority>0.9</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/intelligence/demographic-economy</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/intelligence/behavioral-economy</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/intelligence/relationship-economy</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/intelligence/intent-economy-era</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/intelligence/ai-ecosystem-taxonomy</loc><changefreq>monthly</changefreq><priority>0.9</priority><lastmod>2026-06-15</lastmod></url>

  <!-- ── SIA: 9 Nodes ── -->
  <url><loc>https://www.ibuildsystems.io/sia</loc><changefreq>monthly</changefreq><priority>0.9</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/sia/signals</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/sia/events</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/sia/personas</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/sia/propensity</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/sia/threshold</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/sia/confidence</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/sia/conviction</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/sia/decision</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/sia/outcome</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>

  <!-- ── Newsroom ── -->
  <url><loc>https://www.ibuildsystems.io/newsroom</loc><changefreq>weekly</changefreq><priority>0.9</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/series/intent-economy</loc><changefreq>monthly</changefreq><priority>0.9</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/series/new-job-market</loc><changefreq>monthly</changefreq><priority>0.9</priority><lastmod>2026-06-15</lastmod></url>

  <!-- ── Articles: Intent Economy Series ── -->
  <url><loc>https://www.ibuildsystems.io/newsroom/dxc-anthropic-enterprise-nervous-system</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/context-layer</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-signal-economy</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-propensity-engine</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-life-event-as-signal</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-airplane-ticket</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-relationship-graph</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-intent-layer</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-platform-that-owns-your-intent</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-inference-you-did-not-consent-to</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-life-event-economy</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/next-best-purchase-vs-next-best-outcome</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-monoculture-machine</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/what-should-predictive-systems-optimize-for</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>

  <!-- ── Articles: New Job Market Series ── -->
  <url><loc>https://www.ibuildsystems.io/newsroom/the-hidden-wall-algorithmic-monocultures</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/glassdoor-broke-the-promise</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-ghost-job-economy</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-credential-inflation-trap</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-interview-industrial-complex</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-loyalty-penalty</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-remote-work-reversal</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-reference-check-racket</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-gig-economy-lie</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/what-comes-next</loc><changefreq>monthly</changefreq><priority>0.8</priority><lastmod>2026-06-15</lastmod></url>

  <!-- ── Articles: Knowledge Engine Series ── -->
  <url><loc>https://www.ibuildsystems.io/newsroom/data-layer</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/integration-layer</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/reasoning-layer</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/decision-layer</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/knowledge-engine-layers-together</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>

  <!-- ── Articles: Standalone ── -->
  <url><loc>https://www.ibuildsystems.io/newsroom/alignment-threshold</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/confidence-vs-conviction</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/ai-has-a-water-problem</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/ai-dunning-kruger</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-second-order-effects-of-ai</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-convergence-problem</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-fragility-beneath-the-convenience</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-federated-alternative</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-data-lake-was-never-about-data</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-schema-is-the-product</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-pipeline-is-not-the-product</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-scoring-model-as-product</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/conviction-score-as-product</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-authenticity-engine</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-pm-who-builds</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-product-manager-as-translator</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/building-products-after-a-layoff</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/interest-to-impact-pm-influence</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-90-day-product-orientation</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/q3-planning</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/real-job-pm-data-heavy</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/flywheel-data-driven-growth</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/productivity-mirage-synthetic-productivity</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-invisible-problem</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-decision-you-cannot-delegate</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/count-the-wolves</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/authentic-swing</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/spring-cleaning-data</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/real-problem-data-structure</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-hidden-data-problem-promo</loc><changefreq>monthly</changefreq><priority>0.6</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/ai-agent-promotional-products</loc><changefreq>monthly</changefreq><priority>0.6</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/knowledge-engines-promo-products</loc><changefreq>monthly</changefreq><priority>0.6</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/promo-products-teach-tech</loc><changefreq>monthly</changefreq><priority>0.6</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-dealer-who-doesnt-know</loc><changefreq>monthly</changefreq><priority>0.6</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-k-shaped-dealer</loc><changefreq>monthly</changefreq><priority>0.6</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/the-oem-compliance-moat</loc><changefreq>monthly</changefreq><priority>0.6</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/anertia-what-we-were-really-building</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/what-anertia-taught-me-about-product-market-fit</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>
  <url><loc>https://www.ibuildsystems.io/newsroom/when-the-api-standard-is-the-problem</loc><changefreq>monthly</changefreq><priority>0.7</priority><lastmod>2026-06-15</lastmod></url>

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