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  <url><loc>https://socialsander.app/articles/ai-agents-need-recoverability-before-autonomy-2026-08-07</loc><lastmod>2026-08-07</lastmod></url>
  <url><loc>https://socialsander.app/articles/good-products-remove-work-not-judgment-2026-08-07</loc><lastmod>2026-08-07</lastmod></url>
  <url><loc>https://socialsander.app/articles/a-new-interface-needs-new-success-metrics-2026-08-07</loc><lastmod>2026-08-07</lastmod></url>
  <url><loc>https://socialsander.app/articles/ai-makes-delivery-faster-it-also-moves-the-bottleneck-2026-08-08</loc><lastmod>2026-08-08</lastmod></url>
  <url><loc>https://socialsander.app/articles/internal-ai-spending-needs-a-kill-date-2026-08-09</loc><lastmod>2026-08-09</lastmod></url>
  <url><loc>https://socialsander.app/articles/product-managers-should-design-decisions-not-own-them-all-2026-08-10</loc><lastmod>2026-08-10</lastmod></url>
  <url><loc>https://socialsander.app/articles/do-not-remove-the-constraint-that-defines-your-product-2026-08-12</loc><lastmod>2026-08-12</lastmod></url>
  <url><loc>https://socialsander.app/articles/b2b-discovery-must-validate-buyer-user-and-operator-2026-08-15</loc><lastmod>2026-08-15</lastmod></url>
  <url><loc>https://socialsander.app/articles/provenance-belongs-in-the-product-workflow-2026-08-16</loc><lastmod>2026-08-16</lastmod></url>
  <url><loc>https://socialsander.app/articles/usage-is-not-adoption-until-it-can-survive-disclosure-2026-08-17</loc><lastmod>2026-08-17</lastmod></url>
  <url><loc>https://socialsander.app/articles/a-feed-is-an-incentive-system-not-just-an-interface-2026-08-18</loc><lastmod>2026-08-18</lastmod></url>
  <url><loc>https://socialsander.app/articles/every-ai-roadmap-needs-a-bundling-test-2026-08-20</loc><lastmod>2026-08-20</lastmod></url>
  <url><loc>https://socialsander.app/articles/roll-out-by-failure-boundary-not-user-count-2026-08-21</loc><lastmod>2026-08-21</lastmod></url>
  <url><loc>https://socialsander.app/articles/the-model-demo-is-not-the-product-review-2026-08-22</loc><lastmod>2026-08-22</lastmod></url>
  <url><loc>https://socialsander.app/articles/ai-business-cases-must-price-the-supervision-2026-08-25</loc><lastmod>2026-08-25</lastmod></url>
  <url><loc>https://socialsander.app/articles/ai-memory-needs-an-expiration-policy-2026-08-26</loc><lastmod>2026-08-26</lastmod></url>
  <url><loc>https://socialsander.app/articles/when-output-gets-cheap-product-teams-must-measure-removal-2026-08-27</loc><lastmod>2026-08-27</lastmod></url>
  <url><loc>https://socialsander.app/articles/roadmap-the-permission-ladder-before-the-ai-agent-2026-08-28</loc><lastmod>2026-08-28</lastmod></url>
  <url><loc>https://socialsander.app/articles/a-roadmap-is-also-a-capital-allocation-plan-2026-08-29</loc><lastmod>2026-08-29</lastmod></url>
  <url><loc>https://socialsander.app/articles/define-product-roles-by-decision-rights-not-task-lists-2026-08-30</loc><lastmod>2026-08-30</lastmod></url>
  <url><loc>https://socialsander.app/articles/audience-overlap-is-not-a-product-expansion-strategy-2026-08-31</loc><lastmod>2026-08-31</lastmod></url>
  <url><loc>https://socialsander.app/articles/measure-the-time-from-evidence-to-decision-2026-09-01</loc><lastmod>2026-09-01</lastmod></url>
  <url><loc>https://socialsander.app/articles/a-blank-prompt-is-a-product-team-avoiding-a-decision-2026-09-02</loc><lastmod>2026-09-02</lastmod></url>
  <url><loc>https://socialsander.app/articles/every-critical-integration-needs-a-replacement-path-2026-09-03</loc><lastmod>2026-09-03</lastmod></url>
  <url><loc>https://socialsander.app/articles/the-default-customer-hides-your-best-product-decisions-2026-09-04</loc><lastmod>2026-09-04</lastmod></url>
  <url><loc>https://socialsander.app/articles/a-pilot-without-a-stop-condition-is-already-in-production-2026-09-05</loc><lastmod>2026-09-05</lastmod></url>
  <url><loc>https://socialsander.app/articles/product-leaders-must-own-the-claims-their-products-make-2026-09-06</loc><lastmod>2026-09-06</lastmod></url>
  <url><loc>https://socialsander.app/articles/manual-mode-is-a-core-feature-not-a-failure-state-2026-09-07</loc><lastmod>2026-09-07</lastmod></url>
  <url><loc>https://socialsander.app/articles/internal-vocabulary-is-leaking-into-your-product-2026-09-08</loc><lastmod>2026-09-08</lastmod></url>
  <url><loc>https://socialsander.app/articles/when-building-gets-faster-review-becomes-the-bottleneck-2026-09-09</loc><lastmod>2026-09-09</lastmod></url>
  <url><loc>https://socialsander.app/articles/ambient-products-need-boundaries-not-engagement-goals-2026-09-10</loc><lastmod>2026-09-10</lastmod></url>
  <url><loc>https://socialsander.app/articles/not-all-friction-is-a-conversion-problem-2026-09-11</loc><lastmod>2026-09-11</lastmod></url>
  <url><loc>https://socialsander.app/articles/your-roadmap-has-an-assumption-limit-2026-09-12</loc><lastmod>2026-09-12</lastmod></url>
  <url><loc>https://socialsander.app/articles/product-teams-need-a-formal-right-to-dissent-2026-09-13</loc><lastmod>2026-09-13</lastmod></url>
  <url><loc>https://socialsander.app/articles/ai-agents-need-an-authority-map-not-just-permissions-2026-09-14</loc><lastmod>2026-09-14</lastmod></url>
  <url><loc>https://socialsander.app/articles/your-product-must-earn-the-context-switch-2026-09-15</loc><lastmod>2026-09-15</lastmod></url>
  <url><loc>https://socialsander.app/articles/usage-can-validate-demand-and-still-damage-the-business-2026-09-16</loc><lastmod>2026-09-16</lastmod></url>
  <url><loc>https://socialsander.app/articles/staff-product-teams-around-failure-modes-2026-09-17</loc><lastmod>2026-09-17</lastmod></url>
  <url><loc>https://socialsander.app/articles/discovery-is-incomplete-until-operations-can-survive-the-product-2026-09-18</loc><lastmod>2026-09-18</lastmod></url>
  <url><loc>https://socialsander.app/articles/evidence-quality-belongs-in-the-product-budget-2026-09-19</loc><lastmod>2026-09-19</lastmod></url>
  <url><loc>https://socialsander.app/articles/your-product-backlog-is-hiding-unfinished-decisions-2026-09-20</loc><lastmod>2026-09-20</lastmod></url>
  <url><loc>https://socialsander.app/articles/build-your-product-operating-model-around-coordination-costs-2026-10-01</loc><lastmod>2026-10-01</lastmod></url>
  <url><loc>https://socialsander.app/articles/ai-makes-product-removal-a-core-team-capability-2026-10-02</loc><lastmod>2026-10-02</lastmod></url>
  <url><loc>https://socialsander.app/articles/measure-whether-customers-recover-when-your-product-fails-2026-10-03</loc><lastmod>2026-10-03</lastmod></url>
  <url><loc>https://socialsander.app/articles/treat-distribution-access-as-a-product-dependency-2026-10-04</loc><lastmod>2026-10-04</lastmod></url>
  <url><loc>https://socialsander.app/articles/ai-output-needs-a-named-cost-owner-2026-10-05</loc><lastmod>2026-10-05</lastmod></url>
  <url><loc>https://socialsander.app/articles/dont-let-an-ai-assistant-advise-and-sell-in-the-same-voice-2026-10-06</loc><lastmod>2026-10-06</lastmod></url>
  <url><loc>https://socialsander.app/articles/do-not-automate-away-the-work-that-builds-judgment-2026-10-29</loc><lastmod>2026-10-29</lastmod></url>
  <url><loc>https://socialsander.app/articles/forced-adoption-produces-bad-product-evidence-2026-10-30</loc><lastmod>2026-10-30</lastmod></url>
  <url><loc>https://socialsander.app/articles/a-product-expansion-must-earn-the-right-to-share-the-brand-2026-11-01</loc><lastmod>2026-11-01</lastmod></url>
  <url><loc>https://socialsander.app/articles/customer-access-is-now-production-infrastructure-2026-11-02</loc><lastmod>2026-11-02</lastmod></url>
  <url><loc>https://socialsander.app/articles/when-building-gets-cheap-products-get-harder-to-understand-2026-11-03</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/articles/spec-driven-development-reframes-an-old-requirements-problem</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/articles/every-automated-decision-needs-a-receipt-2026-11-04</loc><lastmod>2026-11-04</lastmod></url>
  <url><loc>https://socialsander.app/articles/ai-products-need-an-authority-ladder-not-an-autonomy-toggle-2026-11-05</loc><lastmod>2026-11-05</lastmod></url>
  <url><loc>https://socialsander.app/articles/your-roadmap-needs-an-absorption-limit-2026-11-06</loc><lastmod>2026-11-06</lastmod></url>
  <url><loc>https://socialsander.app/articles/supplier-momentum-is-not-customer-demand-2026-11-07</loc><lastmod>2026-11-07</lastmod></url>
  <url><loc>https://socialsander.app/articles/treat-deliberate-exclusions-as-product-decisions-2026-11-08</loc><lastmod>2026-11-08</lastmod></url>
  <url><loc>https://socialsander.app/articles/test-the-deal-breaker-before-you-build-the-delight-2026-11-09</loc><lastmod>2026-11-09</lastmod></url>
  <url><loc>https://socialsander.app/cases/one-partner-identity-unlocked-five-initiatives</loc><lastmod>2026-11-02</lastmod></url>
  <url><loc>https://socialsander.app/cases/scaling-partner-acquisition-through-inbound</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/cases/turning-strategy-into-team-action</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/cases/coaching-product-owner-through-conflict</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/cases/refocusing-a-team-through-a-market-shift</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/cases/team-owned-experimentation-practice</loc><lastmod>2026-11-02</lastmod></url>
  <url><loc>https://socialsander.app/cases/modernising-a-declining-product-safely</loc><lastmod>2026-11-02</lastmod></url>
  <url><loc>https://socialsander.app/cases/building-b2b-marketplace-from-zero</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/cases/proving-lead-qualification-before-building-it</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/cases/growing-product-owners-into-product-managers</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/cases/predicting-partner-churn-before-it-happened</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/cases/building-everyday-feedback-culture</loc><lastmod>2026-11-02</lastmod></url>
  <url><loc>https://socialsander.app/cases/one-front-end-for-dozens-of-websites</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/cases/piloting-ai-with-honest-judgement</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/cases/automating-regional-ad-targeting</loc><lastmod>2026-11-02</lastmod></url>
  <url><loc>https://socialsander.app/cases/killing-an-idea-with-data</loc><lastmod>2026-11-02</lastmod></url>
  <url><loc>https://socialsander.app/cases/killing-my-ai-golf-coach-idea</loc><lastmod>2026-11-02</lastmod></url>
  <url><loc>https://socialsander.app/cases/turning-feedback-into-concrete-communication</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/cases/extra-bookings-through-site-speed</loc><lastmod>2026-11-02</lastmod></url>
  <url><loc>https://socialsander.app/cases/two-departments-one-focused-rebuild</loc><lastmod>2026-11-03</lastmod></url>
  <url><loc>https://socialsander.app/cases/from-averages-to-per-lead-predictions</loc><lastmod>2026-11-02</lastmod></url>
  <url><loc>https://socialsander.app/cases/feature-factory-to-outcome-ownership</loc><lastmod>2026-11-03</lastmod></url>
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