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<loc>https://densitylabs.io/blog/yann-lecun-elaborated-on-his-support-for-open-source-large-learning-models/</loc>
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<lastmod>2024-08-14T00:00:00+00:00</lastmod>
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<lastmod>2024-08-15T00:00:00+00:00</lastmod>
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<lastmod>2024-08-15T00:00:00+00:00</lastmod>
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<lastmod>2024-08-16T00:00:00+00:00</lastmod>
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<lastmod>2024-08-16T00:00:00+00:00</lastmod>
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<lastmod>2024-08-17T00:00:00+00:00</lastmod>
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<lastmod>2024-08-17T00:00:00+00:00</lastmod>
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<lastmod>2024-08-18T00:00:00+00:00</lastmod>
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<lastmod>2024-08-18T00:00:00+00:00</lastmod>
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<lastmod>2024-08-19T00:00:00+00:00</lastmod>
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<loc>https://densitylabs.io/blog/harmonizing-sales-and-development-for-scalable-product-success-with-rich-mironov/</loc>
<lastmod>2024-08-20T00:00:00+00:00</lastmod>
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<lastmod>2024-08-21T00:00:00+00:00</lastmod>
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<lastmod>2024-08-21T00:00:00+00:00</lastmod>
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<lastmod>2024-08-22T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-08-24T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-08-25T00:00:00+00:00</lastmod>
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<lastmod>2024-08-26T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-08-28T00:00:00+00:00</lastmod>
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<lastmod>2024-08-29T00:00:00+00:00</lastmod>
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<url>
<loc>https://densitylabs.io/blog/would-you-wear-an-ai-friend/</loc>
<lastmod>2024-08-30T00:00:00+00:00</lastmod>
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<lastmod>2024-08-31T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-09-01T00:00:00+00:00</lastmod>
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<url>
<loc>https://densitylabs.io/blog/how-do-you-find-the-perfect-co-founder-for-your-startup/</loc>
<lastmod>2024-09-02T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-09-03T00:00:00+00:00</lastmod>
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<lastmod>2024-09-04T00:00:00+00:00</lastmod>
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<lastmod>2024-09-05T00:00:00+00:00</lastmod>
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<lastmod>2024-09-06T00:00:00+00:00</lastmod>
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<url>
<loc>https://densitylabs.io/blog/maximizing-opportunities-in-ai-startups-and-the-future-of-large-language-models/</loc>
<lastmod>2024-09-07T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-09-08T00:00:00+00:00</lastmod>
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<url>
<loc>https://densitylabs.io/blog/tomer-cohen-chief-product-officer-at-linkedin/</loc>
<lastmod>2024-09-09T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-09-10T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-09-11T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-09-12T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-09-13T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-09-14T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-09-15T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-09-16T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-09-17T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-09-18T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-09-20T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-10-08T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-11-07T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-11-28T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2024-12-04T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2025-01-28T00:00:00+00:00</lastmod>
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<url>
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<lastmod>2025-02-12T00:00:00+00:00</lastmod>
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<url>
<loc>https://densitylabs.io/blog/retrieval-augmented-generation-using-langchain-mongovdb/</loc>
<lastmod>2025-03-07T00:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/implement-qa-in-your-next-project/</loc>
<lastmod>2025-03-27T00:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/choosing-the-right-knowledge-base-app/</loc>
<lastmod>2025-03-30T00:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-the-aws-outage-took-16-hours/</loc>
<lastmod>2025-10-25T00:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/start-with-the-decision-the-ai-should-change/</loc>
<lastmod>2026-03-01T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-request-behind-the-request-is-rarely-a-model/</loc>
<lastmod>2026-03-01T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/watch-a-day-in-the-life-before-you-scope-the-ai/</loc>
<lastmod>2026-03-01T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/scope-to-the-input-you-have-not-the-one-you-wish-you-had/</loc>
<lastmod>2026-03-02T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-smallest-useful-version-fits-on-an-index-card/</loc>
<lastmod>2026-03-02T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/draw-the-current-workflow-before-you-automate-any-of-it/</loc>
<lastmod>2026-03-02T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/run-the-manual-baseline-before-you-scope-the-ai-feature/</loc>
<lastmod>2026-03-03T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/make-it-smart-is-a-wish-not-a-requirement/</loc>
<lastmod>2026-03-03T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-one-metric-that-decides-whether-the-feature-is-worth-building/</loc>
<lastmod>2026-03-03T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/feasibility-is-three-questions-you-can-ask-before-kickoff/</loc>
<lastmod>2026-03-04T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-frequency-test-how-often-does-this-decision-happen/</loc>
<lastmod>2026-03-04T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-the-volume-is-too-low-for-ai-to-ever-pay-off/</loc>
<lastmod>2026-03-04T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-wrong-problem-is-usually-the-loudest-one-in-the-room/</loc>
<lastmod>2026-03-05T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/who-to-interview-when-you-are-scoping-an-ai-feature/</loc>
<lastmod>2026-03-05T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-edge-cases-are-the-use-case/</loc>
<lastmod>2026-03-05T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/let-the-person-who-uses-the-output-define-good-enough/</loc>
<lastmod>2026-03-06T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-scope-creep-that-starts-with-while-were-at-it/</loc>
<lastmod>2026-03-06T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/scope-the-human-fallback-before-the-automated-path/</loc>
<lastmod>2026-03-06T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-ai-feature-that-only-needed-a-lookup-table/</loc>
<lastmod>2026-03-07T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/make-your-first-ai-use-case-boring-on-purpose/</loc>
<lastmod>2026-03-07T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-discovery-question-that-kills-half-of-ai-ideas/</loc>
<lastmod>2026-03-07T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/error-tolerance-is-a-scoping-input-not-an-afterthought/</loc>
<lastmod>2026-03-08T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/scope-to-one-persona-one-workflow-one-decision/</loc>
<lastmod>2026-03-08T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-requirement-hiding-inside-the-word-automatically/</loc>
<lastmod>2026-03-08T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/how-fast-does-the-answer-need-to-be/</loc>
<lastmod>2026-03-09T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/scope-around-the-data-you-are-allowed-to-use/</loc>
<lastmod>2026-03-09T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/success-criteria-have-to-be-falsifiable/</loc>
<lastmod>2026-03-09T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/what-the-sales-deck-left-out-of-the-scope/</loc>
<lastmod>2026-03-10T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/define-done-before-you-define-the-model/</loc>
<lastmod>2026-03-10T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-ai-idea-that-was-really-a-search-problem/</loc>
<lastmod>2026-03-10T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/decide-the-output-format-before-you-pick-the-model/</loc>
<lastmod>2026-03-11T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/map-where-the-answer-has-to-land-before-you-scope-the-model/</loc>
<lastmod>2026-03-11T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-discovery-step-that-finds-you-already-solved-this/</loc>
<lastmod>2026-03-11T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-the-honest-scope-is-automate-most-escalate-the-rest/</loc>
<lastmod>2026-03-12T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/volume-variety-and-value-triaging-a-first-ai-use-case/</loc>
<lastmod>2026-03-12T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/false-positive-or-missed-answer-scope-which-error-you-fear/</loc>
<lastmod>2026-03-12T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-use-case-that-needed-judgment-not-confidence/</loc>
<lastmod>2026-03-13T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/write-the-rejection-criteria-before-the-requirements/</loc>
<lastmod>2026-03-13T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/what-has-to-be-true-for-this-to-work/</loc>
<lastmod>2026-03-13T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-one-page-problem-statement-anyone-can-veto/</loc>
<lastmod>2026-03-14T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/cut-the-ten-percent-that-doubles-the-cost/</loc>
<lastmod>2026-03-14T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-the-bottleneck-is-upstream-of-what-you-want-to-automate/</loc>
<lastmod>2026-03-14T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/scope-the-before-and-after-so-you-can-prove-it-later/</loc>
<lastmod>2026-03-15T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-feature-that-solved-a-problem-the-users-did-not-have/</loc>
<lastmod>2026-03-15T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/discovery-found-a-broken-process-not-a-slow-one/</loc>
<lastmod>2026-03-15T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-ai-use-case-that-was-really-a-documentation-gap/</loc>
<lastmod>2026-03-16T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/could-and-should-are-different-filters-for-ai-ideas/</loc>
<lastmod>2026-03-16T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-pilot-scoped-to-a-slice-that-does-not-represent-production/</loc>
<lastmod>2026-03-16T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/scope-the-no-ai-baseline-you-are-trying-to-beat/</loc>
<lastmod>2026-03-17T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-kickoff-you-should-refuse-until-the-problem-is-named/</loc>
<lastmod>2026-03-17T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/prompt-worked-on-three-examples/</loc>
<lastmod>2026-03-17T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/system-prompt-nobody-reviews/</loc>
<lastmod>2026-03-18T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/few-shot-examples-became-your-spec/</loc>
<lastmod>2026-03-18T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/instruction-obeyed-until-one-more/</loc>
<lastmod>2026-03-18T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/prompt-assumed-user-like-you/</loc>
<lastmod>2026-03-19T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/prompt-with-no-examples-is-a-guess/</loc>
<lastmod>2026-03-19T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/prompt-length-is-a-cost/</loc>
<lastmod>2026-03-19T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/context-is-a-budget/</loc>
<lastmod>2026-03-20T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/lost-in-the-middle/</loc>
<lastmod>2026-03-20T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/pasting-whole-document-not-context-engineering/</loc>
<lastmod>2026-03-20T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/order-of-instruction-in-long-prompt/</loc>
<lastmod>2026-03-21T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/conversation-history-model-forgot-task/</loc>
<lastmod>2026-03-21T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/what-to-drop-when-context-fills/</loc>
<lastmod>2026-03-21T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/summarize-history-instead-of-shipping-all/</loc>
<lastmod>2026-03-22T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/retrieved-chunk-pushed-instructions-out/</loc>
<lastmod>2026-03-22T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/relevant-beats-recent-context/</loc>
<lastmod>2026-03-22T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/context-built-by-concatenation-never-read/</loc>
<lastmod>2026-03-23T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/tell-the-model-what-to-do/</loc>
<lastmod>2026-03-23T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/temperature-is-not-a-quality-knob/</loc>
<lastmod>2026-03-23T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/model-padded-every-answer/</loc>
<lastmod>2026-03-24T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/constrain-output-instead-of-parsing/</loc>
<lastmod>2026-03-24T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/refusal-you-wrote-into-system-prompt/</loc>
<lastmod>2026-03-24T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/model-answered-different-question/</loc>
<lastmod>2026-03-25T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/json-with-an-apology-on-top/</loc>
<lastmod>2026-03-25T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/schema-constrained-output-is-a-contract/</loc>
<lastmod>2026-03-25T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/enum-model-invented-a-value/</loc>
<lastmod>2026-03-26T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/validate-structured-output/</loc>
<lastmod>2026-03-26T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/required-field-model-skipped/</loc>
<lastmod>2026-03-26T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/parsing-model-output-with-regex/</loc>
<lastmod>2026-03-27T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/same-prompt-two-answers/</loc>
<lastmod>2026-03-27T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/nondeterminism-is-not-a-bug/</loc>
<lastmod>2026-03-27T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/pinning-the-seed/</loc>
<lastmod>2026-03-28T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/regenerate-button-nondeterminism/</loc>
<lastmod>2026-03-28T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/flaky-demo-was-nondeterminism/</loc>
<lastmod>2026-03-28T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/guardrail-model-can-talk-around/</loc>
<lastmod>2026-03-29T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/validate-output-not-just-input/</loc>
<lastmod>2026-03-29T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/guardrail-in-prompt-belonged-in-code/</loc>
<lastmod>2026-03-29T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/prompt-injection-input-handling/</loc>
<lastmod>2026-03-30T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/allowlist-before-first-user/</loc>
<lastmod>2026-03-30T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/second-model-to-check-the-first/</loc>
<lastmod>2026-03-30T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/jailbreak-users-found-first/</loc>
<lastmod>2026-03-31T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/prompt-edit-fixed-one-broke-five/</loc>
<lastmod>2026-03-31T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/regression-set-for-prompt-changes/</loc>
<lastmod>2026-03-31T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/prompt-change-is-a-deploy/</loc>
<lastmod>2026-04-01T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/ab-test-before-shipping-prompt/</loc>
<lastmod>2026-04-01T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/function-called-with-wrong-arguments/</loc>
<lastmod>2026-04-01T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/tool-model-would-not-call/</loc>
<lastmod>2026-04-02T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/model-called-tool-you-never-gave/</loc>
<lastmod>2026-04-02T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/fewer-tools-better-calls/</loc>
<lastmod>2026-04-02T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/tool-description-is-a-prompt/</loc>
<lastmod>2026-04-03T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-support-ticket-that-gave-your-ai-its-next-instruction/</loc>
<lastmod>2026-04-03T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-document-your-ai-trusted-more-than-your-instructions/</loc>
<lastmod>2026-04-03T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/your-system-prompt-is-not-a-security-boundary/</loc>
<lastmod>2026-04-04T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/jailbreak-and-prompt-injection-are-not-the-same-problem/</loc>
<lastmod>2026-04-04T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-agent-that-called-the-wrong-tool-for-the-right-reason/</loc>
<lastmod>2026-04-04T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-web-page-that-reprogrammed-your-browsing-agent/</loc>
<lastmod>2026-04-05T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-image-link-that-walked-your-data-out-the-door/</loc>
<lastmod>2026-04-05T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/treat-model-output-as-untrusted-input/</loc>
<lastmod>2026-04-05T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-email-your-ai-assistant-read-and-obeyed/</loc>
<lastmod>2026-04-06T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/attack-your-own-ai-feature-before-a-stranger-does/</loc>
<lastmod>2026-04-06T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-customer-data-you-did-not-know-you-were-sending-out/</loc>
<lastmod>2026-04-06T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-debug-log-that-quietly-stored-everyones-secrets/</loc>
<lastmod>2026-04-07T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/just-testing-with-real-data-is-how-the-leak-starts/</loc>
<lastmod>2026-04-07T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-one-users-answer-contains-another-users-data/</loc>
<lastmod>2026-04-07T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/redact-before-the-model-sees-it-not-after/</loc>
<lastmod>2026-04-08T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-crash-report-that-shipped-a-customers-data-to-a-third-party/</loc>
<lastmod>2026-04-08T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-default-setting-that-let-your-vendor-learn-from-your-data/</loc>
<lastmod>2026-04-08T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/where-your-prompts-actually-get-processed/</loc>
<lastmod>2026-04-09T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-analytics-tool-that-recorded-every-word/</loc>
<lastmod>2026-04-09T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-evaluation-set-full-of-real-customer-data/</loc>
<lastmod>2026-04-09T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-assistant-with-more-access-than-anyone-who-uses-it/</loc>
<lastmod>2026-04-10T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-ai-that-walked-around-your-row-level-security/</loc>
<lastmod>2026-04-10T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-agent-got-admin-because-admin-was-easiest/</loc>
<lastmod>2026-04-10T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/acting-on-behalf-of-a-user-is-not-acting-as-yourself/</loc>
<lastmod>2026-04-11T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-read-only-assistant-that-could-still-change-things/</loc>
<lastmod>2026-04-11T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-difference-between-the-ai-suggesting-and-the-ai-doing/</loc>
<lastmod>2026-04-11T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/you-cannot-answer-what-the-ai-did-last-tuesday/</loc>
<lastmod>2026-04-12T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/log-why-the-ai-decided-not-just-what-it-decided/</loc>
<lastmod>2026-04-12T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-customer-asked-why-the-ai-said-no-and-no-one-could-tell-them/</loc>
<lastmod>2026-04-12T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/reproducing-an-ai-decision-six-months-after-it-happened/</loc>
<lastmod>2026-04-13T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/logs-an-auditor-can-trust-are-logs-no-one-can-quietly-edit/</loc>
<lastmod>2026-04-13T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-clause-in-the-providers-terms-nobody-read/</loc>
<lastmod>2026-04-13T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-ai-feature-that-added-a-subprocessor-you-never-disclosed/</loc>
<lastmod>2026-04-14T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/what-your-model-vendors-outage-does-to-your-own-promises/</loc>
<lastmod>2026-04-14T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-open-model-with-a-training-history-nobody-could-vouch-for/</loc>
<lastmod>2026-04-14T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-unapproved-ai-tool-your-team-already-pasted-data-into/</loc>
<lastmod>2026-04-15T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-browser-extension-reading-your-internal-app/</loc>
<lastmod>2026-04-15T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/deleting-a-user-whose-data-lives-in-a-vector-store/</loc>
<lastmod>2026-04-15T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-risk-assessment-nobody-ran-for-the-ai-feature/</loc>
<lastmod>2026-04-16T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/explaining-an-automated-decision-you-cannot-explain/</loc>
<lastmod>2026-04-16T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-data-agreement-that-never-mentioned-ai/</loc>
<lastmod>2026-04-16T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/did-the-user-agree-to-have-their-words-sent-to-a-model/</loc>
<lastmod>2026-04-17T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/your-logs-keep-prompts-longer-than-your-policy-allows/</loc>
<lastmod>2026-04-17T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-refusal-that-should-have-happened-and-did-not/</loc>
<lastmod>2026-04-17T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-the-safety-check-errors-which-way-does-your-ai-fail/</loc>
<lastmod>2026-04-18T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/rate-limiting-is-a-safety-control-not-just-a-cost-control/</loc>
<lastmod>2026-04-18T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-confidence-score-users-trusted-more-than-they-should-have/</loc>
<lastmod>2026-04-18T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/telling-users-when-the-answer-came-from-a-model/</loc>
<lastmod>2026-04-19T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-knowledge-base-entry-that-told-the-ai-to-lie/</loc>
<lastmod>2026-04-19T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-trust-an-ai-feature-loses-in-a-single-wrong-answer/</loc>
<lastmod>2026-04-19T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/reviewing-code-nobody-wrote/</loc>
<lastmod>2026-04-20T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-pull-request-too-big-to-review/</loc>
<lastmod>2026-04-20T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/looks-right-the-expensive-phrase-in-ai-code-review/</loc>
<lastmod>2026-04-20T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-diff-that-passes-and-does-the-wrong-thing/</loc>
<lastmod>2026-04-21T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/review-throughput-becomes-the-bottleneck/</loc>
<lastmod>2026-04-21T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/review-the-intent-not-just-the-code/</loc>
<lastmod>2026-04-21T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/who-reviews-the-ai-suggestion/</loc>
<lastmod>2026-04-22T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-test-suite-that-assumed-output-never-changes/</loc>
<lastmod>2026-04-22T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/snapshot-tests-break-when-the-model-improves/</loc>
<lastmod>2026-04-22T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/testing-when-the-right-answer-is-a-range/</loc>
<lastmod>2026-04-23T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-regression-test-you-write-after-the-incident/</loc>
<lastmod>2026-04-23T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/test-harness-before-a-better-prompt/</loc>
<lastmod>2026-04-23T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/golden-transcripts-integration-test-for-a-conversation/</loc>
<lastmod>2026-04-24T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/testing-the-unhappy-path-ai-invents/</loc>
<lastmod>2026-04-24T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-staging-environment-that-lied/</loc>
<lastmod>2026-04-24T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-2am-page-nobody-can-debug/</loc>
<lastmod>2026-04-25T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-runbook-that-assumes-deterministic-failure/</loc>
<lastmod>2026-04-25T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-ai-incident-with-no-stack-trace/</loc>
<lastmod>2026-04-25T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/rolling-back-a-prompt-is-not-a-deploy/</loc>
<lastmod>2026-04-26T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-incident-caused-by-a-model-update/</loc>
<lastmod>2026-04-26T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-model-is-acting-weird-at-3am/</loc>
<lastmod>2026-04-26T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-kill-switch-you-wish-you-built/</loc>
<lastmod>2026-04-27T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/silent-degradation-the-outage-that-never-paged/</loc>
<lastmod>2026-04-27T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/where-ai-enters-your-sdlc/</loc>
<lastmod>2026-04-27T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-definition-of-done-that-forgot-the-model/</loc>
<lastmod>2026-04-28T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/branching-strategy-never-planned-for-prompts/</loc>
<lastmod>2026-04-28T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/feature-flags-for-ai-model-changes/</loc>
<lastmod>2026-04-28T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/prompt-changes-are-code-changes/</loc>
<lastmod>2026-04-29T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-changelog-that-skipped-the-prompt-edit/</loc>
<lastmod>2026-04-29T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/versioning-what-isnt-in-the-repo/</loc>
<lastmod>2026-04-29T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-most-ai-placements-fail-at-week-8/</loc>
<lastmod>2026-04-30T00:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-velocity-spike-that-hid-review-debt/</loc>
<lastmod>2026-04-30T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/faster-to-write-slower-to-trust/</loc>
<lastmod>2026-04-30T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-bottleneck-moves-from-typing-to-verifying/</loc>
<lastmod>2026-04-30T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/shipped-twice-as-much-understood-half/</loc>
<lastmod>2026-05-01T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/velocity-nobody-can-maintain/</loc>
<lastmod>2026-05-01T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-lines-shipped-stopped-meaning-anything/</loc>
<lastmod>2026-05-01T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/pairing-with-an-agent-that-never-says-i-dont-know/</loc>
<lastmod>2026-05-02T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-engineer-who-stopped-reading/</loc>
<lastmod>2026-05-02T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-to-take-the-keyboard-back/</loc>
<lastmod>2026-05-02T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/confidently-wrong-and-never-tired/</loc>
<lastmod>2026-05-03T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/onboarding-a-junior-next-to-an-agent/</loc>
<lastmod>2026-05-03T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-context-an-agent-wont-ask-for/</loc>
<lastmod>2026-05-03T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-standup-that-never-mentions-the-agents/</loc>
<lastmod>2026-05-04T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/retros-for-ai-features/</loc>
<lastmod>2026-05-04T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-demo-that-rewarded-the-wrong-thing/</loc>
<lastmod>2026-05-04T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/a-ritual-for-pruning-prompts-nobody-owns/</loc>
<lastmod>2026-05-05T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/planning-that-treats-ai-like-normal-work/</loc>
<lastmod>2026-05-05T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/design-review-for-ai-before-the-sprint/</loc>
<lastmod>2026-05-05T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-pairing-session-where-the-human-learned-nothing/</loc>
<lastmod>2026-05-06T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-team-that-slowed-down-at-the-right-moment/</loc>
<lastmod>2026-05-06T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-data-contract-nobody-wrote/</loc>
<lastmod>2026-05-06T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/schema-drift-starves-your-model/</loc>
<lastmod>2026-05-07T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/who-gets-paged-when-the-data-feed-goes-quiet/</loc>
<lastmod>2026-05-07T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/freshness-is-a-feature/</loc>
<lastmod>2026-05-07T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/data-lineage-debug-ai-answers/</loc>
<lastmod>2026-05-08T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-reconciliation-step-your-migration-skipped/</loc>
<lastmod>2026-05-08T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/backfill-or-incremental-load-strategy/</loc>
<lastmod>2026-05-08T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/five-versions-of-the-same-customer/</loc>
<lastmod>2026-05-09T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/form-validation-differences-break-ai/</loc>
<lastmod>2026-05-09T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-data-catalog-your-ai-project-keeps-not-having/</loc>
<lastmod>2026-05-09T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/rag-only-as-good-as-what-it-retrieves/</loc>
<lastmod>2026-05-10T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/chunking-decides-what-rag-can-find/</loc>
<lastmod>2026-05-10T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/stale-embeddings-knowledge-base/</loc>
<lastmod>2026-05-10T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-to-re-embed/</loc>
<lastmod>2026-05-11T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/metadata-unlock-for-retrieval/</loc>
<lastmod>2026-05-11T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/stale-document-confident-wrong-answer/</loc>
<lastmod>2026-05-11T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/access-scoped-retrieval/</loc>
<lastmod>2026-05-12T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/evaluate-retrieval-before-blaming-the-model/</loc>
<lastmod>2026-05-12T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/knowledge-base-nobody-owns-rots/</loc>
<lastmod>2026-05-12T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/duplicate-documents-inflate-retrieval/</loc>
<lastmod>2026-05-13T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/where-does-your-ground-truth-come-from/</loc>
<lastmod>2026-05-13T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/labeling-is-engineering-work/</loc>
<lastmod>2026-05-13T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-two-labelers-disagree/</loc>
<lastmod>2026-05-14T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-eval-set-that-never-changes/</loc>
<lastmod>2026-05-14T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/data-leakage-test-set-knows-the-answer/</loc>
<lastmod>2026-05-14T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/thumbs-up-down-is-training-data/</loc>
<lastmod>2026-05-15T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/rare-events-where-ai-fails/</loc>
<lastmod>2026-05-15T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/class-imbalance-99-percent-accuracy/</loc>
<lastmod>2026-05-15T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/data-versioning-cannot-reproduce/</loc>
<lastmod>2026-05-16T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-golden-dataset-is-a-product/</loc>
<lastmod>2026-05-16T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/cannot-buy-your-way-out-of-eval-set/</loc>
<lastmod>2026-05-16T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/data-drift-right-in-march-wrong-in-june/</loc>
<lastmod>2026-05-17T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/training-serving-skew/</loc>
<lastmod>2026-05-17T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/entity-resolution-unglamorous-work/</loc>
<lastmod>2026-05-17T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/deduplication-before-ai/</loc>
<lastmod>2026-05-18T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/normalizing-free-text-fields/</loc>
<lastmod>2026-05-18T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/cold-start-no-data-for-the-use-case/</loc>
<lastmod>2026-05-18T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/concept-drift-world-changes-labels-dont/</loc>
<lastmod>2026-05-19T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/last-write-wins-someone-had-to-design/</loc>
<lastmod>2026-05-19T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/timezone-timestamp-bugs-poison-training-data/</loc>
<lastmod>2026-05-19T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/local-models-need-narrow-clean-data/</loc>
<lastmod>2026-05-20T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/governing-inference-data/</loc>
<lastmod>2026-05-20T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/do-you-have-the-right-to-train-on-that-data/</loc>
<lastmod>2026-05-20T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/pii-does-not-disappear-in-embeddings/</loc>
<lastmod>2026-05-21T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/data-retention-windows-shrink-training-set/</loc>
<lastmod>2026-05-21T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/synthetic-data-launders-blind-spots/</loc>
<lastmod>2026-05-21T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/agents-turn-tool-outputs-into-data/</loc>
<lastmod>2026-05-22T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/observability-for-the-data-layer/</loc>
<lastmod>2026-05-22T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-feed-has-an-owner-or-an-outage/</loc>
<lastmod>2026-05-22T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/data-readiness-per-use-case/</loc>
<lastmod>2026-05-23T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-your-ai-feature-is-fast-in-the-demo-and-slow-under-load/</loc>
<lastmod>2026-05-23T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-p99-latency-problem-nobody-scopes-in-an-ai-pilot/</loc>
<lastmod>2026-05-23T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/what-happens-to-your-ai-feature-at-100x-the-requests/</loc>
<lastmod>2026-05-24T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-streaming-responses-hide-a-latency-problem/</loc>
<lastmod>2026-05-24T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-ai-call-that-blocks-a-whole-request/</loc>
<lastmod>2026-05-24T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-auth-handoff-that-strands-an-ai-feature/</loc>
<lastmod>2026-05-25T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-your-ai-feature-needs-a-service-account-not-a-personal-key/</loc>
<lastmod>2026-05-25T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/data-contracts-the-interface-an-ai-feature-breaks-first/</loc>
<lastmod>2026-05-25T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-the-crm-write-is-where-your-ai-pilot-dies/</loc>
<lastmod>2026-05-26T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/idempotency-for-ai-what-happens-when-the-model-runs-twice/</loc>
<lastmod>2026-05-26T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/logging-ai-calls-so-incidents-are-debuggable/</loc>
<lastmod>2026-05-26T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/tracing-a-request-through-an-ai-feature-across-services/</loc>
<lastmod>2026-05-27T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-token-bill-as-a-production-alert/</loc>
<lastmod>2026-05-27T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-the-model-got-worse-is-unprovable-without-output-logging/</loc>
<lastmod>2026-05-27T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/replay-reproducing-an-ai-failure-after-it-happens/</loc>
<lastmod>2026-05-28T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/how-do-you-roll-back-a-prompt-change-that-already-shipped/</loc>
<lastmod>2026-05-28T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-kill-switch-every-ai-feature-needs/</loc>
<lastmod>2026-05-28T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/shadow-mode-running-an-ai-feature-before-it-decides-anything/</loc>
<lastmod>2026-05-29T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/circuit-breakers-for-a-model-provider-that-goes-down/</loc>
<lastmod>2026-05-29T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/graceful-degradation-when-the-model-is-unavailable/</loc>
<lastmod>2026-05-29T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-your-test-suite-goes-green-and-the-ai-feature-regresses/</loc>
<lastmod>2026-05-30T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/deploying-a-prompt-change-without-a-full-release-cycle/</loc>
<lastmod>2026-05-30T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-eval-that-belongs-in-ci-not-in-a-notebook/</loc>
<lastmod>2026-05-30T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/making-a-non-deterministic-ai-pipeline-pass-reliably/</loc>
<lastmod>2026-05-31T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/versioning-prompts-like-code-because-they-are-code/</loc>
<lastmod>2026-05-31T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/idle-inference-infra-that-bleeds-budget/</loc>
<lastmod>2026-05-31T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/batching-vs-real-time-the-infra-decision-that-sets-your-ai-cost/</loc>
<lastmod>2026-06-01T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/caching-the-cheapest-performance-win-an-ai-feature-ignores/</loc>
<lastmod>2026-06-01T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/self-host-vs-api-the-cost-crossover-most-teams-get-wrong/</loc>
<lastmod>2026-06-01T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/autoscaling-an-ai-feature-without-paying-for-peak/</loc>
<lastmod>2026-06-02T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-day-the-provider-deprecated-the-endpoint-you-used/</loc>
<lastmod>2026-06-02T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/pinning-model-versions-why-latest-is-a-production-incident/</loc>
<lastmod>2026-06-02T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-the-provider-silently-changes-the-model/</loc>
<lastmod>2026-06-03T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/rate-limits-the-ceiling-your-ai-feature-hits-on-launch-day/</loc>
<lastmod>2026-06-03T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/a-provider-abstraction-so-one-vendor-outage-isnt-yours/</loc>
<lastmod>2026-06-03T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/feature-flagging-an-ai-feature-so-you-can-turn-it-off/</loc>
<lastmod>2026-06-04T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-your-staging-environment-lies-about-your-ai-feature/</loc>
<lastmod>2026-06-04T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/prod-data-your-ai-feature-never-saw-in-staging/</loc>
<lastmod>2026-06-04T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/rolling-out-an-ai-feature-to-1-percent-before-100/</loc>
<lastmod>2026-06-05T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-config-that-was-different-in-prod-and-broke-the-model/</loc>
<lastmod>2026-06-05T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/backpressure-what-a-slow-model-does-to-the-queue/</loc>
<lastmod>2026-06-05T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-the-ai-feature-works-until-the-rate-limit-resets/</loc>
<lastmod>2026-06-06T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/secrets-management-for-model-keys-and-the-leak-after-a-demo/</loc>
<lastmod>2026-06-06T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/moving-an-ai-feature-off-a-prototype-stack/</loc>
<lastmod>2026-06-06T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/cold-starts-the-first-request-after-a-quiet-hour/</loc>
<lastmod>2026-06-07T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-an-ai-feature-needs-a-dead-letter-queue/</loc>
<lastmod>2026-06-07T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/async-ai-results-and-the-systems-waiting-on-them/</loc>
<lastmod>2026-06-07T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/load-testing-an-ai-feature-when-every-request-costs-money/</loc>
<lastmod>2026-06-08T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/multi-region-what-breaks-when-your-ai-feature-crosses-a-boundary/</loc>
<lastmod>2026-06-08T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-on-call-runbook-an-ai-feature-ships-without/</loc>
<lastmod>2026-06-08T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-everyone-owns-the-ai-no-one-owns-the-ai/</loc>
<lastmod>2026-06-09T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-raci-chart-your-ai-feature-actually-needs/</loc>
<lastmod>2026-06-09T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/who-signs-off-when-the-model-is-wrong/</loc>
<lastmod>2026-06-09T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/your-ai-feature-needs-a-product-owner-not-a-sponsor/</loc>
<lastmod>2026-06-10T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/decision-rights-who-gets-to-say-the-ai-ships/</loc>
<lastmod>2026-06-10T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-ai-feature-with-no-name-on-it/</loc>
<lastmod>2026-06-10T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/staffing-an-ai-feature-the-roles-teams-forget/</loc>
<lastmod>2026-06-11T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-you-cant-staff-ai-with-only-senior-people/</loc>
<lastmod>2026-06-11T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-you-cant-staff-ai-with-only-junior-people/</loc>
<lastmod>2026-06-11T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-one-full-time-owner-rule-for-ai-in-production/</loc>
<lastmod>2026-06-12T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/vendor-vs-in-house-who-owns-the-outcome/</loc>
<lastmod>2026-06-12T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-handoff-that-kills-ai-pilots/</loc>
<lastmod>2026-06-12T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/who-owns-the-prompt/</loc>
<lastmod>2026-06-13T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/who-owns-the-eval-set/</loc>
<lastmod>2026-06-13T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-on-call-question-every-ai-feature-answers/</loc>
<lastmod>2026-06-13T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/accountability-for-agent-actions-the-credentials-trail/</loc>
<lastmod>2026-06-14T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-ai-decided-is-not-an-answer-to-a-customer/</loc>
<lastmod>2026-06-14T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-accountability-gap-between-demo-team-and-ops-team/</loc>
<lastmod>2026-06-14T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/change-management-is-an-ownership-problem/</loc>
<lastmod>2026-06-15T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-stakeholder-who-blocks-ai-owns-the-risk/</loc>
<lastmod>2026-06-15T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/aligning-stakeholders-when-no-one-agrees-what-done-means/</loc>
<lastmod>2026-06-15T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-hidden-veto-whose-approval-the-ai-feature-needs/</loc>
<lastmod>2026-06-16T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/hiring-for-ai-judgment-not-a-model-credential/</loc>
<lastmod>2026-06-16T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/your-first-ai-hire-should-not-be-a-data-scientist/</loc>
<lastmod>2026-06-16T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/build-the-team-before-you-build-the-model/</loc>
<lastmod>2026-06-17T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-senior-engineer-as-owner-not-just-reviewer/</loc>
<lastmod>2026-06-17T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-juniors-should-not-own-ai-they-cannot-debug/</loc>
<lastmod>2026-06-17T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-reviewer-who-rubber-stamps-ai-output-owns-it-anyway/</loc>
<lastmod>2026-06-18T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-the-ai-owner-leaves-the-bus-factor/</loc>
<lastmod>2026-06-18T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/documenting-who-decided-what-the-ai-decision-log/</loc>
<lastmod>2026-06-18T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-business-owner-has-to-sit-in-the-ai-review/</loc>
<lastmod>2026-06-19T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/accountability-without-authority-the-ai-lead-who-cant-change-anything/</loc>
<lastmod>2026-06-19T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-escalation-path-an-ai-feature-needs-before-launch/</loc>
<lastmod>2026-06-19T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/who-owns-the-cost-when-the-ai-bill-triples/</loc>
<lastmod>2026-06-20T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/who-owns-the-data-the-ai-touches/</loc>
<lastmod>2026-06-20T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-compliance-owner-your-ai-feature-needs-on-day-one/</loc>
<lastmod>2026-06-20T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-the-vendor-handles-it-is-where-accountability-hides/</loc>
<lastmod>2026-06-21T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/co-ownership-between-product-and-engineering-on-ai/</loc>
<lastmod>2026-06-21T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-ai-champion-problem-enthusiasm-is-not-ownership/</loc>
<lastmod>2026-06-21T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-a-steering-committee-cannot-own-an-ai-feature/</loc>
<lastmod>2026-06-22T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-accountability-contract-who-answers-for-what/</loc>
<lastmod>2026-06-22T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-the-ceo-owns-the-vision-but-no-one-owns-the-work/</loc>
<lastmod>2026-06-22T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/ownership-of-failure-who-can-say-we-should-kill-this/</loc>
<lastmod>2026-06-23T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-org-chart-that-quietly-decides-whether-your-ai-ships/</loc>
<lastmod>2026-06-23T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-decision-by-consensus-stalls-ai-features/</loc>
<lastmod>2026-06-23T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/who-owns-saying-no-to-an-ai-use-case/</loc>
<lastmod>2026-06-24T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/who-owns-retraining-the-model-that-ages/</loc>
<lastmod>2026-06-24T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-interface-nobody-owns-where-two-ai-teams-hand-off/</loc>
<lastmod>2026-06-24T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-ai-is-everyones-job-is-a-leadership-cop-out/</loc>
<lastmod>2026-06-25T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-ownership-review-the-meeting-that-keeps-ai-accountable/</loc>
<lastmod>2026-06-25T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/what-an-error-budget-looks-like-for-an-ai-feature/</loc>
<lastmod>2026-06-25T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-evaluation-you-can-run-before-you-have-a-single-user/</loc>
<lastmod>2026-06-26T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-90-accurate-is-a-number-that-means-almost-nothing/</loc>
<lastmod>2026-06-26T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/grading-the-grader-when-your-automated-judge-disagrees-with-your-users/</loc>
<lastmod>2026-06-26T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-regression-that-only-shows-up-at-the-tenth-percentile/</loc>
<lastmod>2026-06-27T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/what-to-log-now-so-you-can-evaluate-the-ai-later/</loc>
<lastmod>2026-06-27T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/offline-eval-and-online-eval-measure-two-different-things/</loc>
<lastmod>2026-06-27T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-acceptance-rate-is-your-product-spec-so-write-it-down/</loc>
<lastmod>2026-06-28T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-your-golden-dataset-rots-and-what-to-do-about-it/</loc>
<lastmod>2026-06-28T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/measuring-an-ai-feature-by-the-work-it-removes-not-the-answers-it-gives/</loc>
<lastmod>2026-06-28T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-math-of-small-error-rates-at-large-volume/</loc>
<lastmod>2026-06-29T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-your-pilots-95-felt-fine-and-productions-95-did-not/</loc>
<lastmod>2026-06-29T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-long-tail-of-inputs-your-pilot-never-saw/</loc>
<lastmod>2026-06-29T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/what-breaks-between-a-hundred-requests-a-day-and-a-hundred-thousand/</loc>
<lastmod>2026-06-30T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/concurrency-rate-limits-and-the-ceiling-nobody-load-tested/</loc>
<lastmod>2026-06-30T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-failure-mode-that-only-appears-after-the-hundredth-user/</loc>
<lastmod>2026-06-30T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-the-last-five-percent-of-accuracy-costs-more-than-the-first-ninety-five/</loc>
<lastmod>2026-07-01T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/load-is-a-feature-designing-for-the-traffic-you-hope-to-get/</loc>
<lastmod>2026-07-01T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-difference-between-it-works-and-it-works-often-enough/</loc>
<lastmod>2026-07-01T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-a-two-percent-error-rate-is-a-rounding-error-and-when-it-ends-the-project/</loc>
<lastmod>2026-07-02T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/unit-economics-is-the-ai-question-most-pilots-never-ask/</loc>
<lastmod>2026-07-02T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-cost-of-being-wrong-pricing-an-ai-error-into-the-model/</loc>
<lastmod>2026-07-02T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/cost-per-correct-answer-not-cost-per-call/</loc>
<lastmod>2026-07-03T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-the-human-review-step-eats-all-of-your-ai-savings/</loc>
<lastmod>2026-07-03T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-ai-roi-usually-shows-up-on-the-second-feature-not-the-first/</loc>
<lastmod>2026-07-03T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-margin-math-of-an-ai-feature-at-scale/</loc>
<lastmod>2026-07-04T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/free-at-prototype-expensive-at-production-the-compute-brake/</loc>
<lastmod>2026-07-04T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/how-to-budget-an-ai-feature-you-cannot-fully-predict/</loc>
<lastmod>2026-07-04T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-retry-tax-what-error-handling-costs-at-volume/</loc>
<lastmod>2026-07-05T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-a-cheaper-model-can-cost-more-once-you-count-the-retries/</loc>
<lastmod>2026-07-05T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-not-to-build-an-ai-feature-at-all/</loc>
<lastmod>2026-07-05T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/renting-a-frontier-model-versus-owning-a-smaller-one/</loc>
<lastmod>2026-07-06T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-switching-cost-you-sign-up-for-with-a-model-provider/</loc>
<lastmod>2026-07-06T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/build-the-workflow-buy-the-model/</loc>
<lastmod>2026-07-06T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/fine-tuning-is-a-commitment-not-a-setting/</loc>
<lastmod>2026-07-07T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/when-just-calling-the-api-is-the-right-architecture/</loc>
<lastmod>2026-07-07T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-model-will-change-under-you-so-design-for-that/</loc>
<lastmod>2026-07-07T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/buying-an-ai-product-versus-building-the-capability/</loc>
<lastmod>2026-07-08T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-proof-of-concept-that-should-have-stayed-a-spreadsheet/</loc>
<lastmod>2026-07-08T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-owning-your-evaluation-matters-more-than-owning-your-model/</loc>
<lastmod>2026-07-08T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-95-is-an-engineering-statistic-not-a-model-one/</loc>
<lastmod>2026-07-09T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/what-the-pilots-that-shipped-had-in-common/</loc>
<lastmod>2026-07-09T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/a-pilot-that-cannot-fail-teaches-you-nothing/</loc>
<lastmod>2026-07-09T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-two-week-look-before-the-six-month-build/</loc>
<lastmod>2026-07-10T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/measuring-feasibility-and-measuring-value-are-two-different-pilots/</loc>
<lastmod>2026-07-10T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-scoping-conversation-that-saves-the-six-figure-rebuild/</loc>
<lastmod>2026-07-10T15:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/the-ai-feature-that-was-never-worth-building/</loc>
<lastmod>2026-07-11T09:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/why-speed-to-demo-is-the-wrong-thing-to-optimize/</loc>
<lastmod>2026-07-11T12:00:00+00:00</lastmod>
</url>
<url>
<loc>https://densitylabs.io/blog/what-a-fixed-scope-diagnosis-actually-buys-you/</loc>
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