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<title>Notes, William Delehanty</title>
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<description>Short pieces on attribution, lifecycle with a small team, and what changed with AI in the loop.</description>
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<title>What AI actually changed in the workflow, and what it didn&#x27;t</title>
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<pubDate>Thu, 03 Sep 2026 12:00:00 +0000</pubDate>
<description>Two lists after a few years of AI in production: the drafts, the operator&#x27;s seat, and the cost of a regression changed. The approval, the judgment calls, and the handoff did not.</description>
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<title>Lifecycle with a team of two</title>
<link>https://williamdelehanty.com/notes/lifecycle-with-a-team-of-two/</link>
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<pubDate>Thu, 03 Sep 2026 12:00:00 +0000</pubDate>
<description>How two people run ten or more concurrent lifecycle programs: the standard, the checklist, the prompt library, and the two-bucket model, written down first.</description>
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<title>Attribution honesty</title>
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<pubDate>Thu, 03 Sep 2026 12:00:00 +0000</pubDate>
<description>Why the influenced number and the direct-booked number live in different sentences, and the reporting rules that keep both defensible.</description>
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