1113 lines
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<meta property="article:published_time" content="2026-07-17T16:46:47+00:00" />
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<div class="f5 mb-5 mb-md-8"><span><span><a class="Link--primary" href="https://github.blog/">Home</a></span> <span class="mx-2 opacity-5">/</span> <span><a class="Link--primary" href="https://github.blog/engineering/">Engineering</a></span></span></div> <h1 class="h3-mktg lh-condensed mb-3 color-fg-default">The cost of saying yes has changed</h1> <div class="f4-mktg color-fg-muted">
|
||
<p>The cost of writing code dropped; the cost of owning it didn’t. A framework for deciding which changes are actually cheap in the AI era.</p>
|
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<a href="https://github.blog/author/dmabuada/" title="Posts by Dalia Abuadas" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Dalia Abuadas</a> </span>
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<div data-color-mode="auto" data-light-theme="light_tritanopia" class="d-flex flex-column flex-md-row text-mono color-fg-muted">
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<time datetime="2026-07-17" class="d-block">
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July 17, 2026 </time>
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6 minutes </div>
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<section class="col-12 col-md-8 col-lg-7 post__content is-layout-constrained post-97604 post type-post status-publish format-standard has-post-thumbnail hentry category-career-growth category-developer-skills category-engineering tag-ai tag-code-review tag-engineering">
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<!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.0 Transitional//EN" "http://www.w3.org/TR/REC-html40/loose.dtd">
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<html><body><p class="wp-block-paragraph">The most expensive part of a small feature request used to be writing the code. Now it’s usually the meeting about whether or not to write the code.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">That’s a real shift, and it quietly breaks a lot of engineering instincts. Engineers learn early that most “small asks” aren’t small: they need tests, a rollout plan, someone to think through the edge cases and own the behavior after it ships. A two-hour change can become a two-week distraction if it touches the wrong part of the system. So we push back. Is this really needed? Does it belong in this release? Does it change a contract we already agreed to? I’m not giving that instinct up.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">But it rests on an assumption that’s quietly breaking, which is that writing the first version of the code is the expensive step. For a specific class of change, it no longer is. If you can tell those changes apart from the rest, you can replace “is this in scope?” with a question you can answer in thirty minutes instead of a two-day debate.</p>
|
||
|
||
|
||
|
||
<h2 id="h-the-debate-often-costs-more-than-the-patch" class="wp-block-heading">The debate often costs more than the patch</h2>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Here’s a pattern I keep seeing. Someone asks for a small change such as surfacing a <code>last_active_at</code> timestamp that already exists in the backend on a settings page. The team spends forty minutes in a thread. One person says it sounds risky. Someone remembers a related migration from two years ago. Someone mentions the deadline. Eventually we land on “probably a day or two, could be more,” with low confidence, primarily because nobody has actually tried it.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">That process made sense when trying was the expensive part. You had to stop what you were doing, load the context into your head, make the change by hand, write the tests, then discover the second- and third-order consequences. When the first attempt is cheap, defending the boundary can cost more than crossing it.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">An agent can produce that first patch in the time the thread takes to warm up. It’s not free and definitely not automatically correct. But it is cheap enough that the smart move is often to stop guessing and look at a real diff.</p>
|
||
|
||
|
||
|
||
<h2 id="h-the-first-patch-is-a-price-check-not-the-product" class="wp-block-heading">The first patch is a price check, not the product</h2>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">The mistake is to treat the generated patch as the deliverable. It isn’t. It’s a probe. It turns an abstract scope argument into a concrete artifact you can interrogate:</p>
|
||
|
||
|
||
|
||
<ul class="wp-block-list">
|
||
<li>Does it touch the files you expected, or does it sprawl across five packages?</li>
|
||
|
||
|
||
|
||
<li>Are the tests obvious, or does the change resist being tested?</li>
|
||
|
||
|
||
|
||
<li>Does it preserve the existing abstractions?</li>
|
||
|
||
|
||
|
||
<li>Does it quietly require a new product decision?</li>
|
||
|
||
|
||
|
||
<li>Would you be comfortable owning this behavior six months from now?</li>
|
||
</ul>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Those are better questions than “does this feel like scope creep?” because now you’re arguing from evidence instead of vibes. If the <code>last_active_at</code> field comes back as a four-line diff with a passing test, ship it. The debate was the expensive part. However, if that same request comes back touching the auth middleware, you’ve learned the request was never small. Not only that, you learned this in thirty minutes instead of two days.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">This is not letting the AI decide. It’s using the AI to make human judgment cheaper and better-informed.</p>
|
||
|
||
|
||
|
||
<h2 id="h-cheap-to-write-is-not-the-same-as-cheap-to-own" class="wp-block-heading">Cheap to write is not the same as cheap to own</h2>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Here’s the trap, and it’s the most important distinction of the AI era. A <strong>change is not cheap just because the code was cheap to generate. It’s cheap only if a human can confidently review and own the result.</strong></p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">A thousand-line diff that technically passes but nobody wants to own is not a cheap change. It’s a deferred cost. So the dividing line in that case isn’t “can an agent write this?” It’s “can a person validate it?”</p>
|
||
|
||
|
||
|
||
<ul class="wp-block-list">
|
||
<li>Adding a display field that already exists in the backend is usually cheap.</li>
|
||
|
||
|
||
|
||
<li>Changing authorization behavior is not cheap, no matter how clean the diff.</li>
|
||
|
||
|
||
|
||
<li>Refactoring a well-tested helper is usually cheap.</li>
|
||
|
||
|
||
|
||
<li>Changing data-retention semantics is not cheap.</li>
|
||
</ul>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Plenty of changes still deserve a hard no even when the code is trivial. This includes anything that moves the product contract, creates a support burden, or touches privacy, billing, or compliance. AI lowers the cost of <em>producing</em> a candidate. It does nothing to lower the cost of <em>owning</em> one.</p>
|
||
|
||
|
||
|
||
<h2 id="h-move-scope-discipline-closer-to-the-evidence" class="wp-block-heading">Move scope discipline closer to the evidence</h2>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Traditionally, scope discipline happened before implementation, because implementation was the expensive thing to protect. Now some of that discipline can move to review. That doesn’t mean skipping planning. It means being precise about which planning actually pays off.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Before relitigating a small change, ask for a constrained attempt. The constraints are the whole point.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Produce the smallest possible patch. Keep it behind the existing feature flag. Don’t change the public contract. Add or update tests. List every file you touched and call out anything risky.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">If the agent can’t produce a clean patch under those constraints, the request was bigger than you thought, and you know it carries a real ownership cost before anyone commits to it. If it can, that tells you something too. Either way you’ve replaced “is this in scope?” with “here’s what it costs. Do we want to pay it?”</p>
|
||
|
||
|
||
|
||
<h2 id="h-the-new-skill-is-pricing-uncertainty" class="wp-block-heading">The new skill is pricing uncertainty</h2>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">The best engineers in an AI-assisted world won’t be the ones who say yes to everything, and they won’t be the ones who reflexively say no. They’ll be the ones who can price uncertainty fast. They’ll know when a request is a product decision wearing an implementation costume, when review will be harder than writing, and when a change is small enough that the fastest responsible answer is to just try it.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">That last one is genuinely new. “Try it and see” used to mean pulling a developer off other work. Now, for the right kind of task, it means handing an agent a bounded assignment and using the result to make a better call. Less time guessing, more time supervising. Less time treating implementation as a black box, more time evaluating concrete artifacts.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Scope creep is still real. But “no, because any new code is too expensive” is a much weaker argument than it was two years ago. The cost of producing code has dropped. The cost of understanding, reviewing, and owning it didn’t. So the question worth asking shifted from “is this more work?” to “where’s the real cost?” And sometimes, for a small, bounded change, the real cost is just finding out.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">The cost of saying yes has changed. The cost of saying no should change with it.</p>
|
||
</body></html>
|
||
|
||
<section class="my-6 my-md-8 mt-md-0">
|
||
<hr class="post-tags-separator border-0 mt-0 mb-2" />
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<div class="d-flex flex-shrink-0 flex-items-start">
|
||
<h2 class="text-mono f4-mktg py-1 mr-3 flex-shrink-0">Tags:</h2>
|
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<ul class="d-flex flex-wrap px-0 my-0 list-style-none post-tags">
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<li class="my-0">
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<a href="https://github.blog/tag/ai/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag">
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AI </a>
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||
<a href="https://github.blog/tag/code-review/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag">
|
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code review </a>
|
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|
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<li class="my-0">
|
||
<a href="https://github.blog/tag/engineering/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag">
|
||
engineering </a>
|
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||
<div class="mt-8 mb-8 mb-md-0">
|
||
<h2 class="h5-mktg">
|
||
Written by </h2>
|
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<div class="gradient-separator mt-3 mb-4"></div>
|
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<article class="author-bio mb-5 mb-md-4">
|
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<div class="author-bio__content">
|
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<div class="author-bio__avatar">
|
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<picture>
|
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<source srcset="https://avatars.githubusercontent.com/u/5923128?v=4&s=200" width="120" height="120" media="(min-width: 768px)" />
|
||
<img class="d-block circle" src="https://avatars.githubusercontent.com/u/5923128?v=4&s=200" alt="Dalia Abuadas" width="80" height="80" loading="lazy" decoding="async" >
|
||
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|
||
</div>
|
||
<header class="author-bio__header">
|
||
<h3 class="f3-mktg text-bold mb-1">
|
||
<a href="https://github.blog/author/dmabuada/" class="Link--primary color-fg-default">Dalia Abuadas</a>
|
||
</h3>
|
||
<p class="mb-0 f4 lh-condensed">
|
||
<a href="https://github.com/dmabuada" target="_blank">@dmabuada</a>
|
||
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|
||
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|
||
<div class="author-bio__bio f4 lh-default">
|
||
<p>Dalia is a software engineer on GitHub's Copilot Agent Control Plane team, building the subagent governance layer for Copilot customers.</p>
|
||
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</article>
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<h2 id="table-of-contents-title" class="h5-mktg aside-heading pb-3 border-bottom color-border-muted mb-3">Table of Contents</h2>
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<ul class="list-style-none table-of-contents">
|
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<li class="position-relative mt-2">
|
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<a class="d-block f5-mktg text-semibold Link--primary px-3 py-2 rounded-3" href="#h-the-debate-often-costs-more-than-the-patch">
|
||
<div class="mb-2px">The debate often costs more than the patch</div>
|
||
</a>
|
||
</li>
|
||
<li class="position-relative mt-2">
|
||
<a class="d-block f5-mktg text-semibold Link--primary px-3 py-2 rounded-3" href="#h-the-first-patch-is-a-price-check-not-the-product">
|
||
<div class="mb-2px">The first patch is a price check, not the product</div>
|
||
</a>
|
||
</li>
|
||
<li class="position-relative mt-2">
|
||
<a class="d-block f5-mktg text-semibold Link--primary px-3 py-2 rounded-3" href="#h-cheap-to-write-is-not-the-same-as-cheap-to-own">
|
||
<div class="mb-2px">Cheap to write is not the same as cheap to own</div>
|
||
</a>
|
||
</li>
|
||
<li class="position-relative mt-2">
|
||
<a class="d-block f5-mktg text-semibold Link--primary px-3 py-2 rounded-3" href="#h-move-scope-discipline-closer-to-the-evidence">
|
||
<div class="mb-2px">Move scope discipline closer to the evidence</div>
|
||
</a>
|
||
</li>
|
||
<li class="position-relative mt-2">
|
||
<a class="d-block f5-mktg text-semibold Link--primary px-3 py-2 rounded-3" href="#h-the-new-skill-is-pricing-uncertainty">
|
||
<div class="mb-2px">The new skill is pricing uncertainty</div>
|
||
</a>
|
||
</li>
|
||
</ul>
|
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</nav>
|
||
</div>
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