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Out of the box, agents produce literally average code. Steering is how you take control.
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͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5"><br>
Hey Andrea,<br>
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<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">You might have seen my <a href="https://7751c435.click.kit-mail3.com/4zu902mw77behp7266qaxh63oqokkuqnn5562538zewkdzn0rr794qn6wew8xq6d6gz82dn9n7p4lqx3qxkgdq7dvgwx5lx0mlz3n6m4l8mpem5o6qo4dvod463swwddq/58hvh8ug6v38g3b7u4/aHR0cHM6Ly93d3cuYWloZXJvLmRldi9zL2NyYXNoLWNvdXJzZS1haWUtdGFsaw==" style="color:#0875c1" url-id="1879700773">viral talk from AIE</a>, now with over 1 million views on YouTube alone, where I talked about how AI coding “accelerates software entropy.” It’s worth a watch if you haven’t.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">But AI coding agents don’t “choose” entropy.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">Out of the box, coding agents produce literally average code, because that’s what LLMs do: probabilistic next-token prediction that uses a most-likely weighting based on all the code they were ever trained on.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">And by definition, the most-likely (aka average) is often just not that great.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">But that’s before you take into consideration the other layers I’ve talked about, the layers you can design, tweak, and control.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">Agents do things software engineers hate mainly because of…</p>
<ol style="margin:1em 0;margin-left:1em;padding:0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5;list-style-position:outside !important">
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">A fuzzy or nonexistent picture of “done” for the specific task at hand, which you can fix by using <code>grill-me</code>
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<li style="padding:0 0 0 1em;margin:0;margin-left:1em">A poorly structured working environment without positive feedback loops, which you can create using good coding practices and my other AI Coding Loop skills</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">Contradictory, ad hoc, or nonexistent steering, which we’re going to talk about today</li>
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<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">Unlike a human coworker, the model performs down to your expectations.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">That’s why steering (that third element!) is critical. And why it’s the focus of today’s email.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">Steering is the term for guiding your coding agent in the direction you want, while it’s working. Skills like <code>/grill-me</code> work so well because they make the destination clear.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">But steering is what keeps your agent on the straight and narrow on its way there.</p>
<h2 style="font-weight:bold;font-style:normal;font-size:1em;margin:0;font-size:1.5em;margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#000000;line-height:1.5">So how exactly do you steer your agents?</h2>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">You have a handful of common tools and techniques at your disposal:</p>
<ul style="margin:1em 0;margin-left:1em;padding:0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5;list-style-position:outside !important">
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">your <a href="https://7751c435.click.kit-mail3.com/4zu902mw77behp7266qaxh63oqokkuqnn5562538zewkdzn0rr794qn6wew8xq6d6gz82dn9n7p4lqx3qxkgdq7dvgwx5lx0mlz3n6m4l8mpem5o6qo4dvod463swwddq/g3hnhwumqdg5mwh3u9/aHR0cHM6Ly93d3cuYWloZXJvLmRldi9zL2NyYXNoLWNvdXJzZS1hZ2VudHMtbWQ=" style="color:#0875c1" url-id="1879700776">AGENTS.md</a> file, and the instructions inside</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">skills you’ve created or installed</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">agent memory</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">agent permissions</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">last but not least: token management</li>
</ul>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">You’ll learn about, implement, and practice with each of these layers in my <a href="https://7751c435.click.kit-mail3.com/4zu902mw77behp7266qaxh63oqokkuqnn5562538zewkdzn0rr794qn6wew8xq6d6gz82dn9n7p4lqx3qxkgdq7dvgwx5lx0mlz3n6m4l8mpem5o6qo4dvod463swwddq/3ohphdu3poxl35hpun/aHR0cHM6Ly93d3cuYWloZXJvLmRldi9zL2NyYXNoLWNvdXJzZQ==" style="color:#0875c1" url-id="1879700778">AI Coding Crash Course</a>, but here’s a quick summary of how each one contributes to your control:</p>
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<th bgcolor="#f2f2f2" style="border:1px solid #d0d0d0;background:#f2f2f2;padding:8px 10px;text-align:left;width:32%;">What it is</th>
<th bgcolor="#f2f2f2" style="border:1px solid #d0d0d0;background:#f2f2f2;padding:8px 10px;text-align:left;">How it gives you control</th>
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<td style="vertical-align:top;border:1px solid #d0d0d0;padding:8px 10px;vertical-align:top;"><strong>AGENTS.md</strong></td>
<td style="vertical-align:top;border:1px solid #d0d0d0;padding:8px 10px;vertical-align:top;">Holds the universal rules for the agent that are loaded at the start of every session, with things like pointers to commonly-used parts of the codebase for quick navigation.</td>
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<td style="vertical-align:top;border:1px solid #d0d0d0;padding:8px 10px;vertical-align:top;"><strong>Skills</strong></td>
<td style="vertical-align:top;border:1px solid #d0d0d0;padding:8px 10px;vertical-align:top;">Reusable and composable bundles of instructions, patterns, and code. Pre-built Skills like <code>grill-me</code> can help the agent run a process.<br><br>Some can be invoked only when needed (to prevent bloat), others automatically chosen by the agent when they’re relevant.</td>
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<td style="vertical-align:top;border:1px solid #d0d0d0;padding:8px 10px;vertical-align:top;"><strong>Memory</strong></td>
<td style="vertical-align:top;border:1px solid #d0d0d0;padding:8px 10px;vertical-align:top;">Automatic storage of some rules and instructions and preferences you tell your agent directly.<br><br>Sounds amazing, but memory can be a double edged sword, so it’s useful to know how to prune the hidden memory files or even when to disable the feature entirely.</td>
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<td style="vertical-align:top;border:1px solid #d0d0d0;padding:8px 10px;vertical-align:top;"><strong>Permissions</strong></td>
<td style="vertical-align:top;border:1px solid #d0d0d0;padding:8px 10px;vertical-align:top;">The hard stop for your agent: most of the worst “AI catastrophes” you’ve heard of are due to sloppy permissions regimes.<br><br>The right permission setting balances speed with control, which can vary per project or even per task.</td>
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<td style="vertical-align:top;border:1px solid #d0d0d0;padding:8px 10px;vertical-align:top;"><strong>Token management</strong></td>
<td style="vertical-align:top;border:1px solid #d0d0d0;padding:8px 10px;vertical-align:top;">While not explicitly a steering control in itself, token management is a crucial part of making sure your model doesn’t slip into the “dumb zone” where even the best instructions and memory go out the window.</td>
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<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">Of course, you’ll learn ALL of these concepts and how to apply them effectively in the Crash Course 😎.</p>
<h2 style="font-weight:bold;font-style:normal;font-size:1em;margin:0;font-size:1.5em;margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#000000;line-height:1.5">Yes, this can feel as strange as it sounds</h2>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">At first, the entire concept of steering an agent can feel a bit alien.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">Most of the other steps in my real engineering process have obvious corollaries to thirty-plus years of classic software engineering know-how, but steering feels… new.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">But steering an agent has familiar roots, too.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">If you’ve worked with a team of any size, the elements of agentic steering have a lot in common with the standards you’d set with a team of people through meetings and relationships, company culture, style guides, onboarding, code review, and rules.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">The difference is that people learn from working with each other, day to day… and models don’t.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">Without steering in place, agents can respond in seemingly randomized ways to the same request, even when everything else stays exactly the same.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">Without steering, agents are amnesiacs, forgetting almost everything you told them between sessions. (And what they do “remember” can seem random, too.)</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">This surprises a lot of people, especially when they get great results from an agent the first time, but can’t get it to behave the exact same way ever again.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">This misunderstanding is core to so many AI coding frustrations & failures.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">My advice is to think of steering more like a framework: a deliberate set of practices and tools that you set up and maintain. And it’s the only way to guide an LLM’s behavior reliably in every session.</p>
<h2 style="font-weight:bold;font-style:normal;font-size:1em;margin:0;font-size:1.5em;margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#000000;line-height:1.5">To move fast with agents, you must be deliberate</h2>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">If there’s one idea I want you to take away from my emails, it’s this:</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">It’s just as easy to go fast in the wrong direction as it is to go fast in the right one.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">LLMs are a force and speed multiplier. They can help you go very, very fast and make incredible things.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">But success at that speed requires you to make choices that will ensure your agent doesn’t end up at the wrong destination…or worse.</p>
<h2 style="font-weight:bold;font-style:normal;font-size:1em;margin:0;font-size:1.5em;margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#000000;line-height:1.5">Ready to take the wheel?</h2>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">Steering is the final element that separates AI coding success from the failures you hear about every day, and it’s time for you to take control.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">You can learn to intentionally and mindfully steer your agent in the right direction, keeping it in its lane.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">My AI coding crash course will help you take the wheel at every level. You’ll…</p>
<ul style="margin:1em 0;margin-left:1em;padding:0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5;list-style-position:outside !important">
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">learn how the models work</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">learn to use your harness interface like a pro</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">practice specifying clear and actionable work that guides your model through a repeatable process across a single session, or many sessions</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">how to manage your token usage and keep your agent in the smart zone</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">how to keep code quality high</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">how to control your agent’s behavior through steering, including using AGENTS.md, skills, managing automatic memory and context management</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">…and a whole lot more.</li>
</ul>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">You’ll get mindset, background, and hands-on experience at every step.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">But time is running out for the early bird discount. So if you want to put yourself in the driver’s seat, now is the best time to enroll.</p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5"><a href="https://7751c435.click.kit-mail3.com/4zu902mw77behp7266qaxh63oqokkuqnn5562538zewkdzn0rr794qn6wew8xq6d6gz82dn9n7p4lqx3qxkgdq7dvgwx5lx0mlz3n6m4l8mpem5o6qo4dvod463swwddq/3ohphdu3poxl35hpun/aHR0cHM6Ly93d3cuYWloZXJvLmRldi9zL2NyYXNoLWNvdXJzZQ==" style="color:#0875c1" url-id="1879700778"><strong>Save $100 if you enroll by Monday Aug 24 at midnight PT</strong></a></p>
<p style="margin:1em 0;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;color:#2d2d2f;font-size:16px;line-height:1.5">- Matt</p>
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