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The request logger showed me what my harness was really sending.
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͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<table cellpadding="0" cellspacing="0" style="border-collapse:separate;mso-table-lspace:0pt;mso-table-rspace:0pt;width:100%;margin:0 auto"><tbody><tr><td style="vertical-align:top"><div>
<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>
</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">We’ve been told that LLMs are effectively a black box.</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 <em>very expensive</em> black box that responds quickly, convincingly, and unpredictably.</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">Now that we've got agent harnesses to work with LLMs, does that black box reputation still hold true?</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">Nope!</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 true that we have limited visibility into the inner workings of the model itself, especially the frontier models from the big labs like Anthropic and OpenAI.</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 the <em>harnesses</em> that make those models useful and productive, that make them agents, are just good old-fashioned software that talks to the model via API.</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"><strong>And we <em>can</em> learn what’s going on inside of our <em>agents</em>.</strong></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 I decided to build a simple request logger to read everything my harness was sending back and forth to Anthropic.</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">Honestly, I was a bit shocked by what I found.</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 that's why logging became a key piece of my new <a href="https://7751c435.click.kit-mail3.com/8kuwkgd788toh27pknphkhkzeker6cn9933g63w45dmkp592eer0on9gmdm4vngpgq546p909rzoxnvwnvkqpnrp8qmv3xv27x5w9g7ox47zd73lgnlop8lpogwuzz880/7qh7h2u9rgg4ndt9u6/aHR0cHM6Ly93d3cuYWloZXJvLmRldi9zL2NyYXNoLWNvdXJzZQ==" style="color:#0875c1" url-id="1879169389">AI Coding Crash Course</a>.</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">3 things I found when I pulled back the curtain</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">When I intercepted everything my harness (Claude Code) was sending and receiving from the model provider, I learned 3 major lessons:</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">
<strong>First, I learned the true shape of a single request and an entire coding session… and it's simpler than I expected.</strong><br><br>I saw exactly what was sent with every turn, the way messages between the agent and me stacked up, and the tool calls in between.</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">
<strong>Second, I realized how much hidden token waste gets bundled in every request.</strong> And it gave me a healthy level of context paranoia.<br><br>Skills, MCPs, even certain configuration settings were all stuffed into every request in every coding session.</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">
<strong>Third, I realized how <em>small</em> the harness is.</strong> It’s mostly good old-fashioned loops, but those simple loops can do a lot.</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">This exercise was more than worth it. And I think that most people using these tools should do the same. It turns out the mechanics are pretty easy to understand, and that knowledge is power.</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">When you learn how the system really works, you can start tuning that system to your needs. And that's how you start taking 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">But that firsthand experience is vital. I "knew" intellectually that this is how it worked; I read about it. But it didn’t really click until I did it myself.</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">The most surprising thing of all…</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">When I spied on the conversation between my harness and model provider… I saw very little code.</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"><em>It’s all just words.</em> Written in plain English.</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, as I mentioned above, a lot of those words were waste:</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">Huge walls of instructions about features I didn't even use.</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">Thousands of tokens on tool definitions that never got called.</li>
<li style="padding:0 0 0 1em;margin:0;margin-left:1em">Skills and MCPs being referenced regardless of relevance.</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">The literal and performance cost of every skill and MCP server was visible, right on my screen. Even when I wasn't using them.</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 it made me wonder…</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"><strong>If I could write better words than the ones I saw the harness sending, could I get better results from the model?</strong></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">Turns out the answer is yes!</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">I changed my setup and saw serious improvements. Now I spend less time working <em>against</em> my agent, and more time moving forward because I'm getting the results that I want, to my standards and 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"><em>And so can you.</em></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/8kuwkgd788toh27pknphkhkzeker6cn9933g63w45dmkp592eer0on9gmdm4vngpgq546p909rzoxnvwnvkqpnrp8qmv3xv27x5w9g7ox47zd73lgnlop8lpogwuzz880/7qh7h2u9rgg4ndt9u6/aHR0cHM6Ly93d3cuYWloZXJvLmRldi9zL2NyYXNoLWNvdXJzZQ==" style="color:#0875c1" url-id="1879169389"><img src="https://res.cloudinary.com/total-typescript/image/upload/c_scale,w_1200,q_auto:best,f_png/v1787073037/ai-hero-launch/crash-course-email-05-request-logger.png" width="600" alt="Matt beside a request log showing Claude Code system and harness instructions." style="display:block;height:auto;line-height:100%;outline:none;-webkit-text-decoration:none;text-decoration:none;max-width:100%;border:0 none;display:block;width:100%;max-width:600px;height:auto;margin:24px auto;"></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">That’s the power I want to share with you.</p>
<blockquote style="margin:1em 0"><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"><em>"Matt Pocock is a true educator and I admire how he brings structure to this mess we are in." - Mario Zechner (@badlogicgames), creator of Pi coding harness</em></p></blockquote>
<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">That's why I built a custom request logger directly into my new <a href="https://7751c435.click.kit-mail3.com/8kuwkgd788toh27pknphkhkzeker6cn9933g63w45dmkp592eer0on9gmdm4vngpgq546p909rzoxnvwnvkqpnrp8qmv3xv27x5w9g7ox47zd73lgnlop8lpogwuzz880/7qh7h2u9rgg4ndt9u6/aHR0cHM6Ly93d3cuYWloZXJvLmRldi9zL2NyYXNoLWNvdXJzZQ==" style="color:#0875c1" url-id="1879169389">AI Coding Crash Course</a>.</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">With the skills and techniques you'll learn in the Crash Course, you'll be able to write powerful and efficient steering documents that make your harness do what you want faster, accurately, and with much less waste.</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">No one knows your context, your working preferences, better than you. And that includes Anthropic and OpenAI.</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">No off-the-shelf harnesses will ever be perfect.</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">By design, they add <em>just enough</em> structure for the famously structure-less models to take action on your behalf. But they're designed to be used by <em>anyone</em>, not you. General purpose tools always leave a lot of efficiency on the table.</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 might sound crazy to think that you can do a better job tuning your harness for your projects than Anthropic or OpenAI can, but this is exactly why my skills and workflows are so effective for so many people: They’re a specialized layer built on the solid foundation of knowing what the agent is doing.</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">Once you spy on every word, once you have built a similar understanding for yourself, you can successfully tune your steering and environment, adapt my skills and workflows, and even create new ones that will be the exact right tool for <em>your</em> unique project, needs, and preferences.</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">Demystify & Deconstruct Working Agents in a Weekend</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">Magic is fun to experience, but when it comes to real work, you need to take an analytical approach to working with your coding agents.</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">Because once you understand how they work, you can 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">Once you can take control, you can get the best results and optimize for your situation.</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 every step of the way. 1,000+ devs have already signed since doors opened yesterday, with more joining every hour.</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">Whether you're planning to take control of your coding agent today, or sometime in the next few months, you can save $100+ when you join the Crash Course today.</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 discount only lasts through Monday, August 24 at 11:59 PM Pacific, so don’t wait.</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 if you have access to a training budget, consider <a href="https://7751c435.click.kit-mail3.com/8kuwkgd788toh27pknphkhkzeker6cn9933g63w45dmkp592eer0on9gmdm4vngpgq546p909rzoxnvwnvkqpnrp8qmv3xv27x5w9g7ox47zd73lgnlop8lpogwuzz880/x0hph3ue5gg7q6tgul/aHR0cHM6Ly93d3cuYWloZXJvLmRldi9zL2NyYXNoLWNvdXJzZS10ZWFtLWJ1ZGdldA==" style="color:#0875c1" url-id="1879169393">talking to your employer</a> about making it a training for your team, and let them know about the Monday deadline to get the best price!</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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