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<p class="" 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">Hey Andrea,</p>
<p class="" 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 Anthropic Ralph plugin sucks.</p>
<p class="" 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 an official tool that's fundamentally broken in how it implements the Ralph methodology. The problem isn't hard to understand once you know how LLMs actually work under load.</p>
<p class="" 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">Ralph works because each iteration runs in a fresh context window. The AI stays sharp. But the Anthropic plugin keeps everything in a single session, feeding the prompt back in repeatedly. This means the context fills up with each iteration, and the model degrades predictably.</p>
<p class="" 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 iteration 3 or 4, you're operating entirely in the "dumb zone" where LLMs make mistakes and lose coherence.</p>
<p class="" 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 fix is simple: use a bash loop instead.</p>
<p class="" 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">In the full article, I explain exactly why this happens, show you the context window decay, and cover how to implement Ralph properly.</p>
<p class="" 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.convertkit-mail2.com/e5u7v0mn33a0upw0nkrs8h8ooeo22clhpp88m/wnh2h6uqm064pvt7/aHR0cHM6Ly93d3cuYWloZXJvLmRldi93aHktdGhlLWFudGhyb3BpYy1yYWxwaC1wbHVnaW4tc3Vja3M=" target="_blank" class="ck-link" rel="noopener noreferrer" style="color:#0875c1" url-id="1830299740">Read the full article →</a></p>
<p class="" 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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