---
title: ChatGPT 5 Can Code a Robot, But Not My Newsletter
description: Struggling with AI tools? Discover the challenges and frustrations of using LLMs like ChatGPT 5 for creating newsletter summaries, and get advice on navigating these hurdles.
image: https://signal78.ai/hubfs/ChatGPT%20Image%20Aug%208%2c%202025%2c%2002_34_53%20PM.png
---

[Skip to content](https://signal78.ai/insights/chatgpt-5-can-code-a-robot-but-not-my-newsletter#main)

[![Signal78 home](https://signal78.ai/hs-fs/hubfs/signal78-site/logo-signal78.png?width=95&height=30&name=logo-signal78.png)](https://signal78.ai/)

[Home](https://signal78.ai/) [Platform](https://signal78.ai/platform) [Services](https://signal78.ai/services) [About](https://signal78.ai/about) [Insights](https://signal78.ai/insights) [Book a demo](https://signal78.ai/insights/chatgpt-5-can-code-a-robot-but-not-my-newsletter#demo)

[← Insights](https://signal78.ai/insights)

Practical AIAugust 8, 20254 min read

# ChatGPT 5 Can Code a Robot, But Not My Newsletter

![Matt Cyr](https://signal78.ai/hubfs/signal78-site/headshot-matt-cyr.jpg)**Matt Cyr** · Founder & President, Loop

![](https://signal78.ai/hubfs/ChatGPT%20Image%20Aug%208%2c%202025%2c%2002_34_53%20PM.png)

In this article

Share

<https://www.linkedin.com/sharing/share-offsite/?url=https%3A%2F%2Fsignal78.ai%2Finsights%2Fchatgpt-5-can-code-a-robot-but-not-my-newsletter>

You probably saw the news yesterday that [OpenAI released ChatGPT 5](https://venturebeat.com/ai/openai-launches-gpt-5-not-agi-but-capable-of-generating-software-on-demand/), an event that was hotly anticipated by nerds like me who live in the AI echo chamber.

I wanted to hear directly from the LLM’s mouth what ChatGPT 5 thought of itself, so I asked: **Explain to me in simple language the differences between ChatGPT 5 and the previous models.**

The very first item on the list was this:

> **Smarter, Faster, More Accurate**  
> GPT‑5 delivers quicker responses with noticeably fewer mistakes. It's built to reduce hallucinations and provide more reliable answers across writing, coding, and complex queries.

## The Foolproof Process Fools Itself

This gave me hope as I’ve been having an epic struggle to get an LLM to accomplish something I thought AI would be really good at: creating article summaries for [my weekly “In the Loop” newsletter](https://www.linkedin.com/newsletters/in-the-loop-7320178842399121410/).

My process and expectations are very simple (or at least I thought they were): Each week I aggregate relevant AI-related news, put the links into an LLM and ask for an editorial style summary of the article.

At first, my instructions were pretty simple, but over time they’ve become much more specific and directive. They now span more than 50 lines, covering everything from tone to formatting to QA.

![ChatGPT Image Aug 8, 2025, 02\_40\_29 PM](https://signal78.ai/hs-fs/hubfs/ChatGPT%20Image%20Aug%208%2c%202025%2c%2002_40_29%20PM.png?width=429&height=286&name=ChatGPT%20Image%20Aug%208%2c%202025%2c%2002_40_29%20PM.png)To me that seems like plenty of information, but *each and every week* I fight with my LLM to get it to produce summaries in the style I’ve instructed it to. I got so frustrated with ChatGPT’s inability to complete the task appropriately that I moved the operation over to Claude – which has only been slightly better.

Before beginning each week’s newsletter, I ask the LLM to re-state its instructions so I know it has the right information in its brain.

And still there are issues. Word counts are wrong. There’s no headline. The links aren’t embedded in the flow of the content. MattGPT once even *entirely made up* a story summary about a podcast episode that [pitted tech bros against farmers](https://loopagency.ai/insights/podcast-bros-vs.-dirt-bros-an-ai-hallucination).

What is going on here? Aren’t LLMs supposed to be great at 1) following instructions and 2) summarizing?

## Will ChatGPT 5 Finally Ease My Pain?

I started the day today filled with hope. The release of ChatGPT 5 and its confident assertion that it was the most “reliable” model yet had me giddy with anticipation.

I decided to give MattGPT one more shot at my newsletter, so I started a new Project, fed the 50+ lines of instructions into the system, asked it to review the instructions for me, then gave it links to two stories and asked it for a combined summary.

It didn’t go well.

![Screenshot 2025-08-08 at 11.06.00 AM](https://signal78.ai/hs-fs/hubfs/Screenshot%202025-08-08%20at%2011.06.00%20AM.png?width=1598&height=1306&name=Screenshot%202025-08-08%20at%2011.06.00%20AM.png)

 

Notice anything? No headline, written a news style rather than an editorial style, no links to the articles within the flow of the content. In other words, it failed utterly. After literally just re-stating its instructions.

 

 

![Screenshot 2025-08-08 at 11.01.33 AM](https://signal78.ai/hs-fs/hubfs/Screenshot%202025-08-08%20at%2011.01.33%20AM.png?width=1598&height=624&name=Screenshot%202025-08-08%20at%2011.01.33%20AM.png)

![Screenshot 2025-08-08 at 11.02.19 AM](https://signal78.ai/hs-fs/hubfs/Screenshot%202025-08-08%20at%2011.02.19%20AM.png?width=1598&height=644&name=Screenshot%202025-08-08%20at%2011.02.19%20AM.png)

![Screenshot 2025-08-08 at 11.02.39 AM](https://signal78.ai/hs-fs/hubfs/Screenshot%202025-08-08%20at%2011.02.39%20AM.png?width=1598&height=1108&name=Screenshot%202025-08-08%20at%2011.02.39%20AM.png)

![Screenshot 2025-08-08 at 11.03.13 AM](https://signal78.ai/hs-fs/hubfs/Screenshot%202025-08-08%20at%2011.03.13%20AM.png?width=1598&height=1218&name=Screenshot%202025-08-08%20at%2011.03.13%20AM.png)

Forgive me for being completely confused and frustrated by this. OpenAI has been trumpeting its new memory capabilities, yet MattGPT is telling me it doesn’t have an “always on” memory of my project. And I love that it can come up with a metaphor that might help me understand better but can’t follow the most basic instructions.

## Why This Matters Beyond My Newsletter

So why am I sharing all of this? Partly because I need to vent. I’ve been fighting with these LLMs every week for three months and can’t believe I’m still having to fight with the best models in the world to do something pretty straightforward.

But the other reason I’m sharing is that I live, eat, sleep and breathe AI; it’s my business and something I think and read about all day, every day. Yet I still sometimes struggle to use these tools effectively. Are they not as capable as the hype machine would have us believe? Definitely. Does the “release often and break things” approach these companies follow lead to suboptimal software on occasion? 100%. Has something happened to the core training data at the center of these models to make them less reliable? I have no idea.

But I do know that these systems are imperfect and can be immensely frustrating to use. For someone like me, it’s easy to find a workaround – try another model or have a [sarcastic sparring match with MattGPT](https://loopagency.ai/insights/my-chatgpt-has-become-a-passive-aggressive-yes-man).

## Advice for the Frustrated

![ChatGPT Image Aug 8, 2025, 02\_46\_44 PM](https://signal78.ai/hs-fs/hubfs/ChatGPT%20Image%20Aug%208%2c%202025%2c%2002_46_44%20PM.png?width=378&height=252&name=ChatGPT%20Image%20Aug%208%2c%202025%2c%2002_46_44%20PM.png)But for others who are just starting to use these technologies, the challenges of using them can lead them to throwing their hands up and giving up on AI.

And with the world increasingly reliant on AI for so many aspects of our daily lives, we simply can’t allow that to happen. My suggestion? Try these tools out every day and don’t assume that, just because something doesn’t work for you the first time, it’s not necessarily user error. It could be that your friendly neighborhood LLM simply has no idea what it’s doing.

![Matt Cyr](https://signal78.ai/hubfs/signal78-site/headshot-matt-cyr.jpg)

Founder & President

### Matt Cyr

Nearly 30 years leading marketing teams, from Boston’s hospitals and universities to eight years running strategy and new business at a 100-person agency. Founded Loop in 2024.

## More insights.

[See all insights→](https://signal78.ai/insights)

### [![](https://signal78.ai/hubfs/Gemini_Generated_Image_tlr2qftlr2qftlr2.jpeg) AI StrategyOctober 6, 2026 It’s Q4 — How’s Your AI Plan Coming? Read the post→](https://signal78.ai/insights/its-q4-hows-your-ai-plan-coming)

### [![](https://signal78.ai/hubfs/2026-09-28_asset_linkedin-article-header-platform-update-fall-2026.png) Signal78September 28, 2026 Signal78 Is Live. Here's What It's Proven — and What's Next. Read the post→](https://signal78.ai/insights/notes-from-the-build-where-signal78-stands-this-fall)

### [![](https://signal78.ai/hubfs/37-78.png) AI for AgenciesAugust 11, 2026 AI Will Keep Making Move 37. We Named the Company After Move 78. Read the post→](https://signal78.ai/insights/ai-will-keep-finding-move-37.-we-named-the-company-after-move-78)

Every week

## Stay in the Loop.

Get next week’s issue in your inbox: what changed in AI, and what it means for your agency.

![Signal78](https://signal78.ai/hubfs/signal78-site/logo-signal78.png)

The agentic operating platform for agencies. It runs the routine and signals your people when their judgment matters.

[Home](https://signal78.ai/) [Platform](https://signal78.ai/platform) [Services](https://signal78.ai/services) [About](https://signal78.ai/about) [Insights](https://signal78.ai/insights)

<https://www.youtube.com/@signal78-ai> <https://www.linkedin.com/company/signal78/>

© 2026 Signal78 [Privacy policy](https://signal78.ai/privacy)

Cookie settings

×

## Book a 30-minute demo

Pick a time that works. You'll see Signal78 running on agency work like yours.

×

## Talk to us

Tell us a little about your agency and what you want AI to change. We'll reply within one business day.

×

## Can’t we just build this in Claude?

The white paper on what it takes to keep a homegrown AI system current, secure and separated by client.

```json
{
  "@context" : "https://schema.org",
  "@type" : "BlogPosting",
  "author" : {
    "@type" : "Person",
    "name" : "Matt Cyr",
    "url" : "https://signal78.ai/insights/author/matt-cyr"
  },
  "dateModified" : "2025-08-08T19:54:33.323Z",
  "datePublished" : "2025-08-08T19:54:20.000Z",
  "headline" : "ChatGPT 5 Can Code a Robot, But Not My Newsletter",
  "image" : [ "https://signal78.ai/hubfs/ChatGPT%20Image%20Aug%208%2c%202025%2c%2002_34_53%20PM.png" ],
  "mainEntityOfPage" : {
    "@id" : "https://signal78.ai/insights/chatgpt-5-can-code-a-robot-but-not-my-newsletter",
    "@type" : "WebPage"
  },
  "publisher" : {
    "@type" : "Organization",
    "logo" : {
      "@type" : "ImageObject",
      "url" : "https://signal78.ai/hubfs/Loop%20Logos/Loop_Primary.svg"
    },
    "name" : "Signal78"
  }
}
```