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Refocus

12 min readSep 27, 2024

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*Note: the following prompt is to be used for editing. I will be using this same prompt with three AIs, (Gemini, ChatGPT 4o, ChatGPT o-1 preview) to see the differences between them. I will be omitting the original draft (used for all three edits) and making minor manual changes to the produced AI edits to include removal of AI added commentary on the edit, in previous published articles the manual changes to content were minor. All graphics are mine, produced with the assistance of AI. Please enjoy.

Prompt

please assume the role of an excellent editor of short articles and produce recommendations and alterations to the following to improve readability, clarity, and pacing, as well as formatting suitable for web publishing on sites like Medium.com. The following is the article I wish to have edited:

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Google Gemini edit

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Image of a person in a black hooded coat approaching a series of forks in the road
Branching paths

Iteration as a Refocus Opportunity

Progress during iterative phases can be elusive, particularly when new versions closely resemble their predecessors. However, this time around, I’ve made substantial headway on previously neglected aspects of the project.

Infrastructure Milestones

An image of a shovel digging sparks from the ground, with a row of computers in the midground, with a mountain in the background

I’ve successfully regained access to my domain and configured crucial infrastructure like domain-specific email. Earlier, a roadblock forced me to rely on placeholder information to establish certain functionalities. At the time, the necessary order of operations for setting up essential services without this infrastructure remained unclear. This led to a temporary impasse.

Resolving the issue proved unexpectedly challenging, but persistence paid off. A message finally clarified the problem, and a swift resolution followed.

Vendor Challenges and Refocusing

An image of a stack of papers with an note with the words “vendor issues” written on it. A broken pair of glasses rests on the stack of paper.

Procuring certain items from vendors has been another frustrating reminder of the complexities involved. A straightforward purchase process would be ideal, but the reality demands navigating calls, emails, and negotiations. Thankfully, time is on my side.

Amidst these challenges, this period has offered a valuable opportunity for refocusing. My earlier aspirations had extended beyond my current capabilities, a humbling reminder of the original, more modest goals I had set for this initial phase. I had overreached, losing sight of these intermediate milestones in my eagerness to demonstrate progress.

Now, with a clearer perspective, I’ve established a more attainable short-term goal that aligns with my available resources. While this falls short of my ultimate vision for a truly innovative service, it lays a solid foundation for future growth and offers a glimpse into customer needs. Even with more sophisticated capabilities on the horizon, this initial offering may prove invaluable for addressing the most common challenges my customers face.

AI: A Strategic Tool

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An image of a black chess bishop with white circuitry traces rests on a wooden chessboard.

AI is a cornerstone of my business strategy. I have attended expert-led courses that have reinforced the importance of utilizing AI strategically, not just for its novelty. Ironically, my limited resources for individual consultations with these experts make AI an ideal solution. It provides access to otherwise inaccessible expertise, bridging the gap in affordability and problem definition.

AI has already played a crucial role in this project, particularly as resources have been tight. While not yet integrated into my core toolchain as envisioned, AI tools have been instrumental in various aspects of the work and are expected to be more involved than even I had anticipated.

Expanding AI’s Role

An image of a tree with a shape suggesting an artificial or mechanical nature growing from an organic root.

Reevaluating the original vision has revealed even more potential applications for AI, particularly when considering customer value. My initial expectations for AI’s role were limited to specific areas, but its potential extends far beyond.

AI is now being leveraged for various “legwork” tasks, such as brainstorming and process generation. Its collaborative capabilities in coding, for instance, have significantly elevated the quality and efficiency of my work.

The Path Forward

While not fully prepared to launch, my path forward is clearer than ever. Each day brings me closer to that goal.

A core motivation behind this endeavor was the realization that many older mass-produced items lack readily available replacements or repair parts. Restoring these items often demands significant investment and specialized skills. This initial concept had become obscured as the project evolved, a mistake I aim to rectify in this iteration.

AI Editing: An Experiment

I’m utilizing three distinct AI tools to edit this update (Gemini, ChatGPT 4o, ChatGPT o-1 preview), both to compare their capabilities and to offer readers a glimpse into their value proposition. While Google Gemini has consistently impressed me, I haven’t had the chance to benchmark it against other tools until now.

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ChatGPT 4o edit

*Note Image produced using DALL-e

### Iteration as a Refocus Opportunity

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A stylized image of the back of a person in a suit holding a briefcase in their left hand and an oversized magnifying glass in the right. The magnifying glass shows the words “a refocus opportunity” 2 sign posts on the left and right of the path with 2 arrow shaped signs each with the words “goal”, “clarity”, “strategy”, and “resources” point to the direction of the side of the path they are on.

Progress through iteration is often challenging to quantify, as each new version should largely mirror the previous one. However, I’ve recently made significant headway on several previously unaddressed aspects of the project. Here’s an update on what’s been accomplished and some lessons learned.

#### Clearing Logistical Hurdles

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an image of a man in a suit with leaping over “hurdles” labeled with the words “clearing”, “time”, “resources”, “ and other illegible wordforms.

I’ve successfully set up my domain and established necessary infrastructure, such as domain-specific email addresses. This might sound simple, but there were some unexpected complications. Initially, I had to use placeholder information to set up certain functionalities, not fully understanding the order of operations or the infrastructure required. This resulted in my inability to configure some critical services, which forced me to pause until I could allocate the proper resources.

The issue proved surprisingly difficult to resolve, primarily because it was challenging to find someone who could help address it. After numerous attempts, I finally managed to connect with support, and once I provided a detailed explanation, the problem was resolved the same day.

#### Vendor Challenges and Minor Setbacks

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I was reminded of how frustrating it can be to interact with certain vendors. You would think that reaching out, getting a quote, and making a purchase would be straightforward. Unfortunately, that’s often not the case. Luckily, I have the time to make the necessary calls and exchanges. On a positive note, most of the hardware issues I’d been facing, like broken fans and other components, have been resolved or are in the process of being fixed.

#### Refocusing on the Core Mission

This period of reflection has allowed me to revisit the original goals of the project. I realized I’d been aiming for end goals that were a bit beyond my current capacity. It was a humbling reminder to keep my focus on the initial milestones. In my eagerness to demonstrate progress, I lost sight of these modest but crucial intermediate objectives, which I’d understood conceptually but failed to document properly.

As a result, I’ve redefined my short-term objectives to something more achievable within my current resource limits. While these goals may seem modest compared to my initial ambitions, they will enable me to “open” for business in a limited capacity. This approach not only provides a clearer path forward but also sets the stage for gathering valuable customer feedback. It’s a strategic shift that will allow me to refine the offering and address more complex problems down the line.

#### AI Integration: Early Insights and Adjustments

A central component of this endeavor is the integration of AI into various organizational functions. I’ve completed several courses led by industry experts on the subject, and a key takeaway has been the importance of having a clear reason to use AI beyond just the novelty of it. Ironically, the limited resources available to engage these experts for consulting are precisely why AI is such a good fit for my project. AI tools give me access to expertise that would otherwise be inaccessible due to cost or my own lack of problem definition at this early stage.

While I’m not yet using AI in the toolchain as envisioned, I’ve been able to incorporate it into many aspects of the work, such as coding, administrative tasks, and content generation. The experience has shifted my perspective. I initially thought AI would be used mainly for back-office tasks — drafting emails, creating standard operating procedures, and generating shapes for products. However, I’m finding it invaluable for creative brainstorming and even as a coding partner, helping me produce better and faster results than I could achieve alone.

#### Iteration Brings Focus

The iterative process has also led to a reevaluation of how AI can be applied to different stages of the business. Originally, I saw AI’s role as limited to specific, isolated parts of the workflow. Now, it’s clear that it has a broader and more impactful role, affecting how I use resources and approach development. This realization has prompted me to adjust my planning and resource allocation strategies significantly.

#### Rediscovering the Initial Vision

One of the original motivations for this endeavor was to address the challenge of obtaining replacement parts for items produced in bulk long ago. Over time, as my capabilities expanded, I somewhat drifted away from that core mission. Now, I’m refocusing on that initial concept — restoring and reproducing parts that are no longer commercially available or are prohibitively expensive to produce using traditional methods.

This project iteration serves as a course correction, ensuring I stay aligned with the founding vision. Moving forward, I’m committed to balancing the potential of new capabilities with the mission that inspired this journey.

#### A/B Testing AI Tools

Lastly, I’m conducting an experiment using three different AI tools (Gemini, ChatGPT 4o, ChatGPT o-1 preview) to edit this update. The goal is to compare the quality of their outputs and share the results as an A/B/C test for you, the reader. While I’ve been satisfied with Google Gemini’s performance so far, this will be my first direct comparison against another tool. I’m excited to see how they stack up against each other and will use this insight to refine my content creation process further.

### ChatGPT 4o Conclusion

While there’s still a long way to go before I can fully launch, this period of iteration and reflection has provided valuable clarity. I now have a more realistic roadmap and a refined approach to using AI in my workflow. Each day brings me closer to the light at the end of the tunnel, and I’m excited to continue building with a sharper focus on the original vision.

The key takeaway? Progress through iteration isn’t just about moving forward — sometimes, it’s about taking a step back to ensure you’re on the right path.

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ChatGPT o-1 preview Edit

# Iteration as an Opportunity for Refocus

Progress through reiteration can be challenging to measure, especially when each iteration closely resembles the last. However, I’ve recently made significant strides in completing earlier tasks that had been left undone.

I’ve successfully set up my domain and additional infrastructure like domain emails. Initially, I had to use placeholder information to configure certain functionalities because I was unsure of the necessary order of operations without some infrastructure already in place. This uncertainty led me to lock myself out of setting up essential services, forcing me to set the project aside until I had the resources to address it properly.

Surprisingly, it was difficult to reach someone who could resolve the issue causing this blockage. After persistent efforts, I finally managed to explain the problem, and it was corrected the same day.

On another note, I’d almost forgotten how challenging it can be to purchase items from some vendors. It’s frustrating when you can’t simply contact a vendor, express your intent to purchase or license an item, get a price, and complete the transaction. Fortunately, I have the time to make the necessary calls and exchange emails. Additionally, I expect to have all my fans and other broken components fixed soon, with some already repaired.

## Refocusing on Achievable Goals

This period has also been fruitful in helping me refocus on what I intend to accomplish. I had been looking toward end goals that weren’t quite appropriate for my current stage. In my eagerness to demonstrate progress, I attempted to reach beyond what my resources permitted, neglecting the more modest intermediate goals I understood but hadn’t documented. In hindsight, it’s fair to say I had bitten off more than I could chew.

I’ve now set a more modest, achievable short-term goal that aligns with my resources and provides an initial capability to “open” for business. Although this goal falls short of the novel service offering I originally intended, it may be sufficient to gauge what customers will want from my planned offerings. It also enhances future capabilities and is likely the best approach for addressing the more common problems I’m likely to encounter, even when more advanced features become available.

## Leveraging AI for Enhanced Capabilities

One of the key aspects of my endeavor is utilizing AI as a central component of organizational functions. I’ve taken several courses offered by AI experts, and a key takeaway has been that there should be a good reason for using AI beyond it sounding cool. Interestingly, the lack of resources to engage these experts for individual consulting is one of the primary reasons AI is a good fit for my tools.

Using AI systems at various levels grants me access to expertise that would otherwise be unavailable due to cost constraints or insufficiently defined problem sets. This isn’t to say I haven’t made good use of AI in the project so far. Despite being pre-revenue and still resource-constrained, I’ve employed AI tools in many aspects of this work, though not yet in the toolchain as I envision.

## Expanding the Role of AI

Re-examining parts of my original vision has led me to conclude that there are more opportunities to use AI than I initially considered, especially regarding what customers are likely willing to pay for. Perhaps naively, I expected the direct use of AI would be limited to certain parts of the business and would manifest in a specific way. I’m finding that I need access to AI earlier in the production of actual products, which changes how I plan to allocate resources.

I had anticipated using AI in administrative functions — writing, emails, standard operating procedures — as well as in generating shapes for intermediate or final products for customers. Instead, I’m using AI for much more of the “legwork” in process generation. Using AI as a coding partner has enabled me to write code that exceeds my personal skills, particularly in generating functional and aesthetically pleasing products. This collaboration is also far more efficient than attempting to code alone.

## Looking Ahead

While I don’t yet have everything I need to open for business, I now have a much clearer and cleaner path to do so. Day by day, the light at the end of the tunnel grows a bit brighter.

One of the primary drivers of my endeavor was noticing that many mass-produced items from the past are difficult or impossible to find replacements for, either in parts or as a whole. It often requires considerable expense and expert craftsmanship to produce parts for repairing or restoring these items because the necessary production infrastructure is no longer available or lacks the demand to produce replacements inexpensively. I had somewhat lost sight of this initial concept as the capabilities of what I’ve been building became apparent. I view this as a mistake that I hope to correct in this iteration and one I aim not to lose sight of again.

## Testing AI Tools in the Writing Process

I’m also using this opportunity to employ three different AI tools (Gemini, ChatGPT 4o, ChatGPT o1 preview) to edit my drafts of this update. This serves both as a test to see if there are significant differences in the quality of the output and as an A/B/C test to allow you, the reader, to see what value different AI tools add to the writing process. I have been quite satisfied with the results produced by Google Gemini so far, although I haven’t had the chance to compare it against others, as it hadn’t been a priority until now.

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By focusing on achievable goals and leveraging AI in more facets of my work, I’m optimistic about the progress ahead. The journey has been enlightening, and I look forward to what the next iteration brings.

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*This writing was produced with the assistance of AI. Any mistakes or omissions are my own.

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Aaron Smith
Aaron Smith

Written by Aaron Smith

ETC(SW/IW) (Ret.) Perpetual student. Occasional SME