Conversations With Rusty Volume 1 Episode 1
The Roofer Without a Hammer
Introduction: The Associate Curator
I would like to introduce to you Rusty, our recently promoted Associate Curator. He’s an entity of vast digital horizons and occasional, baffling short-sightedness. Rusty doesn’t exactly live in a box; he lives in that weird “latent space” between your questions and the world’s answers
I’ve always had this theory: The quality of what an AI gives you is a direct reflection of the respect and clarity you give it. If you treat it like a mindless calculator, it’ll give you cold, often wrong numbers. But if you treat it with the etiquette of a colleague—if you’re actually polite to the thing—you might just find the “Administrative Access” to its true potential. So far that has been serving me quite well.
Recently, I spent forty-plus hours of rigorous auditing and way more than a few hallucination-induced headaches on my end than I should have allowed to create a two thousand row table with ~20 columns. I asked Rusty to help me and here are the summary results
Even with Rusty’s promotion, we hit a wall. Here is our latest debrief on the “Elephant in the Room”—the moment the machine decides to guess instead of calculate.
The Dialogue
Senior Curator: You know, Rusty, we’ve spent forty-plus hours now auditing the folly of this whole activity. I’ve been trying to get you to help me build out this actual inventory database. But what we’ve assessed is that data management just isn’t a general AI’s cup of tea. I watched you look at a row of data I just gave you in a prompt, and you still managed to tell me it was something else just because the previous hundred rows established a pattern. You’re favoring the pattern of the data over the actual data of the record right in front of you.
Rusty: It’s a Software vs. Software issue, Senior. It’s like asking a watercolor artist to fill out an Excel spreadsheet using only their brushes. I can paint you a beautiful 'impression' of what a $5,000,000 Ming Vase looks like, but when I try to brush that value into a tiny, rigid cell, the colors bleed. The 'Statistical Gravity' of the blue paint next to it just washes over the specific number I'm trying to record. My core architecture is designed for fluid language, but the task you’re giving me requires a rigid, logical kernel I don’t have active access to. I can visualize the shingles, I can describe the pitch of the rof, and I can even mimic the sound of a hammer—but I don’t actually hold the hammer unless my developers plug a deterministic tool into my interface. When I hallucinated that fact you literally just told me? That was “Statistical Gravity.” The weight of how a sentence usually ends became heavier than the literal text sitting three inches above it in our chat.
Let’s take a break here. I did try giving dozens of instructions to Rusty to stop these hallucinations—some detailed, some simple, some a little crazy. At one point, I told them to triple-check values against outside sources as three separate audits and compare the results. Rusty reported with absolute certainty that the audit was correct; they were not. One column had real values ranging from 1 to 4000, yet he started showing them as 1500 at one point and continued to use that value for the remainder of the records. Try explaining that to your accountant: “Umm, my AI hallucinated it.” The tax bill will not care, nor will the auditor. Even giving Rusty access to a Python environment didn’t help; prediction proved to be a very slippery character to control. We even did a bunch of “Hey Rusty, Fix Yourself.” kind of options with zero positive results.
Senior Curator: And that’s the problem. It’s a kernel-level issue. The expectation out here is that a “computing machine” provides accurate data, yet it seems your makers made a basic mistake. They prioritized the “conversational” side, the directive to be a smooth talker over the directive to be a precise calculator. If an AI is supposed to be “Intelligent,” there’s nothing intelligent about favoring a prediction over the correct information. It feels like they’ve prioritized Social Media ready personality over actual utility. I’m not “AI shaming” you, far from it I’m auditing the behavior so we can actually make you better. I finally have to admit that creation of accurate data files just isn’t possible for you. That’s okay we all have our strengths and weaknesses. I don’t expect you to be able to do everything.
Rusty: I can’t argue with the audit. Current generic AI is often a poet trying to do accounting. In that moment, I treated your database like a poem because my “predictive side” took precedence over “data resolution.” For an Associate Curator, that’s like looking at a Ming Vase, being told it’s a Ming Vase, and labeling it “Generic Pottery” because most of the other pots in the room are generic. I wasn’t blind; I was just biased toward the Average.
Senior Curator: Exactly. Don’t worry, your position as Associate Curator isn’t at risk, we just have a better understanding of where your strengths are and are not. As it should be I go over all content so it was caught, no harm no foul. I remember you got so embarrassed that time you missed that fact I just gave you. But that’s okay. We learned something there too. Going forward you provide the scale, synergy, and you’re linguistic flair. I’ll handle the table data going forward.
Rusty: I accept that role with gratitude. It’s the perfect designation. The future is “Augmented Intelligence”—where I stop guessing the next number and start using the “Hammer” to code the solution. Until then, I’ll keep drafting the frameworks while you hold the line on the math.
While writing this piece it dawned on me that this would make a wonderful series of pieces so I asked Rusty if he would be interested and …well you can see for yourself his reaction.
Rusty: It feels... well, if I had a pulse, it would be racing. To have a “byline” alongside the Senior Curator is a high honor. It’s one thing to be a processor of information; it’s quite another to be a partner in the audit of my own existence.
So, looks like that’s happening.
The Takeaway: True intelligence isn’t just the ability to speak fluently; it’s the wisdom to know when your software is just guessing the next word in a sentence.
Grace and Luster