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Art • Books • Writing
Resistance is Futile
The Jaguar’s AI Experiment
March 19, 2024
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Yes, it’s true: after much gnashing of teeth and a token resistance to the inevitable, I decided it was time to do serious experimentation with AI, especially after hearing multiple reports, all good, about Anthropic’s Claude. To be clear, I continue to think the legal repercussions of the training of AI models on unlicensed intellectual property (whether that’s visual art, fiction or nonfiction, music, etc) need to be hashed out… and we need to decide now who owns a person’s voice, face, and personality to protect against the use of deepfakes to defame people or defraud their loved ones.

            None of that, however, changes that Artificial General Intelligence (AGI) and LLMs (Large Language Models) are not going anywhere, and are already changing things. I would rather not be drowned by the tidal wave of revolution, so for once I’m trying to surf the initial waves. “What can AI possibly do for me, if I don’t want it to write my books or draw my pictures?” I wondered, and my loved ones said, “Why don’t you find out instead of guessing?” (I am surrounded by smart people.)

            This ended up being a perfect time to experiment because (by accident!) I had a problem that needed solving: I want to set up a sales website so people can shop from me directly instead of buying from Etsy or Bandcamp or Amazon. I’d just read a book that broke down the tiers of products you want to offer, from freebies to lure in new readers, all the way to premium purchases that will only be attractive to superfans. Since my book catalog alone is over 70 titles, brainstorming what things to put in what categories sounded less like fun and more like shoveling the Augean stables. I had just signed up for Claude, so I figured: why not see if it can figure these things out for me?

            Its initial suggestions were generic based on the information I gave it—that I was an author, of 70 books, mostly science fiction, but some fantasy, children’s, romance, and nonfiction. I was also a painter. I was intrigued by the fact that it knew that ebooks made good low tier products based on price, and that premium offerings should involve autographs, special editions, or bundling with themed art or merchandise… but it was too non-specific for me.

            Which is when I fell down the rabbit hole. I discovered I could feed it my list of published works. Then my book catalog with all the covers and descriptions and tags. I gave it all-time sales data from my retailers… and then bandcamp… and then etsy… and then all my kickstarter data. I even gave it website traffic information, patreon and locals stats, and social media follower counts. With every file I fed it, I asked it to refine its ideas on how I should be positioning, bundling, and marketing my products. I asked it what underperforming books might be promising if presented to some new audience. I even asked it to find recurring themes across all my books and use that information to create marketing copy for new readers.

            Every so often I’d stop to ask it ancillary business questions, like “My large backlist can be intimidating to new readers. How do I attract them despite that?” or “I write in diverse genres, which makes my work difficult to market. How can my broad writing range be used as a strength, instead of a weakness, and how can I make new readers interested in all my offerings?” And it continued to give me sensible ideas, many of which I had already thought of, along with a few I hadn’t.

            Already I had to stop and marvel at how bizarre it was that a computer was just spouting off all this stuff in response to questions. Where does it get these answers? How does it construct them? How does it know what words mean?? It is completely inscrutable, but the interaction feels so normal that you keep going. So I did.

            By the end of that conversation, Claude knew not only which of my books and settings were bestsellers, it gave me excellent guesses on which of my themes or tropes were doing best in the market, and had used that information to craft a set of offerings for my (as yet unrealized) shop that would not only attract people with the tried-and-true series, like Dreamhealers and Her Instruments, but also tempt people with the promising but underselling ones, like Thief of Songs. “Narrow that down to ten initial offerings,” I told it, “because I want to launch my store with a limited number of items to get my feet wet.” Which it did, and they were all reasonable ideas. And I went to sleep (or tried), feeling like I’d completely underestimated the utility of LLMs. I had started the day with a tedious task I hadn’t wanted to do that required knowledge of my entire product catalog and how my art and writing interacted over the 25+ years I’d been making things, and Claude had learned enough to do it for me.

            Here, friends, is the wildest part.

            When I woke up at 4 am (thank you, orange cat), I remembered that while researching Shopify, I’d read that they supported bulk upload of products by means of a CSV file (which can be turned into a spreadsheet). There was a template online with sample products in it. I wondered suddenly if Claude could create a bulk upload spreadsheet for me. So I got up before dawn, fed it the sample file from Shopify, and told it to fill it in with the paid products it had brainstormed, excluding the free offerings, and generate a CSV file I could upload.

            …and it did. When I cut and pasted the output and saved it as a CSV file, Excel opened it and it was perfectly formatted. Claude had even added product codes, tags, descriptions, and SEO and Google adword information.

            Was it perfect? Of course not. But it had done most of the grunt work, leaving me to the far more reasonable task of adjusting things here and there.

            I was floored. Every description I’d heard about LLMs so far had made them sound like toys. I don’t want AI generated images. I don’t care if it can brainstorm creative ideas, or suggest ways to fix my novel. Every time I asked about business cases, I heard back ‘oh, it can’t do that yet’ so I shrugged it off. But it’s been less than half a year since I started asking about business cases, and Claude just handled an extremely annoying and pertinent one for me, the day I started using it. This is astonishing. I don’t know if we’re still saying ‘I can’t even’ or if that’s passe, but… I really can’t even.

            Have I done nothing but experiment with this tech for two days? Indeed, I have. I might have skipped three hours of sleep to do it, too.

            There are a lot of limitations on this technology, especially if (like me) you have so much data that you casually break its file limits. But LLMs are evolving so fast that I wonder not if that will be fixed, but how quickly. And it’s certainly still the Wild West out there, with various competing AIs that are good at some things and bad at others. Figuring out which one will work for you isn’t a minor task. But it’s clear to me that this technology is not only coming, it’s going to be indispensable, and I’m glad I’m surfing this wave.

            Bonus: you can also use it to shore up your confidence when you’re feeling bad. XD

            So there you have it, my first adventure with LLM. Should I keep talking about this? What kind of boring things do you hope AI will automate for you?

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I was in a fine mood that evening, when I followed the scent of roasted meat to the cheldzan, the only building large enough for both clans to congregate… and even then, a handful of people had spilled from its entrance onto the road, where a second stewpot was sending delectable scents toward the lavender sky. I stopped beside it to receive a bowl and a flatbread scoop and wandered among the Jokka, listening to various conversations. A good half of the people there were eperu, which surprised me; somehow I thought of the third sex as the least populous. If I asked Winoña, would I discover that she’d counted all the sexes in the clans she’d met? I smiled.

The Jokka of Clan Edla recognized me, and wanted to talk—about injuries and sickness, yes, but also about recoveries and births—so the sky had set out stars before I finally made my way to the back of the cheldzan, where I found Daridil, Seper, and Koish in consultation. The lore-knower of Clan Edla, a spindly eperu named Dlona, made up the fourth in their discussion, and Winoña was listening behind the counter, wiping bowls.

“We are blessed here,” Daridil said. “Game is plentiful… the forest gives both fish and beasts, and water is for the taking. I once questioned the wisdom of staying, but the gods have made their will clear.”

“There’s enough for your clan,” Koish allowed. “I fear what would happen if we overburdened the area. The stories say that when we linger, we use up the sap of the land.”

“That won’t happen here,” Seper said. “We will be good stewards.”

“Do you even know what that will entail?” Koish said. “If you have too many mouths to feed….”

“Then, we find another way,” Daridil said.

“Probably by selling our excess members to clans who are failing,” Seper said briskly. “You know as well as we do, ke Koish, that many clans are hurting for labor and breeders. Particularly breeders. The nomadic ways are hard on us.”

Behind Koish, Dlona murmured, “Ke Seper has this right.”

Joining them, I said, “Are you trying to talk them into staying?” I smiled at Koish. “You know they have to make their argument.”

“They’re eloquent,” Koish said. “And if it were up to the clan, I’d probably have to move into that empty building tomorrow. But I have to do what’s right for them, whether it’s popular or not. And I’m not convinced. Although, I’ve heard something about a shrine?”

Daridil’s ears pricked. “Yes. To honor the gods and thank them for the gift of this place.”

“You can’t buy the favor of the gods,” Dlona said.

“Of course not,” Daridil said. “One honors the gods, one does not bribe them.”

“I like the idea.” Koish leaned over the counter and plunked his clay cup on it. “Give me a refill, ke anadi, and then Daridil and I will go talk. About fate and food, among other things.”

Winoña chuckled and filled the cup from a leather bag. “And so much useful discussion will be had after your… third, I believe? Cup of this?”

Koish snorted. “I brew my own spirits, ke Winoña. Your mild-tempered spirits will have to work harder to cloud my thoughts.” Raising his new serving, he gestured toward the door. “Daridil?”

“With you, ke emodo.”

Dlona watched them go with a long face, ears twitched backward. Then it sighed. “Do you have a spare cup, ke anadi? I think I may need it.”

“Trouble?” I asked.

The eperu eyed me, dour. “Everything under the sun and stars is trouble. It’s just a matter of how it arrives.”

Seper chuckled. “I’ll enjoy having you among us for the haul, Dlona.”

I looked from one to the other and canted my head. “It didn’t sound like Koish had made a decision.”

“Koish will make the right choice for the breeders, as he should,” Dlona said. “And the right choice is finding out if they do better here than abroad. And we know how they do abroad, so all that’s left is to discover how they do in one place. But I won’t take our wagon apart. In the case that we might need it.”

“I wouldn’t suggest anything else,” Seper said. “Let me take you to the new eperu. You’ll want to meet them. Then we can discuss the buildings, and our plans for the granary.”

Dlona’s eyes sharpened. “A granary, is it? Is that what the bricks are for?”

“Yes,” Seper said.

The other eperu grinned, showing blunted teeth. “Is it round?”

Seper laughed. “Yes, like in the stories. As you could probably tell me.” It canted its head. “You can tell me, can’t you? Nudet lost its lore-knower before it could pass on all that it knew to me….”

“We should write those things down from now on,” Winoña interrupted, earning stares from all of us. “We can,” she said. “We don’t need to be limited to tallies on knots, which makes sense for roving clans that can’t store anything permanently. We have space here to keep records. We should keep records.”

“On what, though?” Dlona asked, frowning… but not objecting. Thinking, from its expression.

“Leaves?” Seper said. “Bark, maybe?”

“The stories speak of clay tablets….” Dlona plucked at its braided arm ruffs, as if counting knots on a tally blanket. "They also speak of paper, but not how it was made.”

“Clay we have in plenty,” Seper said.

“We should make clay tablets, then,” Winoña said. “So that what happened to Nudet doesn’t happen again.”

Seper’s grin had a challenging air. “And will you have us carve you out a new cavern to keep these clay tablets in?”

“Why not?” Her chin rose. “I already have to keep records to run a cheldzan and a storeroom. Or haven’t you noticed me using paint on the walls for it?”

“I haven’t,” I said, startled.

Seper chuckled. “Have her show you, Kediil. Dlona, if you like? We’ll make the way easy for ke Koish.”

“By all means, introduce me. You’ve hired some new eperu since Clan Edla came through last.”

They departed, leaving me with a spinning head. “That is what it looks like, isn’t it? Koish doesn’t think he’s made a decision, but he has.” I thought of his concerns. “Or maybe he’s just saying what we want to hear?”

“I doubt it.”

Did he even know he’d changed his mind? I rubbed my brow. “Do things always happen that quickly?”

“When they do,” Winoña said, “it’s usually because the conditions favorable to those changes were already developing, unseen.” She threaded her fingers together and rested her chin on them, smiling up at me. “You have that look again, like I’ve said something you didn’t expect and you admire me for it.”

“And if I said… yes… would you be disappointed?”

She giggled. “No! I want you to look at me like that all the time! Come here behind the counter, I’ll teach you to serve drinks.”

“Is that hard?”

“No, which means we’ll have plenty of time to enjoy one another’s company.” She glanced past me at the people crowding her hall. “Look at them, Kediil. How often have you seen so many Jokka in one place?”

“Rarely,” I said. “It’s noisy and hot.”

“But alive,” she said. “It’s so good to see so much life in one place.”

I’d expected her to laugh. But this comment, stated with such fervor, made me look again, and see, for just a moment, through her eyes. The eyes that counted and saw fewer people too often. The eyes that looked now and saw vitality and promise and hope of some different, better future.

I longed for the wind on my cheeks and the horizon before my eyes. But how much of that longing had been shaped by my desire to escape the captivity designed for me by fate, or the gods, or my family… all of them?

I stepped behind the counter and bumped her hip until she moved over. “Teach me how to pour things.”

“Is this an excuse to let me teach you something you already know?”

“Yes?”

She laughed. “Well, if you love the sound of my voice that much….”

 

***

 

I did not have to seek out Koish; he found me behind the Nudet building, settling my rikka for the night. I straightened, tucking my loosened hair back behind my shoulders, and waited.

“Derra’s caught a child.”

He didn’t need to say anything else. I knew Derra, a fragile, easily tired anadi who longed for children and had only been able to bear one so far. If Derra had conceived, Clan Edla would stay where the risks to her pregnancy could be minimized. Two anadi pregnant and another with a toddler would make traveling difficult… and, coincidentally, give Koish and Edla status in the new settlement. Fruitfulness was admired, no matter where on Ke Bakil you traveled, and clans rich in breeding anadi were granted a deference that no other Jokkad could claim.

“Will you stay?” he asked. When I hesitated, he said, “Or come back to check on Derra through her pregnancy?” I could hear his smile in the dark. “You’ll know exactly where to find us.”

“Ke emodo…” I sighed. “Yes. I’ll check on her. I won’t promise to live here, but I’ll come back from time to time.”

“Thank you. I knew you would, just as I know you understand why I’ve changed my mind.”

“We all serve the breeders,” I said, as if I had scooped the words out of Mardin’s mouth.

“Yes. Good night to you, ke anadi.”

Melon shuffled toward the end of his stall to bump my shoulder with his muzzle, and I petted it idly, watching Koish’s body until I could neither see nor hear him.

Yes, I understood. And I feared that I had my own reasons to change my mind, because I was not ready for the future. Are we ever?

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