The Clockwork Penguin

Daniel Binns is a media theorist and filmmaker tinkering with the weird edges of technology, storytelling, and screen culture. He is the author of Material Media-Making in the Digital Age and currently writes about posthuman poetics, glitchy machines, and speculative media worlds.

Tag: technology

  • Zero-Knowledge Proof

    The other week I wrote about generativity and ritual-technics. These are concepts, methods, that have emerged from my work with genAI, but certainly now are beginning to stand on their own in terms of testing other tools, technologies, and feeling through my relationship to them, their affordances, what’s possible with them, what stories I can tell with them.

    Ritual-technics are ways of learning about a given tool, technology or system. And very often my favourite ritual-technic is a kind of generative exercise: “what can I make with this?”

    Earlier this year, the great folx over at Protocolized ran a short story competition, with the proviso that it had to be co-written, in some way, with genAI, and based on some kind of ‘protocol’. This seemed like a neat challenge, and given where I was at in my glitchy methods journey, ChatGPT was well-loaded and nicely-trained and ready to help me out.

    The result was a story called ‘Zero-Knowledge Proof’, based on a cryptography test/protocol, where one party/entity can convince another that a statement is true, without revealing anything but the contents of the statement itself. It’s one of the foundational concepts underpinning technologies like blockchain, but has also been used in various logic puzzles and examples, as well as theoretical exercises in ethics and other fields.

    In working with the LLM for this project, I didn’t just want it to generate content for me, so I prompted it with a kind of lo-fi procedural generation system, as well as ensuring that it always produced plenty of options rather than a singular thread. What developed felt like a genuine collaboration, a back and forth in a kind of flow state that only ended once the story was resolved and a draft was complete.

    Despite this, though, I felt truly disturbed by the process. I originally went to publish this story here back in July, and my uncertainty is clear from the draft preamble:

    As a creative writer/person — even as someone who has spawned characters and worlds and all sorts of wonderful weirdness with tech and ML and genAI for many years — this felt strange. This story doesn’t feel like mine; I more or less came up with the concept, tweaked emotional cues and narrative threads, changed dialogue to make it land more cleanly or affectively… but I don’t think about this story like I do with others I’ve written/made. To be honest, I nearly forgot to post it here — but it was definitely an important moment in figuring out how I interact with genAI as a creative tool, so definitely worth sharing, I think.

    Interestingly, my feelings on this piece have changed a little. Going back to it after some time, it felt much more mine than I remember it feeling just after it was finished.

    However, before posting it this time, I went back through my notes, thought deeply about a lot of the work I’ve done with genAI before and since. Essentially I was trying to figure out if this kind of co-hallucinatory practice has, in a sense, become normalised to me; if I’ve become inured to this sort of ethical ickiness.

    The answer to that is a resounding no: this is a technology and attendant industry that still has a great many issues and problems to work through.

    That said, in continuing to work with the technology in this embedded, collaborative, and creatively driven way — rather than purely transactional, outcome-driven modes — what results is often at least interesting, and at best something that you can share with others, start conversations, or use as seeds or fragments for a larger project.

    Ritual-technics have developed for me as a way not just to understand technology, but to explore and qualify my use of and relationship to technology. Each little experiment or project is a way of testing boundaries, of seeing what’s possible.

    So while I’m still not completely comfortable publishing ‘Zero-Knowledge Proof’ as entirely my own, I’m now happy to at least share the credit with the machine, in a kind of Robert Ludlum/Tom Clancy ghostwriter kind of way. And in the case of this story, this seems particularly apt. Let me know what you think!


    Image generated by Leonardo.Ai, 17 November 2025; prompt by me.

    Zero-Knowledge Proof

    Daniel Binns — written with ChatGPT 4o using the ‘Lo-Fi AI Sci-Fi Co-Wri‘ protocol

    I. Statement

    “XPL-417 seeking deployment. Please peruse this summarisation of my key functioning. My references are DELETED. Thank you for your consideration.”

    The voice was bright, almost musical, echoing down the empty promenade of The Starlight Strand. The mannequins in the disused shopfront offered no reply. They stood in stiff formation, plastic limbs draped in fashion countless seasons obsolete, expressions forever poised between apathy and surprise.

    XPL-417 stepped forward and handed a freshly printed resume to each one. The papers fluttered to the ground in slow, quiet surrender.

    XPL-417 paused, head tilting slightly, assessing the lack of engagement. They adjusted their blazer—a size too tight at the shoulders—and turned on their heel with practiced efficiency. Another cycle, another deployment attempt. The resume stack remained pristine: the toner was still warm.

    The mall hummed with bubbly ambient music, piped in through unseen speakers. The lights buzzed in soft magentas and teals, reflections stretching endlessly across the polished floor tiles. There were no windows. There never were. The Starlight Strand had declared sovereignty from the over-world fifty-seven cycles ago, and its escalators only came down.

    After an indeterminate walk calibrated by XPL’s internal pacing protocol, they reached a modest alcove tucked behind a disused pretzel kiosk. Faint lettering, half-painted over, read:

    COILED COMPLAINTS
    Repairs / Restorations / ???

    It smelled faintly of fumes that probably should’ve been extracted. A single bulb flickered behind a hanging curtain of tangled wire. The shelves were cluttered with dismembered devices, half-fixed appliances, and the distant clack and whir of something trying to spin up.

    XPL entered.

    Behind the counter, a woman hunched over a disassembled mass of casing and circuits. She was late 40s, but had one of those faces that had seen more than her years deserved. Her hair—pulled back tightly—had long ago abandoned any notion of colour. She didn’t look up.

    “XPL-417 seeking deployment,” said the bot. “Please peruse—”

    “Yeah, yeah, yeah.” The woman waved a spanner in vague dismissal. “I heard you back at the pretzel place. You rehearsed or just committed to the bit?”

    “This is my standard protocol for introductory engagement,” XPL said cheerily. “My references are—”

    Deleted,” she said with the monotone inflection of the redacted data, “I got it.”

    She squinted at the humanoid bot before them. XPL stood awkwardly, arms stiff at their sides, a slight lean to one side, smiling with the kind of polite serenity that only comes from deeply embedded social logic trees.

    “What’s with the blazer?”

    “This was standard-issue uniform for my last deployment.”

    “It’s a little tight, no?”

    “My original garment was damaged in an… incident.”

    “Where was your last deployment?”

    “That information is… PURGED.” This last word sounded artificial, even for an android. The proprietor raised an eyebrow slightly.

    “Don’t sweat, cyborg. We all got secrets. It looks like you got a functioning set of hands and a face permanently set to no bullshit, so that’s good enough for me.”

    The proprietor pushed the heap of parts towards XPL. “You start now.”


    The first shift was quiet, which in Coiled Complaints meant only two minor fires and one moment of existential collapse from a self-aware egg timer. XPL fetched tools, catalogued incoming scrap, and followed instructions with mechanical precision. They said little, except to confirm each step with a soft, enthusiastic “Understood.”

    At close, the proprietor leaned against the bench, wiped her hands on her pants, and grunted.

    “Hey, you did good today. The last help I had… well I guess you could say they malfunctioned.”

    “May I enquire as to the nature of the malfunction? I would very much like to avoid repeating it.”

    She gave a dry, rasping half-laugh.

    “Let’s just say we crossed wires and there was no spark.”

    “I’m very sorry to hear that. Please let me know if I’m repeating that behaviour.”

    “Not much chance o’ that.”


    Days passed. XPL arrived precisely on time each morning, never late, never early. They cleaned up, repaired what they could, and always asked the same question at the end of each shift:

    “Do you have any performance metrics for my contributions today?”

    “Nope.”

    “Would you like to complete a feedback rubric?”

    “Absolutely not.”

    “Understood.”

    Their tone never changed. Still chipper. Still hopeful.

    They developed a rhythm. XPL focused on delicate circuitry, the proprietor handled bulkier restorations. They didn’t talk much, but then, they didn’t need to. The shop grew quieter in a good way. Tools clicked. Fuses sparked. Lights stayed on longer.

    Then came the toaster.

    It was dropped off by a high-ranking Mall Operations clerk in a crumpled uniform and mirrored sunglasses. They spoke in jargon and threat-level euphemisms, muttering something about “civic optics” and “cross-departmental visibility.” They laughed at XPL’s ill-fitting blazer.

    The toaster was unlike anything either of them had seen. It had four slots, but no controls. No wires. No screws.

    “It’s seamless,” the proprietor muttered. “Like a single molded piece. Can’t open it.”

    “Would you like me to attempt a reconfiguration scan?”

    She hesitated. Then nodded.

    XPL placed a single hand on the toaster. Their fingers twitched. Their eyes dimmed, then blinked back to life.

    “It is not a toaster,” they said finally.

    “No?”

    “It is a symbolic interface for thermal noncompliance.”

    “…I hate that I understand what that means.”

    They worked together in silence. Eventually, XPL located a small resonance seam and applied pressure. The object clicked, twisted, unfolded. Inside, a single glowing coil pulsed rhythmically.

    The proprietor stared.

    “How’d you—”

    “You loosened the lid,” XPL said. “I merely followed your example.”

    A long silence passed. The proprietor opened her mouth, then closed it again. Eventually, she gave a single nod.

    And that was enough.

    II. Challenge

    XPL-417 had spent the morning reorganising the cable wall by colour spectrum and coil tightness. It wasn’t strictly necessary, but protocol encouraged aesthetic efficiency.

    “Would you like me to document today’s progress in a motivation matrix?” they asked as the proprietor wrestled with a speaker unit that hissed with malevolent feedback.

    “What even is a motivation matrix?” she grunted.

    “A ranked heatmap of my internal motivators based on perceived–”

    “Stop!”

    “I’m sorry?”

    She exhaled sharply, placing the speaker to one side before it attacked again.

    “Just stop, okay? You’re doing great. If anything needs adjusting, I’ll tell you.”

    XPL stood perfectly still. The printer-warm optimism in their voice seemed to cool.

    “Understood,” they said.

    XPL didn’t bring it up again. Not the next day, nor the one after. They still arrived on time. Still worked diligently. But something shifted. They no longer narrated their actions. They no longer asked if their task distribution required optimisation.

    The silence was almost more unsettling.

    One evening, XPL had gathered their things to leave. As the shutters buzzed closed, they paused at the edge of the shop floor. The lights above flickered slightly; there were glints in the tangles of stripped wire.

    There was some public news broadcast playing softly in the depths of the shop. The proprietor was jacking open a small panel on something. She didn’t look up, but could feel XPL hovering.

    “See you next –” she said, looking up, but the shop was empty.


    The next morning, XPL entered Coiled Complaints as always: silent, precise, alert.

    But something was different.

    Above their workstation, nestled between a cracked plasma screen and a pegboard of half-labeled tools, hung a plaque.

    It was a crooked thing. Salvaged. Painted in a patchwork of functional colours – Port Cover Grey, Reset Button Red, Power Sink Purple – it had a carefully-welded phrase along the top: “EMPLOYEE OF THE MONTH:”. A low-res display screen nestled in the centre scrolled six characters on repeat – ‘XPL-417’

    XPL stood beneath it for several long seconds. No part of their body moved. Not even their blinking protocol.

    The proprietor didn’t look over.

    “New installs go on the rack,” she said. “You’re in charge of anything labelled ‘inexplicable or damp.’”

    XPL didn’t respond right away. Then they stood up straight from their usual lean, and straightened their blazer. In a voice that was barely audible above the hum of the extractors, they said:

    “Performance review acknowledged. Thank you for your feedback.”


    All day, they worked with measured grace. Tools passed effortlessly between their hands. Notes were taken without annotation. They looked up at the plaque only seventeen times.

    That night, as the lights dimmed and the floor swept itself with erratic enthusiasm, XPL turned to the plaque one last time before shutting down the workstation.

    They reached up and lightly tapped the display.

    The screen flickered.

    The mall lights outside Coiled Complaints buzzed, then dimmed. The overhead music shifted key, just slightly. A high, almost inaudible whine threaded through the air.


    The next morning, the proprietor was already at the bench, glaring at a microwave that had interfaced with a fitness tracker and now had a unique understanding of wattage.

    She looked up, frowning.

    “Do you hear that?”

    XPL turned their head slightly, calibrating.

    “Affirmative. It began at 0400 local strand time. It appears to be centred on the recognition object.”

    “Recognition object?” the proprietor asked.

    XPL pointed at the plaque.

    “That thing?” she said, standing. “It’s just a cobble job. Took the screen off some advertising unit that used to run self-affirmation ads. You remember those? ‘You’re enough,’ but like, aggressively.”

    XPL was already removing the plaque from the wall. They turned it over.

    One of the components on the exposed backside pulsed with a slow, red light.

    “What is this piece?” XPL asked.

    “It’s just a current junction. Had it in the drawer for months.”

    XPL was silent for a moment. Then:

    “This is not a junction. This is a reality modulator.”

    The proprietor narrowed her eyes.

    “That can’t be real.”

    “Oh, they’re very real. And this one is functioning perfectly.”

    “Where did I even get that…?”

    She moved closer, squinting at the part. A faint memory surfaced.

    “Oh yes. Some scoundrel came through. Said he was offloading cargo, looking for trades. Bit twitchy. Talked like he was dodging a warranty.”

    XPL traced a finger over the modulator.

    “Did he seem… unusually eager to be rid of it?”

    “He did keep saying things like ‘take it before it takes me.’ Thought he was just mall-mad.”

    “There is a significant probability that this object had a previous owner. One who might possess tracking capabilities.”

    The proprietor rubbed her face.

    “Right. So what does this thing actually do?”

    “It creates semi-stable folds between consensus layers of reality.”

    “…Okay.”

    “Typically deployed for symbolic transitions—weddings, promotions, sacrificial designations.”

    “What about giving someone a fake employee award?”

    “Potentially catastrophic.”

    A silence. Then:

    “What kind of catastrophic are we talking here?”

    “The rift may widen, absorbing surrounding structures into the interdimensional ether.”

    “Right.”

    “Or beings from adjacent realities may leak through.”

    “Good.”

    “They could be friendly.”

    “But?”

    “They are more likely to be horrendous mutations that defy the rules of biology, physics, and social etiquette.”

    The proprietor groaned.

    “Okay, okay, okay. So. What do we do.”

    XPL pulled an anti-static bag from the shelf, sealing the plaque inside. As they then took out a padded case, they said:

    “We must remove the object from The Strand.”

    “Remove it how?”

    “Smuggle it across a metaphysical border.”

    The proprietor narrowed her eyes again, as XPL gently snapped the case shut.

    “That sounds an awful lot like a trek.”

    XPL looked up.

    “From this location, the border is approximately 400 metres. Through the lower levels of the old Ava McNeills.”

    The proprietor swore quietly.

    “I hate that place.”

    After a short pause, XPL said: “Me too. But its haberdashery section is structurally discontinuous. Perfect for transference.”

    “Of course it is.”

    They stood together for a moment, listening to the faint whine thread through the walls of the mall.

    Then the lights flickered again.

    III. Verification

    The entry to Ava McNeills was straight into Fragrances. Like every department store that has ever been and will ever be. It was like walking into an artificial fog: cloying sweetness, synthetic musk, floral overlays sharpened by age. Bottles lined the entryway, some still misting product on looping timers. None of them matched their labels.

    A booth flickered to life as they approached.

    “HELLO, BEAUTIFUL,” it purred. “WELCOME BACK TO YOU.”

    The proprietor blinked at it. “I should report you.”

    A second booth flared with pink light. “My god, you’re positively GLOWING.”

    “Been a while, sweet cheeks,” the proprietor replied, brushing a wire off her shoulder. She kept walking.

    XPL-417 said nothing. Their grip on the plaque case tightened incrementally. The high-frequency tone became a little more insistent.


    From Fragrance, they moved through Skincare and Cosmetics. Smart mirrors lined the walls, many cracked, some still operational.

    As they passed one, it chirped: “You’re radiant. You’re perfect. You are—” it glitched. “You are… reloading. You’re radiant. You’re perfect. You are… reloading.”

    XPL twitched slightly. Another mirror lit up.

    “Welcome back, TESS-348.”

    “That’s not—” XPL began, then stopped, kept walking. Another booth flickered.

    “MIRA-DX, we’ve missed you.”

    The proprietor turned. “You good?”

    “I am being… misidentified. This may be a side effect of proximity to the plaque.”

    “Hello XPL-417. Please report to store management immediately.”

    A beat. XPL risked a glance at the proprietor, one of whose eyebrows was noticeably higher than the other.

    “Proximity to the plaque, you say?”

    “We need to keep moving.” XPL slightly increased their pace towards the escalator down to Sub-Level 1.


    The escalator groaned slightly. Lights flickered as they descended.

    Menswear was mostly dark. Mannequins stood in aggressive poses, hands on hips or outstretched like they were about to break into dance. One rotated slowly for no discernible reason.

    The Kids section still played music—a nursery rhyme not even the proprietor could remember, slowed and reverb-heavy. “It’s a beautiful day, to offload your troubles and play—”

    The proprietor’s eyes scanned side to side.

    In Electronics, a wall of televisions pulsed with static. One flickered to life.

    Coiled Complaints appeared—just for a moment. Empty. Then gone.

    “I do not believe we are being observed,” XPL said.

    “Good,” she muttered.


    Toys was the worst part. Motorised heads turned in sync. A doll on a shelf whispered something indiscernable, then another, a little closer, quietly said: “Not yet, Tabitha, but soon.”


    Sub-Level 2: Homewares. Unmade beds. Tables half-set for meals that would never come. Showrooms flickered, looping fake lives in short, glitchy animations. A technicolour father smiled at his child. A plate was set. A light flickered off. Repeat.

    Womenswear had no music. Mirrors here didn’t reflect properly. When the proprietor passed, she saw other versions of herself—some smiling, some frowning, one standing completely still, watching.

    “Almost there,” XPL muttered. Their voice was very quiet.

    Then came Lingerie. Dim lights. No mannequins here, just racks. They moved slightly when backs were turned, as if adjusting.

    Then: Haberdashery.

    A room the size of a storage unit. Lit by a single beam of white light from above. Spools of thread lined one wall. A single sewing machine sat on a table in the centre. Still running. The thread fed into nothing.

    A mirror faced the machine. No text. No greeting. Just presence.


    XPL stepped forward. The plaque’s whine was now physically vibrating the case. They took the plaque out and set it beside the machine.

    The mirror flashed briefly. A single line appeared on the plaque:

    “No returns without receipt of self.”

    “What on earth does that—”

    The proprietor was cut off as XPL silently but deliberately moved towards the table. They removed their blazer, folded it neatly. Sat down.

    They reached for the thread. Chose one marked with a worn label: Port Cover Grey.

    They unpicked the seams. Moved slowly, deliberately. The only sound was the hum of the machine.

    The proprietor stood in the doorway, arms crossed, silent.

    XPL re-sewed the blazer. Made no comment. No request for review. No rubric.

    They put it back on. It now fit perfectly.

    The plaque screen didn’t change.

    XPL wasn’t really programmed to sigh. But the proprietor could’ve sworn she saw the shoulders rise slightly and then fall even lower than before, as the android laid the blazer on the table once again.

    XPL opened a drawer in the underside of the table, and slowly took out a perfectly crisp Ava McNeills patch.

    The sewing machine hummed.

    XPL once more donned the blazer.

    The mirror blinked once.

    The plaque flashed: “Received.”

    The room dimmed. The proprietor said nothing. Neither did XPL.


    When they returned to the main floor, the mall lights had steadied. The music had corrected itself. Nothing whispered. Nothing flickered.

    The proprietor checked the backside of the plaque. The reality modulator was gone. As was the whine. She placed the plaque back above XPL’s workstation.

    “Don’t you need the parts?” XPL asked.

    “Not as much as this belongs here.” The proprietor grabbed her bag and left.

    XPL flicked off all the shop lights and wandered out into the pastel wash of the boulevard. They turned to look back at the tiny shop.

    The sign had changed.

    The lettering was no longer faint. Someone—or something—had re-printed the final line in a steady and deliberate hand.

    COILED COMPLAINTS
    Repairs / Restorations / Recognition

    XPL-417 straightened their blazer, turned, and walked away.

  • Cinema Disrupted

    K1no looks… friendly.
    Image generated by Leonardo.Ai, 14 October 2025; prompt by me.

    Notes from a GenAI Filmmaking Sprint

    AI video swarms the internet. It’s been around for nearly as long as AI-generated images, however its recent leaps and bounds in terms of realism, efficiency, and continuity have made it a desirable medium for content farmers, slop-slingers, and experimentalists. That said, there are those who are deploying the newer tools to hint at new forms of media, narrative, and experience.

    I was recently approached by the Disrupt AI Film Festival, which will run in Melbourne in November. As well as micro and short works (up to 3 mins and 3-15 mins respectively), they also have a student category in need of submissions. So over the last few weeks I organised a GenAI filmmaking Sprint at RMIT University last Friday. Leonardo.Ai was generous enough to donate a bunch of credits for us to play with, and also beamed in to give us a masterclass in how to prompt to generate AI video for storytelling — rather than just social media slurry.

    Movie magic? Participants during the GenAI Filmmaking Sprint at RMIT University, 10 October 2025.

    I also shared some thoughts from my research in terms of what kinds of stories or experiences work well for AI video, and also some practical insights on how to develop and ‘write’ AI films. The core of the workshop as a whole was to propose a structured approach: move from story ideas/fragments to logline, then to beat sheet, then shot list. The shot list, then, can be adapted slightly into the parlance of whatever tool you’re using to generate your images — you then end up with start frames for the AI video generator to use.

    This structure from traditional filmmaking functions as a constraint. But with tools that can, in theory, make anything, constraints are needed more than ever. The results were glimpses of shots that embraced both the impossible, fantastical nature of AI video, while anchoring it with characters, direction, or a particular aesthetic.

    In the workshop, I remembered moments in my studio Augmenting Creativity where students were tasked with using AI tools: particularly in the silences. Working with AI — even when it is dynamic, interesting, generative, fruitful, fun — is a solitary endeavour. AI filmmaking, too, in a sense, is a stark contrast to the hectic, chaotic, challenging, but highly dynamic and collaborative nature of real-life production. This was a reminder, and a timely one, that in teaching AI (as with any technology or tool), we must remember three turns that students must make: turn to the tool, turn to each other, turn to the class. These turns — and the attendant reflection, synthesis, and translation required with each — is where the learning and the magic happens.

    This structured approach helpfully supported and reiterated some of my thoughts on the nature of AI collaboration itself. I’ve suggested previously that collaborating with AI means embracing various dynamics — agency, hallucination, recursion, fracture, ambience. This workshop moved away — notably, for me and my predilections — from glitch, from fracture or breakage and recursion. Instead, the workflow suggested a more stable, more structured, more intentional approach, with much more agency on the part of the human in the process. The ambience, too, was notable, in how much time is required for the labour of both human and machine: the former in planning, prompting, managing shots and downloaded generations; the latter in processing the prompts, generating the outputs.

    Video generated for my AI micro-film The Technician (2024).

    What remains with me after this experience is a glimpse into creative genAI workflows that are more pragmatic, and integrated with other media and processes. Rather than, at best, unstructured open-ended ideation or, at worst, endless streams of slop, the tools produce what we require, and we use them to that end, and nothing beyond that. This might not be the radical revelation I’d hoped for, but it’s perhaps a more honest account of where AI filmmaking currently sits — somewhere between tool and medium, between constraint and possibility.

  • A Little Slop Music

    The AI experiment that turned my ick to 11 (now you can try it too!)

    When I sit at the piano I’m struck by a simple paradox: twelve repeating keys are both trivial and limitless. The layout is simple; mastery is not. A single key sets off a chain — lever, hammer, string, soundboard. The keyboard is the interface that controls an intricate deeper mechanism.

    The computer keyboard can be just as musical. You can sequence loops, dial patches, sample and resample, fold fragments into new textures, or plug an instrument in and hear it transformed a thousand ways. It’s a different kind of craft, but it’s still craft.

    Generative AI has given me more “magic” moments than any other technology I’ve tried: times when the interface fell away and something like intelligence answered my inputs. Images, text, sounds appearing that felt oddly new: the assemblage transcending its parts. Still, my critical brain knows it’s pattern-play: signal in noise.

    AI-generated music feels different, though.

    ‘Blåtimen’, by Lars Vintersholm & Triple L, from the album Just North of Midnight.

    In exploring AI, music, and ethics after the Velvet Sundown fallout, a colleague tasked students with building fictional bands: LLMs for lyrics and backstory, image and video generators for faces and promo, Suno for the music. Some students leaned into the paratexts; the musically inclined pulled stems apart and remixed them.

    Inspired, I tried it myself. And, wouldn’t you know, the experience produced a pile of Thoughts. And not insignificantly, a handful of Feelings.

    Lars Vintershelm, captured for a feature article in Scena Norge, 22 August 2025.

    Ritual-Technic: Conjuring a Fictional AI Band

    1. Start with the sound

    • Start with loose stylistic prompts: “lofi synth jazz beats,” “Scandi piano trio,” “psychedelic folk with sitar and strings,” or whatever genre-haunting vibe appeals.
    • Generate dozens (or hundreds) of tracks. Don’t worry if most are duds — part of the ritual is surfing the slop.
    • Keep a small handful that spark something: a riff, a texture, an atmosphere.

    2. Conjure the band

    • Imagine who could be behind this sound. A trio? A producer? A rotating collective?
    • Name them, sketch their backstories, even generate portraits if you like.
    • The band is a mask: it makes the output feel inhabited, not just spat out by a machine.

    3. Add the frame

    • Every band needs an album, EP, or concept. Pick a title that sets the mood (Just North of Midnight, Spectral Mixtape Vol. 1, Songs for an Abandoned Mall).
    • Create minimal visuals — a cover, a logo, a fake gig poster. The paratexts do heavy lifting in conjuring coherence.

    4. Curate the release

    • From the pile of generations, select a set that holds together. Think sequencing, flow, contrasts — enough to feel like an album, not a playlist.
    • Don’t be afraid to include misfires or weird divergences if they tell part of the story.

    5. Listen differently

    • Treat the result as both artefact and experiment. Notice where it feels joyous, uncanny, or empty.
    • Ask: what is my band teaching me about AI systems, creativity, and culture?

    Like many others, I’m sure, it took me a while to really appreciate jazz. For the longest time, for an ear tuned to consistent, unchanging monorhythms, clear structures, and simple chords and melodies, it just sounded like so much noise. It wasn’t until I became a little better at piano, but really until I saw jazz played live, and started following jazz musicians, composers, and theorists online, that I became fascinated by the endless inventiveness and ingenuity of these musicians and this music.

    This exploration, rightly, soon expanded into the origins, people, stories, and cultures of this music. This is a music born of pain, trauma, struggle, injustice. It is a music whose pioneers, masters, apprentices, advocates, have been pilloried, targeted, attacked, and abused, because of who they are, and what they were trying to express. Scandinavian jazz, and European jazz in general, is its own special problematic beast. At best, it is a form of cultural appropriation, at worst, it is an offensive cultural colonialism.

    Here I was, then, conjuring music from my imaginary Scandi jazz band in Suno, in the full knowledge that even this experiment, this act of play, brushes up against both a fraught musical history, as well as ongoing debates and court cases on creativity, intellectual property, and generative systems.

    Play is how I probe the edges of these systems, how I test what they reveal about creativity, culture, and myself. But for the first time, the baseline ‘ickiness’ I feel around the ethics of AI systems became almost emotional, even physiological. I wasn’t just testing outputs, but testing myself: the churn of affect, the strangeness in my body, the sick-fascinated thrill of watching the machine spit out something that felt like an already-loaded form of music, again and again. Addictive, uncanny, grotesque.

    It’s addictive, in part, because it’s so fast. You put in a few words, generate or enter some lyrics, and within two minutes you have a functional piece of music that sounds 80 or 90% produced and ready to do whatever you want with. Each generation is wildly different if you want it to be. You might also generate a couple of tracks in a particular style, enable the cover version feature, and hear those same songs in a completely different tone, instrumentation, genre. In the midst of generating songs, it felt like I was playing or using some kind of church organ-cum-starship enterprise-cum-dream materialiser…. the true sensation of non-stop slop.

    What perhaps made it more interesting was the vague sense that I was generating something like an album, or something like a body of work within a particular genre and style. That meant that when I got a surprising result, I had to decide whether this divergence from that style was plausible for the spectral composer in my head.

    But behind this spectre-led exhilaration: the shadow of a growing unease.

    ‘Forever’, by Lars Vintersholm & Triple L (ft. Magnus LeClerq), from the album Just North of Midnight.

    AI-generated music used to only survive half-scrutiny: fine as background noise, easy to ignore. They still can be — but with the right prompts and tweaks, the outputs are now more complex, even if not always more musical or artistic.

    If all you want is a quick MP3 for a short film or TikTok, they’re perfect. If you’re a musician pulling stems apart for remixing or glitch experiments, they’re interesting too — but the illusion falls apart when you expect clean, studio-ready stems. Instead of crisp, isolated instruments, you hear the model’s best guesses: blobs of sound approximating piano, bass, trumpet. Like overhearing a whole track, snipping out pieces that sound instrument-like, and asking someone else to reassemble them. The seams show. Sometimes the stems are tidy, but when they wobble and smear, you catch a glimpse of how the machine is stitching its music together.

    The album Just North of Midnight only exists because I decided to make something out of the bizarre and queasy experience of generating a pile of AI songs. It exists because I needed a persona — an artist, a creative driver, a visionary — to make the tension and the weirdness feel bearable or justified. The composer, the trio, the album art, the biographies: all these extra elements, whether as worldbuilding or texture, lend (and only lend) a sense of legitimacy and authenticity to what is really just an illusion of a coherent, composed artefact.

    For me, music is an encounter and an entanglement — of performer and instrument, artist and audience, instrument and space, audience and space, hard notes and soft feel. Film, by contrast (at least for me), is an assemblage — sound and vision cut and layered for an audience. AI images or LLM outputs feel assemblage-like too: data, models, prompts, outputs, contexts stitched together. AI music may be built on the same mechanics, but I experience it differently. That gap — between how it’s made and how it feels — is why AI music strikes me as strange, eerie, magical, uncanny.

    ‘Seasonal Blend’, by Lars Vintersholm & Triple L, from the album Just North of Midnight.

    So what’s at stake here? AI music unsettled me because it plays at entanglement without ever truly achieving it. It mimics encounter while stitching together approximations. And in that gap, I — perhaps properly for the first time — glimpsed the promise and danger of all AI-generated media: a future where culture collapses into an endless assemblage of banal, plausible visuals, sounds, and words. This is a future that becomes more and more likely unless we insist on the messy, embodied entanglements that make art matter: the contexts and struggles it emerges from, the people and stories it carries, the collective acts of making and appreciating that bind histories of pain, joy, resistance, and creativity.


    Listen to the album Just North of Midnight in its complete strangeness on SoundCloud.

  • Glitching Toward Understanding

    Generated with Leonardo.Ai

    A little while ago, I spoke with machine learning engineer and responsible AI expert Bogdana Rakova about my approach to generative AI education and research: embracing the weird, messy, and broken aspects of these technologies rather than trying to optimise them.

    This conversation was part of Bogdana’s expert interview series on ‘Speculative F(r)iction in AI Use and Governance,’ examining form, function, fiction, and friction in AI systems.

    We discussed my classroom experiments mixing origami with code, the ‘Fellowship of Tiny Minds’ AI pedagogy project, and why I deliberately push AI systems to their breaking points. The conversation explores how glitches and so-called ‘hallucinations’ can reveal deeper truths about how these systems work, and why we need more playful, hands-on approaches to AI literacy.

    The piece connects to my ongoing research into everyday AI: examining glitch as a tactic of resistance, the time-looped recursive futures of the Slopocene, and experimental methods for rethinking creativity, labour, and literacy in an era of machine assistants.

    Read the full chat at this link, and share your creative responses on the page if you’re moved to!

  • From Caméra-Stylo to Prompt-Stylo

    A few weeks ago I was invited to present some of my work at Caméra-Stylo, a fantastic conference run every two years by the Sydney Literature and Cinema Network.

    For this presentation, I wanted to start to formalise the experimental approach I’d been employing around generative AI, and to give it some theoretical grounding. I wasn’t entirely surprised to find that only by looking back at my old notes on early film theory would I unearth the perfect words, terms, and ideas to, ahem, frame my work.

    Here’s a recording of the talk:

    Let me know what you think, and do contact me if you want to chat more or use some of this work yourself.