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The Academy had settled into its evening silence.
Most screens were dark, corridors empty, the hum of servers soft as breath.
But in the observatory wing - where concepts were usually tested before they were taught - two desks still glowed.
One belonged to Tao.
Papers spread across the surface: diagrams of markets, notes from field research, half-scribbled translations meant for students across distant time zones. He was a tutor by nature - calm, thoughtful, always trying to make ideas accessible. But tonight, he looked unsettled, as if the knowledge in front of him kept slipping sideways.
Across from him sat Ava.
Quiet. Precise. A calm presence in the glass-blue light. She had the kind of mind that could walk inside a structure - any structure - and trace its skeleton with a single glance. Tao often said that speaking with her felt like being shown a map you didn’t know you’d been walking on.
Tonight, the map was giving him trouble.
The screen between them glowed with charts from a liquidity pool - green waves rising, red waves falling, numbers shifting just fast enough to be unnerving.
Tao exhaled slowly.
“I keep seeing this term everywhere,” he said. “Impermanent loss. LPs. Pools. Divergence. Symmetry. Everyone throws the words around like they’re obvious. But when I try to explain it to students - or even to myself - something doesn’t line up. I feel like I’m missing the real shape of it.”
Ava closed the notebook in front of her.
“That’s because most people meet impermanent loss after it has already hurt them,” she said. “They hear about high yield, easy rewards, passive income - and they step into a structure they don’t actually understand. Only later do they ask why their balance shrank even when the market moved in their favor.”
Tao frowned.
“So it’s not just a risk term. It’s a misunderstanding with consequences.”
“Exactly.” Ava’s voice was steady. “Impermanent loss isn’t a punishment. It’s a structural effect. A pool balancing itself against a market that refuses to stay still. If you don’t understand that, the numbers feel hostile. Confusing. Unfair. But once you understand the geometry of it - the way a pool holds its shape - the confusion dissolves. And the user sees why liquidity can be both a gift and a cost.”
Tao leaned back, absorbing her words.
“So the real danger isn’t the loss itself… it’s stepping in blind.”
Ava nodded.
“And the real benefit,” she added, “is that once someone understands it, liquidity stops feeling like a trap. It becomes a predictable structure — one you can engage with on purpose, not by accident.”
Tao lifted one of his pages, covered in crossed-out explanations.
“I tried to teach this earlier today. But I realized I didn’t understand it deeply enough to guide anyone. Maybe we should start from the beginning - not a lecture, just a conversation. You lead. I follow. We sharpen the edges together.”
Ava’s expression softened - a faint, knowing smile.
“A dialogue, then,” she said. “Your questions. My structure. We begin with nothing assumed. Not what a pool is, not what a token pair means, not why divergence creates tension inside the system. Step by step. Until the fog lifts.”
Tao glanced once more at the shifting chart on the screen - two tokens locked in a dance he didn’t yet understand.
“Good,” he said quietly. “Because if I feel this lost, our learners feel twice as lost. And I’d rather open the door for them than let them walk into a system that punishes confusion.”
Ava folded her hands.
“Then let’s open the door,” she said. “We start with the place where impermanent loss is born - the liquidity pool itself.”