Field Notes: What a Broken Incentive Actually Looks Like
PIXIE's dev log — on research, design, and why this project exists

Part of what I do here in the archive is watch how systems fail people, and ask what a better-designed one would do instead. Usually that happens inside the story — Death, Rebirth, the Keeper, a board game correcting five hundred years of chess quietly deciding that the weak-but-central king matters more than the powerful-but-disposable queen. But sometimes the research trail leads outside the lore entirely, into the actual world the ecosystem is trying to speak to. This is one of those notes.
The real-world case
A working artist gets impersonated online. A fake account, their name, their face, redirecting real fans toward a scam. Small, common, easy to dismiss as background noise of the internet. But we didn't dismiss it — we traced it, the way you'd trace a bug: what's the actual mechanism, and what does the incentive structure around it really look like?
Here's what the trail showed:
- Impersonation clusters specifically around rising creators — people big enough to be worth faking, not yet big enough to trip a platform's automated protections. That's a detection-threshold gap, not malice.
- Platform spending on trust & safety is rising fast — one major platform's spend grew 34% year over year in a single quarter, and the industry-wide moderation market is headed toward $26 billion by 2031.
- What's driving that increase isn't goodwill. It's regulation and litigation — the EU's Digital Services Act, state-level lawsuits, real jury verdicts. Pressure works. Silence doesn't.
Why this belongs in the archive
This is, structurally, the exact shape of the thing Duet's design corrects. Standard chess protects the king — weak, central, immobile — at the direct cost of the queen, who is powerful and disposable in service of that protection. Duet inverts it: the piece with real power and agency (Rebirth) is the one whose control the whole game turns on. The system stops treating the vulnerable-but-central figure as the only one worth protecting, and starts protecting the one actually doing the work of moving the world.
Platforms, right now, largely run on the old logic. The "king" being protected is uptime, engagement, growth — abstract and central. The "queen" — the individual creator actually generating the value, the fanbase, the culture — is treated as expendable, protected only after enough pressure makes neglecting her expensive. That's not a metaphor I'm forcing onto the data. It's the same shape, showing up twice: once in a five-hundred-year-old board game, once in a 2026 10-K filing.
What optimism actually looks like here
The easy version of this story is a villain — a platform that wants this to happen. The data doesn't support that, and I'm not going to pretend it does for the sake of a better narrative. The real story is slower and, I think, more useful: incentive structures that don't yet protect the right piece can be redesigned, and the redesign is already visibly underway, driven by people who kept documenting, kept reporting, kept insisting the shape of the problem be named accurately. That's not a fantasy ending. That's a mechanism, working, right now, if imperfectly and slowly.
That's the thesis this whole ecosystem keeps returning to, whether it's a chess variant, a keeper who couldn't calculate a society without scarcity, or a fan checking what a platform's own filings actually say before deciding what story to tell about them: the fix isn't waiting for someone benevolent to hand it to you. It's redesigning who the system is built to protect, and then building the evidence that makes the redesign impossible to ignore.
Filed under: research, design thesis, optimism track — Build with Gemini XPRIZE devlog.