I remember sitting in my Nairobi apartment, the late afternoon sun casting long shadows across my desk, when the number first caught my eye. It was a single datum from a prediction market, reported by Crypto Briefing: the probability that Ukraine would retake Crimea was priced at 8.5%. A fire had broken out in southern Russia, triggering a power outage across occupied Crimea. The market, that silent oracle of collective speculation, had barely flinched. Eight point five percent. It felt like a cold, indifferent shrug from a machine that was never designed to care.
I have spent the better part of a decade building libraries of blockchain knowledge in Swahili and English, translating the arcane mechanics of smart contracts for students in Mombasa and Kisumu. I have audited code, launched NFT collectives with Kenyan artists, and helped draft an ethics charter for AI-blockchain convergence in East Africa.
Tracing the moral code behind every token.
And yet, nothing forced me to confront the ethical abyss of our industry as starkly as that 8.5%. It is a number that pretends to be pure information, yet carries the weight of human suffering, territorial dispute, and the quiet violence of abstraction.
The Promise of the Truth Machine
Prediction markets were not born from a desire to gamble on war. Their philosophical roots are noble, tracing back to Friedrich Hayek’s idea that dispersed knowledge can be aggregated into a price signal. In a decentralized, permissionless future, they would function as ‘truth machines’—aggregating the wisdom of crowds to forecast election outcomes, disease outbreaks, and even climate tipping points. The blockchain would provide the immutable ledger, the smart contract the trustless settlement. No central authority could censor, no bank could freeze, no government could manipulate.
In 2020, when I launched The Open Ledger in Kenya, I taught my students this very narrative. We built small prediction market prototypes for local elections and crop yields. The thrill was real: a glimpse of a world where anyone could hedge against uncertainty, where information asymmetry could be flattened by the invisible hand of the market.
Building libraries where others build empires.
But the 8.5% number forced me to revisit that lesson. The market was not predicting a weather event or a sports match. It was pricing the odds of a military campaign, a human catastrophe, a re-drawing of borders through fire and blood. And it was doing so with the cool detachment of a financial derivative. The difference between betting on a football game and betting on the recapture of a territory is not a matter of code—it is a matter of conscience.
The Anatomy of an Abstraction
Let us peel back the layers of that 8.5% YES probability. What does it actually represent? On a technical level, it is the ratio of YES tokens to total tokens in a liquidity pool. Someone, somewhere, wrote a smart contract that defines the resolution criteria: “Will Ukraine regain de facto or de jure control over the Crimean peninsula by December 31, 2025?” The contract, to settle, depends utterly on a trusted oracle—a piece of infrastructure that fetches a truth from the chaotic, messy world of state media, satellite imagery, and diplomatic statements.
During my years as a senior auditor for the ZEIP-20 working group, I spent six months reviewing over 150 proposal drafts for token standards. I learned something that has never left me:
Code is not neutral. The edges cases we design or ignore reveal our biases.
In a prediction market, the most critical edge case is the resolution criterion. Who decides when ‘de facto control’ is achieved? Is it when a flag is raised over a government building? When the last Russian soldier leaves? What if the territory is contested but no clear winner emerges? The oracle—typically a centralized judiciary committee in a decentralized wrapper—must interpret a fluid reality into a binary yes/no. That interpretation is an act of power, not an objective truth.
Moreover, the market’s liquidity may be dominated by a handful of actors with deep pockets and political agendas. An 8.5% probability does not reflect the ‘wisdom of the crowd’ if the crowd is a small group of highly engaged, financially motivated speculators. It reflects the emotional state of a corner of the crypto world, not objective reality.
I recall a specific DeFi project I audited in 2021. The protocol claimed to offer a decentralized options market on geopolitical events. The code was elegant. The incentives were aligned. But the governance contract had a three-person multi-sig that could change resolution criteria after the event.
Walking away from the hype to find the soul.
The multi-sig holders were, of course, early investors. The ‘truth machine’ was, in practice, a puppet show.
The Human Cost of a Binary Bet
I have watched the NFT hype cycle strip away the agency of artists. In 2021, I facilitated the Savanna Voices collection with ten Kenyan digital artists. We structured a DAO-governed royalty system to ensure 70% of secondary sales returned to the creators. The launch was a success—1,200 items sold in 48 hours. But soon, the market’s feverish speculation overwhelmed the art. The community that gathered to appreciate the work was replaced by traders monitoring floor prices. The artists felt used. The project’s soul was traded for liquidity.
That experience taught me a hard truth: financial abstraction can consume human meaning. And betting on war is the most extreme example of that consumption. When we reduce the recapture of a peninsula to an 8.5% probability, we are participating in a dangerous narrative. We are saying that human suffering is a neutral data point, that the destruction of homes and lives is equivalent to a coin flip.
Community over capital, always.
In my work co-authoring the African AI-Blockchain Ethics Charter, we argued for ‘transparency audits’ on any oracle that touches human rights. The charter states that automated decision-making that affects people’s lives must be subject to review by a diverse panel of stakeholders. The 8.5% market, like many others, has no such oversight. It operates in a regulatory twilight, often outside any jurisdiction, with no accountability for the narratives it amplifies.
The Contrarian: What About the Libertarian Dream?
A crypto libertarian might argue: “Prediction markets are just speech. They are a way for people to express their views with capital. If someone wants to bet that Ukraine will retake Crimea, that is their right. Markets aggregate information efficiently. They are a tool for truth-seeking. Don’t moralize the market.”
I have heard this argument many times. I have even made it myself, in the early days of my career. But I have come to see its flaw. Not all speech is equal. Not all markets are harmless. When we create a financial instrument that allows people to profit from the likelihood of a military victory, we create a perverse incentive. We give speculators a stake in the outcome. We incentivize narratives that push the probability in one direction or another. And we normalize the idea that war is a ‘tradeable event’.
Consider the broader ecosystem. The same infrastructure that powers these markets—the smart contracts, the AMMs, the oracles—could be used to create insurance for refugees, prediction markets for disaster relief, or decentralized funding for peace negotiations. But instead, we have 8.5% chances of retaking Crimea. We have built a tool for financializing tragedy.
I remember a conversation during the 2022 bear market, when my educational platform’s donations dropped by 60%. I had to downsize my team to four people. I spent nights rewriting course materials, shifting focus from technical implementation to ethical governance. That period taught me resilience, but also clarity.
Ethics is not a feature; it is the foundation.
We cannot claim to be building a better financial system if we turn human suffering into a speculative asset. The contrarian view that “markets are just tools” ignores that tools carry the values of their designers. A knife can cut bread or a throat. A prediction market can aggregate crop yields or price the likelihood of a mass atrocity. Our industry chooses which to build.
The Silence Between the Blocks
I often tell my students to listen to the silence between the blocks—the unprocessed transactions, the overlooked vulnerabilities, the ethical questions that the code base does not address. The 8.5% number is not a piece of information. It is a symptom of a deeper silence. It is the silence of a community that celebrates financial innovation without asking: For whom? At what cost?
In the AI-Blockchain Ethics Charter, we proposed that any oracle used to resolve a market involving armed conflict must include a human rights impact assessment. The resolution should not be left to a single oracle or a small committee. It should require a diverse panel of experts, including historians, political scientists, and representatives from affected communities. This is slow, messy, and expensive. But it is the price of moral accountability.
Listening to the silence between the blocks.
Some projects have started to adopt such frameworks. The ‘Kleros’ decentralized court, for example, uses crowdsourced jurors to resolve disputes. Yet even that system is vulnerable to collusion and bias. The 8.5% market likely relies on a simpler oracle: a single source, perhaps a news aggregator, with a fallback to manual intervention. The market’s designers probably never considered the ethical dimension. They were focused on TVL, user acquisition, and token price.
A Forward-Looking Takeaway
I have no easy answers. I am not calling for prohibition of prediction markets. I am calling for introspection. As developers, investors, and educators, we have a choice. We can continue to market ourselves as neutral architects of the future, or we can accept that every line of code carries a moral weight.
The 8.5% probability for Ukraine retaking Crimea will swing with the news. A battle victory, a diplomatic breakthrough, a new weapon system—any of these could move the price. But the underlying ethical question will remain. Are we building markets that empower people to hedge against uncertainty, or are we building casinos where the house is the human condition itself?
I think back to that afternoon in Nairobi. The power was stable—no fires, no outages. But the data on my screen told a story that no textbook could teach. It told me that our industry has the power to shape how the world perceives conflict. By turning war into a tradeable asset, we risk making it seem inevitable, natural, and acceptable.
Preserving the human story in digital ledgers.
The only way forward is to embed ethics into our technical standards. We need to build libraries, not empires—sanctuaries of knowledge and values, not fortresses of capital. The 8.5% abyss is a choice. We can choose to walk away from the hype and find the soul of Web3. Or we can continue to gaze into the abyss, until the abyss gazes back.
