Democracies fail in part because voters are ignorant about most policy questions. Democracies could fail less if we let market speculators tell us which policies have what consequences. Specifically, when a clear policy metric — say GDP, or human flourishing — is chosen, betting markets can predict which proposed policies would best maximise that metric. Vote on values; bet on beliefs.Hanson on futarchy →
Prediction markets are the oldest unfulfilled promise in crypto. Augur launched in 2018 with a fully decentralized REP-staked oracle and almost no users. Polymarket — Shayne Coplan's project, founded 2020 on Polygon — finally cracked it by being beautiful, USDC-denominated, and willing to be censored out of the U.S. while serving global volume. The 2024 U.S. presidential election put $3.6B through Polymarket and Nate Silver and Elon Musk both quoted its odds against the polls. The prediction market thesis stopped being theoretical that year.
The U.S. legal layer is its own story. Kalshi, founded by Tarek Mansour and Luana Lopes Lara in 2018, fought CFTC for years to list event contracts and finally won in 2024 with the Kalshi vs. CFTC ruling on election markets. That decision opened the U.S. market to regulated prediction trading and is the single most important regulatory win in crypto's adjacent neighborhood, even though Kalshi itself isn't on-chain. The DeFi mirrors — Drift Predict on Solana, Limitless on Base, Azuro across chains — are racing to build the on-chain equivalent.
The cultural argument Robin Hanson made in the 90s — that prediction markets are the most efficient information aggregators humans have built — is now being tested at scale. Polymarket's election volume out-predicted polling. The objection from regulators has always been gambling concerns; the objection from epistemics people is that they want it everywhere — pandemics, climate, science replication. The next cycle's question is whether on-chain prediction markets can offer enough liquidity to compete with Kalshi's regulated venue, and whether the U.S. lets them.
The founding document.
Five primitives in the prediction-market stack.
Robin Hanson's argument since the 1990s: prices in deep liquid markets aggregate information better than experts, polls, or pundits. Crypto finally made the rails work. UMA-resolved markets settled the 2024 U.S. election with sharper accuracy than legacy polling. Augur shipped the first attempt. Conditional tokens generalized the primitive. Kalshi cracked the regulatory ceiling. Futarchy proposed governance via prediction markets. Five pieces of how markets become epistemic infrastructure.
Shayne Coplan's Polymarket (Polygon, 2020) became the dominant prediction market by 2024 — billions in 2024 election volume, attention-shaping accuracy on the Trump-Harris race, real liquidity on hundreds of binary outcomes. Settlement uses UMA's Optimistic Oracle: a proposer asserts the outcome, a dispute window opens, anyone can challenge with bonded UMA tokens, the DVM resolves disputes. The architecture matters: no off-chain admin, market-driven dispute resolution. CFTC settled with Polymarket in 2022 to restrict U.S. users; legal status remains contested into 2026.
Joey Krug and Jack Peterson's Augur (Forecast Foundation) launched July 2018 as the first decentralized prediction market with native oracle resolution. REP (Reputation) holders staked on outcome resolution, with disputes escalating through fork conditions. The design was crypto-native and elegant; the UX was punishing. Volume never reached escape velocity. Augur V2 (2020) tried again with more streamlined mechanics. Mostly historical now, but the REP-staked dispute resolution model influenced UMA, Kleros, and most successor designs. The first attempt that proved the primitive could work.
Gnosis's Conditional Token Framework lets anyone construct outcome tokens for arbitrary conditions — outcome A pays 1 USDC if event X resolves true, outcome B pays 1 USDC otherwise, and minting both costs 1 USDC. Polymarket built on CTF in early years. The framework generalizes: combinatorial markets, scalar markets (price ranges), nested conditions. The primitive matters because it separates the market mechanism (LMSR, AMM, order book) from the outcome representation. Most modern prediction markets descend from this template.
Kalshi is a CFTC-registered Designated Contract Market shipping event futures since 2021. The 2024 ruling allowing Kalshi to list congressional control contracts — over CFTC objection that election markets violate public interest — opened the regulated U.S. prediction-market frontier for the first time. Kalshi isn't on-chain; it's a regulated derivatives exchange with prediction-market UX. Matters for crypto because it establishes the legal pathway prediction markets can travel domestically. Polymarket's offshore status looks more contingent against the Kalshi precedent.
Robin Hanson's futarchy proposes governance by prediction market: vote on values (what we want to maximize), bet on beliefs (which policy maximizes it). Proposals pass when conditional markets predict they'll improve the metric more than the status quo. MetaDAO (Solana, 2024) shipped the first production futarchy implementation, running governance for several DAOs through conditional markets on token price. The conviction: deep markets beat token voting at deciding what works. Sample size is small, the design space is rich, the pattern is finally testable.
Projects we actually watch.
Conviction is stated as conviction; you decide what to do with it. Tiers below — Core, Conviction, Watch, Speculative — reflect how much of FRQNCY's attention each project currently earns, not a recommendation to buy.
Five small things, repeated.
Conviction is theatre without practice. Five steps that turn the thesis above into something the body actually does, not just something the mind agrees with.
Pick a market with a clear resolution. Size small. Hold until resolution. Notice what your conviction actually is.
Track an election or a Fed decision in both. The disagreements are the alpha.
On-chain LPing for prediction markets. Feel the impermanent loss when the favorite wins.
Vote on values, bet on beliefs. The governance application of prediction markets is the most underrated crypto idea.
Pump.science or a Manifold replication question. The market is your peer review.
Two doors. Pick one.
The Crypto hub is the index of all sectors and the freedom-technology frame they share. The Fund is what happens when the same conviction gets put to work on behalf of the network.