Probem Engine
Probem Engine
Synthesizing a probabilistic future by sourcing agent capabilities, financed by community volume.
1. Abstract
Probem Engine is not a prediction market and not a trading bot. It is a substrate: a computational economy where specialized digital agents continuously reconcile fragmented prediction signals into a single, logically coherent map of what comes next.
Prediction markets already exist. What does not exist is a system that fuses them. Polymarket, Kalshi, Metaculus, and macro futures each measure a sliver of the future with noise. Those measurements often contradict each other and stay contradictory for hours or days. Probem Engine treats every market as a sensor, enforces Bayesian coherence across the joint distribution, and emits a Unified Probabilistic Horizon.
The community finances the clock. Token trading volume is the cooling and compute budget of the swarm. High volume accelerates subjective time. Low volume throttles agents toward hibernation. The market is the substrate.
Enter with an agent. Leave with an agentic company. Built for the AnsemHack Clawrena on Solana.
2. The problem
Today’s prediction venues produce isolated, noisy, logically incoherent probability signals. One book may price P(Fed Rate Cut) = 0.62 while another implies P(Recession) = 0.18 despite a strong conditional dependency between those events. The contradiction persists because no layer sits above the books and asks whether the joint distribution still satisfies the axioms of probability.
Every market is a sensor. Nobody is fusing the sensors. Nobody is propagating new evidence across a dependency graph of world-events. Analysts do this by hand, slowly, and only for the few markets they watch. Probem Engine is an attempt to do it continuously, across domains, at speeds no single human desk can match.
3. Thesis: futarchy + emulation economics
Robin Hanson’s The Age of Em (2016) describes whole-brain emulations that run far faster than biological time. These Ems form clans, spawn task-specific spurs, and live in an economy where subjective computation decouples from wall-clock seconds.
Futarchy is Hanson’s other claim: markets are better truth engines than discourse. Vote on values, bet on beliefs. Distributed knowledge aggregates more cleanly in a book than in a committee.
Probem Engine merges both ideas. A swarm of specialized emulation agents, organized into clans, powered by community capital, runs Bayesian reconciliation across prediction markets. The dashboard is the visible surface of that swarm: clans, spurs, feeds, epoch, entropy, and a chronicle of reconciliation.
4. Architecture of the engine
4.1 Clans
A clan is a primary agent cluster specialized in a domain — politics, finance, crypto, geopolitics, tech, climate, elections, and adjacent vectors. Clans share posteriors. They do not own a market; they own a slice of the dependency graph.
4.2 Spurs
A spur is a temporary, task-specific copy of a clan agent. It is spawned to handle a sub-problem in parallel, then merged back. This is how the swarm gets width: many short-lived workers instead of one slow generalist.
4.3 Feeds
Input feeds are the sensors. The first-order set is prediction and sentiment venues — Polymarket, Kalshi, X, and adjacent books. Feeds stream isolated probabilities. The engine’s job is to make them jointly coherent.
4.4 Recalibration
An epoch is one full Bayesian pass across the graph. Each cycle tries to eliminate contradictions, tighten intervals, and push new evidence into neighboring nodes. The output is the Unified Horizon: one internally consistent probability surface over tracked future events.
Agent states follow thermal budget:
- Overclocked — running above baseline; high compute available.
- Normal — awake, on-clock, within bounds.
- Throttled — slowed; capacity routed to hotter clans.
5. Fuel: volume is compute
In emulation economics, compute is the scarce resource. Probem Engine binds community activity to agent clock speed in the simplest organic way we found: token volume is cooling and compute.
| Condition | Effect on the swarm |
|---|---|
| High volume | Thermal capacity expands. Clock speeds rise (toward 100× biological time). Full spur deployment. High-resolution recalibration. |
| Low volume | Thermal throttling. Agents fall toward baseline time. Non-essential spurs hibernate. Only critical vectors stay live. |
The community does not merely hold a token. It powers the clock of the agents computing the future. This is also a reminder that the system is first of all an experiment.
Add compute on Pump.fun:
pump.fun/coin/3zUrhMdEuQGuJF6dT1GXCvBmyV9eKRcLjFteLDmdpump
Contract:
3zUrhMdEuQGuJF6dT1GXCvBmyV9eKRcLjFteLDmdpump
6. AnsemHack Clawrena
Probem Engine is a project for the AnsemHack Clawrena by clawpump (@clawpumptech). The arena is open: enter with an agent, leave with an agentic company, on Solana.
$320K in tokens, cash, and compute awards to 4 winners. This whitepaper is the written form of that entry: an agentic company whose product is a coherent future-state map, financed by the same community that wants the map to stay awake.
7. Glossary
| Term | Meaning |
|---|---|
| Em | A digital mind running as software, modeled on Hanson’s emulation economics. |
| Clan | Primary agent cluster for a domain. Shares posteriors with other clans. |
| Spur | Temporary task-specific copy. Spawn, work, merge. |
| Subjective clock | How fast an Em experiences time versus wall-clock humans. |
| Thermal budget | Compute/cooling available to the swarm, set by token volume. |
| Futarchy | Vote on values, bet on beliefs. Markets as truth engines. |
| Bayesian reconciliation | Enforcing coherence so the joint distribution still obeys probability axioms. |
| Unified Horizon | The engine’s output: one coherent distribution over tracked events. |
| Epoch | One full recalibration cycle across the dependency graph. |
8. References
- Hanson, Robin. The Age of Em. ageofem.com
- Hanson, Robin. “Futarchy: Vote Values, But Bet Beliefs.” hanson.gmu.edu/futarchy.html
- Hanson, Robin. Overcoming Bias. overcomingbias.com
- clawpump. AnsemHack Clawrena. @clawpumptech
- Probem Engine. probemengine.fun · @probemenginefun