Causal market imagination engine
Simulate the market world, not just the price.
Jester transforms point-in-time evidence into competing market worlds, strategic participant reactions, volatility-surface trajectories, and executable long-option outcome fields—then attacks every surviving idea in an independent proof court.
The thesis
A market is an ecology of facts, beliefs, incentives, and constraints.
A directional forecast is not an option outcome. Jester traces the complete causal chain from a claim entering the evidence plane to belief changes, participant behavior, order-flow pressure, price and implied-volatility paths, liquidity, fills, time decay, and the exact contract an operator would have to hold.
One engine / many competing worlds
The complete research stack
Jester is an ensemble of inspectable systems. Disagreement is measured as epistemic risk; it is never hidden by silently averaging incompatible models.
Immutable reality plane
Evidence Vault + Scuttlebutt
Six distinct clocks preserve what happened, what was published, when it became available, and when it changed. A living claim graph tracks provenance, contradiction, incentives, diffusion, mutation, saturation, and price-leading versus price-following behavior.
Causal scenario lattice
Multiple explanations survive
Observed relationships, candidate causes, evidence-supported interventions, and pure stress assumptions remain separate. Seven social ablations test whether attention is causal, additive, redundant, or descriptive.
Market society
Strategic agents react
Thirteen participant classes enter Bayesian information, signaling, congestion, adverse-selection, and repeated-session games with distinct objectives, horizons, information, and constraints.
Option outcome field
Direction is only the beginning
Joint price, IV, skew, term, spread, fill, gap, and lifecycle paths expose how often a correct thesis still loses—and whether its edge survives the earliest permitted exit.
Adversarial proof court
Promotion must be earned
A Level 0–7 ladder advances from exact replay through synthetic, intervention, agent, adversarial, forward-shadow, and bounded-paper worlds. Higher synthetic levels never replace missing forward evidence.
Oneiric invention foundry
A masterclass arsenal of cognition—bounded by evidence.
Twenty-four typed reasoning operators search beyond ordinary variations: abduction, inversion, structural analogy, regime transplantation, causal surgery, red-team dialectic, compression, missing-variable discovery, and falsification-first invention.
Dream cycles move through REM divergence, NREM consolidation, lucid intervention, and awakening debrief. Every invention exposes a countermechanism, evidence debt, decisive experiment, falsifiers, and lineage. Synthetic novelty receives zero empirical credit.
Failure is preserved as reusable research memory, not erased from a leaderboard.
The Jester Observatory
A read-only 3D cockpit for the entire market ecology
Orbit causal topology, inspect volatility geometry, replay the proof ladder, navigate idea lineages, and audit every source and intelligence contract.
Autonomous learning / permissioned attention
Scientific discovery enters as debt, not truth.
Data pipeline contracts
Immutable artifacts, versioned scientific metadata, staged search prominence, filings, macro vintages, rates, positioning, patents, trials, public attention, and licensed market microstructure.
Composable intelligences
Temporal fusion, entity resolution, contradiction preservation, attention divergence, revision surprise, causal committees, option criticism, provenance defense, and active-research routing.
Automatic scientific credit
Papers become frozen, falsifiable research capsules. They may seed experiments, but cannot activate adapters, mutate source, relax proof gates, or claim replication.
Authority-monotone by construction
Autonomous research without autonomous power.
Allowed
- Generate and evolve hypotheses
- Simulate calls, puts, participants, and worlds
- Learn from resolved forecasts and scientific metadata
- Reduce its own search budget under pressure
- Export signed paper-research artifacts
Structurally absent
- Broker credentials or account access
- Order construction or submission
- Automatic source-code mutation
- Evaluator or proof-gate mutation
- Self-authorized empirical promotion
Jester is state-of-the-art-inspired and architecturally novel. It becomes state of the art only after frozen forward evaluation and independent replication—not because the architecture is ambitious.
Reproduce the mechanics
Start with the deterministic public world.
The included redistributable fixture proves replay, lineage, rejection, authority, and interface behavior. It does not claim market fidelity or performance.
git clone https://github.com/ObtuseAI/jester.git
cd jester
uv sync --extra dev
uv run jester run `
--input fixtures/earnings/synthetic_candidate.json `
--output artifacts/synthetic-candidate.json
uv run pytest
Jester v0.2
Reality. Beliefs. Strategy. Volatility. Proof.
One replayable research engine. Every important uncertainty left visible.