AI Prediction Markets
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Module 04 · Paper Decision Logic

Paper Exposure Limits and No-Action Rules

Paper exposure is a fictional point budget used to test whether a forecasting method would respect limits. It is not a recommendation for real funds, a bankroll formula, or evidence that live execution would match simulation. Start with no-action rules: conditions under which the safest decision is to abstain.

// concept

Build Hard No-Action Gates

Record NO PAPER ACTION when:

  • contract/resolution wording is ambiguous;
  • named resolution source is unavailable or disputed;
  • market data is stale, one-sided, or too thin for the paper fill assumption;
  • evidence depends on nonpublic, unlawfully obtained, or manipulative information;
  • geographic/terms/legal eligibility is unclear;
  • the event involves personal harm or unethical research scope;
  • the model is outside its evaluated category;
  • a source packet has unresolved contradiction;
  • the learner is emotionally distressed, chasing loss, or unable to stop.

Abstention is a valid forecast-system output. A process that must act on every event will invent confidence.

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Define a Fictional Point Budget

Use 100 paper points with no conversion to PKR or real currency. Cap per-event points, total correlated-theme points, daily decisions, and worst-case paper loss. Keep limits fixed for a full evaluation period.

Avoid formulas such as Kelly sizing in a beginner course: their inputs require calibrated probabilities and execution assumptions, and estimation error can produce aggressive outputs. A simple fixed paper unit or small tiers tied to predeclared evidence quality is easier to audit.

Example teaching policy:

// prompt — copy me4 lines
0 points: any no-action gate fails
1 point: eligible but uncertain
2 points: evidence complete and method inside validated scope
maximum 5 open points in one correlated theme

These numbers are arbitrary simulation controls, not financial advice.

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Model Correlation and Worst Case

Several markets may depend on the same election, policy decision, court case, or macro event. Treat them as one risk cluster. Sum worst-case paper outcomes across related positions and document why diversification may be illusory.

Also model resolution/operational uncertainty: invalidation, delay, wide spread, and inability to exit. Paper simulations that assume every desired fill and immediate exit are optimistic.

// worked_example

Worked Example

Five markets concern the same regulator decision. A naive system allocates two points to each and calls them diversified. The cluster cap permits only five total points, while two markets fail the resolution-clarity gate. The paper ledger records three eligible decisions totaling five points.

When the event resolves, results are reviewed as one correlated thesis, not five independent wins.

// failure_cases

Failure Cases

7 cases to diagnose

  • Converting paper points into a deposit suggestion.

  • Using a precise sizing formula with uncalibrated probabilities.

  • Ignoring correlated markets and common sources.

  • Relaxing limits after a simulated loss or exciting headline.

  • Assuming paper fills at midpoint.

  • Counting abstentions as missed profit rather than risk control.

  • Treating paper success as readiness for real money.

// pakistan_angle

Pakistan Angle

Do not translate the point budget into PKR. The course cannot establish a learner’s legal eligibility, platform protections, tax treatment, or personal suitability. Current PVARA/SECP guidance and qualified advice would be required before any real activity; the safest course scope remains paper-only.

Avoid WhatsApp/Telegram groups selling “signals,” guaranteed returns, or account access. SECP has warned about unlicensed online trading/investment schemes and unrealistic returns.

// hands_on

Hands-On Exercise

Write a 12-gate no-action policy, a 100-point fictional budget, per-event/theme/time caps, and stop rules. Apply it to ten historical/public snapshots without knowing outcomes where possible. Record every abstention and run a worst-cluster scenario.

// completion_rubric

Completion Rubric

3 grading bands

  • Complete

    hard gates precede scoring, paper points never map to funds, correlation and fill uncertainty are included, and limits stay fixed.

  • Needs revision

    caps exist but abstention, correlation, or operational risk is incomplete.

  • Not complete

    the worksheet recommends real sizing, deposits, or circumvention.

// sources

Sources