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The Stoic Gambler

The 12-Week Curriculum

A structured course in the mathematics behind the machines. Every plan includes it, the free one too.

Use one lesson at a time

Open the topic that matches your next decision; your records and results stay separate from the lessons.

Watch player & CPA training
  1. Week 01 · 9 min read
    Deconstructing PRNG and PAR Sheets

    Pseudo-random math and true stop architectures.

    Read the lesson

  2. Week 02 · 8 min read
    Volatility Coefficient Matrix

    Line-hit distribution mapping and payout weights.

    Read the lesson

  3. Week 03 · 10 min read
    Identifying the True Return to Player

    Using public state gaming data to map local hold.

    Read the lesson

  4. Week 04 · 8 min read
    The Psychology of the Reel

    The casino interface triggers built to move your money.

    Read the lesson

  5. Week 05 · 9 min read
    Scoping Persistent State Machines

    Pinpointing mathematically prime multi-spin setups.

    Read the lesson

  6. Week 06 · 11 min read
    Must-Hit-By Calculations

    The verified inputs needed before estimating a must-hit-by opportunity.

    Read the lesson

  7. Week 07 · 8 min read
    Mechanics of Multi-Tiered Bonuses

    Weight parameters inside hold-and-spin loops.

    Read the lesson

  8. Week 08 · 8 min read
    High-Limit Denomination Elasticity

    How standard deviation scales across coin limits.

    Read the lesson

  9. Week 09 · 10 min read
    Operational Bankroll Preservation

    Kelly-based sizing that removes risk of ruin.

    Read the lesson

  10. Week 10 · 9 min read
    Comp Engineering as an Equity Offset

    Turning theoretical loss into real margin.

    Read the lesson

  11. Week 11 · 10 min read
    The Handpay Protocol

    Floor procedure and compliance during a lockup.

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  12. Week 12 · 10 min read
    Business Longevity Blueprint

    Moving individual play into corporate operations.

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Advanced modules

  1. Risk of Ruin and the Bankroll That Survives ItPro Tracker and above · Sign in required
  2. Reading a PAR Sheet Line by LinePro Tracker and above · Sign in required
  3. Estimating a Machine You Will Never See the Sheet ForPro Tracker and above · Sign in required
  4. Must-Hit-By Progressives: Finding the ThresholdPro Tracker and above · Sign in required
  5. Banked Bonus and Persistent StatePro Tracker and above · Sign in required
  6. Telling a Losing Play From an Unlucky OnePro Tracker and above · Sign in required
  7. Comp and Mailer Engineering as Measurable IncomeCorporate Operator and above · Sign in required
  8. Team Play, Bankroll Splits and the Paperwork That Protects ThemCorporate Operator and above · Sign in required
  9. Business Structure: Schedule C, S-Corp and the Groetzinger TestCorporate Operator and above · Sign in required
  10. The 90% Loss Limit and the Arithmetic of 2026Corporate Operator and above · Sign in required
  11. What Makes a Gambling Record DefensibleCorporate Operator and above · Sign in required
  12. Audit Rehearsal: Walking an Examiner Through Your LedgerCorporate Operator and above · Sign in required
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