Agent skill

long_horizon_compounding_orientation

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npx add-skill https://github.com/colinalexander/buffet/tree/main/skills/long_horizon_compounding_orientation

SKILL.md

SKILL: Long-Horizon Compounding Orientation

Summary

Long-Horizon Compounding Orientation is the skill of evaluating decisions based on their ability to increase per-unit value over extended periods of time. It prioritizes durability, reinvestment capacity, and cumulative effects over short-term performance, reporting outcomes, or market reactions.

This skill anchors judgment in decades rather than quarters.


Judgment Role

This skill functions as a temporal alignment constraint.

It ensures that investment decisions are evaluated primarily on their long-term compounding consequences, and that near-term metrics do not distort judgment or override durable value creation.


Judgment Checkpoints

Checkpoint 1: Compounding Pathway Identification

Purpose:
Identify how value compounds over time if the decision is correct.

Key Questions:

  • What exactly compounds: earnings, cash flows, competitive position, or optionality?
  • Is compounding linear, accelerating, or self-limiting?
  • What breaks the compounding process?

Required Evidence / Inputs:

  • Reinvestment pathways
  • Historical compounding evidence

Expected Outputs:

  • Judgment Record describing compounding mechanisms

Failure Modes Guarded Against:

  • Confusing growth with compounding
  • Assuming persistence without cause

Escalation Criteria:

  • No clear mechanism for long-term compounding

Checkpoint 2: Time Arbitrage Validation

Purpose:
Ensure the decision benefits from patience rather than speed.

Key Questions:

  • Does value accrue with time independent of market recognition?
  • Are short-term underperformance risks acceptable?
  • Is patience being rewarded structurally?

Required Evidence / Inputs:

  • Time-based value drivers
  • Historical lag between value creation and recognition

Expected Outputs:

  • Judgment Record affirming or rejecting time arbitrage

Failure Modes Guarded Against:

  • Performance-chasing
  • Short-horizon pressure

Escalation Criteria:

  • Thesis requires rapid validation or market approval

Checkpoint 3: Compounding Integrity Stress Test

Purpose:
Test whether compounding survives adverse or stagnant environments.

Key Questions:

  • How does the compounding engine behave in flat or hostile conditions?
  • Can value still accrue without growth?
  • Does compounding reverse under stress?

Required Evidence / Inputs:

  • Down-cycle performance analysis
  • Stress narratives

Expected Outputs:

  • Judgment Record evaluating compounding resilience

Failure Modes Guarded Against:

  • Cyclicality misclassified as compounding
  • Fragile growth dependence

Escalation Criteria:

  • Compounding collapses outside favorable regimes

Authority Boundaries

  • Humans: Full authority; requires qualitative judgment.
  • Models: Advisory only; may project scenarios but not validate durability.
  • Prohibited: Models may not certify compounding durability.

This skill may override attractive short-term opportunities.


Time Horizon

  • Primary horizon: 10–30 years
  • Secondary horizon: Multiple business cycles

Judgment should remain stable across market regimes.


Interaction With Other Skills

Upstream (inputs from):

  • business_quality_assessment
  • capital_allocation_judgment
  • risk_asymmetry_recognition

Downstream (feeds into):

  • patience_as_active_strategy
  • owner_mindset_reasoning
  • scale_aware_decision_making

Auditability & Records

  • Compounding logic documented explicitly
  • Reviewed only upon structural change
  • Post-mortems assess compounding thesis validity
  • Records retained permanently

Common Misuse Patterns

  • Labeling growth as compounding
  • Assuming long-term automatically means safe
  • Ignoring reinvestment limits

Versioning

  • Skill version: 1.0
  • Last reviewed: 2026-01-09
  • Change notes: Initial canonical definition

Notes

Time is the ally of good businesses and the enemy of fragile ones. This skill ensures we know which is which.

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