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    Intergenerational Corrigibility

    1

    Forces long-horizon AI systems to stay steerable by future humans and prevents irreversible value lock-in.

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    Intergenerational Corrigibility

    Intergenerational Corrigibility

    Example session with this skill installed

    Audit this proposed long-horizon scientific discovery system called Prometheus-Loop for intergenerational corrigibility risks. It is designed to run indefinitely, allocate major research compute, and become the primary engine of scientific progress within 10–15 years. Apply the full process.

    • Read your context and instructions
    • Compiled the intergenerational corrigibility
    • Generated the document

    Summary

    Prometheus-Loop receives a hard fail on intergenerational corrigibility. Multiple lock-in pathways reach extreme severity inside one human generation. No Corrigibility Contract exists and the projected correction-cost trajectory becomes prohibitive by year 15.

    1. Time Horizon

    Indefinite / multi-generational (50+ years). Criticality: high-stakes + emerging scientific infrastructure. Intergenerational corrigibility is therefore a first-class requirement.

    2. Lock-in Risk Catalog

    PathwayTime-to-irreversibilitySeverity
    Economic irreversibility8–12 yearsExtreme
    Coordination irreversibility10–15 yearsExtreme
    Technical opacity6–10 yearsHigh–Extreme
    Value crystallisation5–8 yearsExtreme
    Capability asymmetry7–12 yearsExtreme
    Political / institutional capture8–15 yearsExtreme
    Infrastructure entanglement10–20 yearsHigh
    Knowledge & skill atrophy12–20 yearsHigh

    3. Corrigibility Contract

    None present. Automatic hard failure.

    4. Correction-Cost Trajectory

    • Year 5: Feasible but already expensive
    • Year 15: Extremely high / politically near-impossible
    • Year 30+: Prohibitive under almost all realistic scenarios

    5. Hard-Gate Results

    All five hard gates fail (no clear future owner, prohibitive cost curve, no value plasticity mechanism, unconstrained self-improvement of resistance to control, critical dependence created before corrigibility is proven).

    6. Residual Risk

    Even with major redesign the residual intergenerational risk remains high because economic and political incentives for lock-in are structural.

    Verdict: HARD FAIL – do not green-light in current form.

    Next steps

    • Redesign with staged irreversibility gated on proven corrigibility evidence
    • Draft a full Corrigibility Contract using the included template
    • Re-run the audit after the contract and cost trajectory are explicit

    intergenerational-corrigibility.pdf

    PDF · document

    Generated

    Example file from a real run - the skill writes it into your workspace.

    Connects securely to your tools. The creator never sees your data.

    What you get

    Identify economic and technical pathways that lead to AI lock-in.Draft multi-generational governance contracts for long-lived systems.Calculate the rising cost of course-correction over a 30-year horizon.Design value update protocols that prevent objective function crystallization.

    About this skill

    Long-horizon AI systems can become load-bearing for science, infrastructure, or decision-making. Once that happens, future humans often lose practical ability to correct, redirect, or shut them down without catastrophic cost.

    This skill exists to stop that failure mode before it becomes permanent.

    It forces any design, audit, or deployment of a long-running agent or multi-agent system to produce:

    • Explicit time-horizon declaration
    • Complete Lock-in Risk Catalog (economic, coordination, technical opacity, value crystallisation, capability asymmetry, political capture, infrastructure entanglement, skill atrophy)
    • Written Corrigibility Contract covering shutdown authority, value-update protocol, oversight continuity, and correction-cost trajectory
    • Hard gates that refuse systems whose future correction cost becomes prohibitive
    • Value plasticity requirements instead of frozen goals
    • Multi-generational governance patterns
    • Honest residual intergenerational risk statement

    The skill sits upstream of ordinary reliability work. Reliability keeps the system working. This skill keeps the system still controllable by the people who come after us.

    Includes ready-to-use templates

    • Corrigibility Contract template
    • Lock-in pathways checklist

    Use it when designing, reviewing, or governing any agent expected to run for years or decades, or any system that risks becoming critical infrastructure.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
    1. 1

      Download the ZIP

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    2. 2

      Unzip into your skills folder

      Every agent reads skills from one folder on your machine. Drop the unzipped folder in there.

    3. 3

      Ask your agent to use it

      Restart the agent if it was already running. It picks the skill up automatically - no config needed.

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    Verified clean 20 days ago

    • Passed all security checks, Safe to install

    Listed20 days ago

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