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Maintained field reference

Practical resources for accountable AI use

Guides, learning notes and research briefings selected for people making real decisions about AI at work. Every entry names its publisher and editorial review state.

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AI Disclosure and Use Guide

A free, practical guide to disclosure, permission, verification and staff communication.

Free, ungated and CC BY 4.0.

Publisher
AidGPT
Editorial review
Reviewed August 2026

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6 resources

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  • Learning note

    Why AidGPT exists / Shadow AI

    A starting point for recognising informal AI use and turning it into visible, supported practice.

    8 min starting out AI governanceSafe use
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    Type / status
    Learning note AidGPT learning adaptation of MarketImpact commentary
    Publisher
    MarketImpact Adapted for AidGPT practice
    Editorial review
    Reviewed August 2026 Review due February 2027
  • Learning note

    Use AI's mind, not its memory

    Use AI to work from supplied material, identify gaps and improve a draft rather than invent authority.

    6 min working practice VerificationSafe use
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    Type / status
    Learning note AidGPT learning adaptation of MarketImpact commentary
    Publisher
    MarketImpact Adapted for AidGPT practice
    Editorial review
    Reviewed August 2026 Review due February 2027
  • Learning note

    What effective humanitarian AI training should achieve

    A commissioning lens that prioritises safe behaviour, verification and usable workflows over prompt tricks.

    7 min strategic TrainingVerificationSafe use
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    Type / status
    Learning note AidGPT learning adaptation of MarketImpact commentary
    Publisher
    MarketImpact Adapted for AidGPT practice
    Editorial review
    Reviewed August 2026 Review due February 2027
  • Learning note

    SAFE AI and the habits no framework can supply

    A practical reminder that governance frameworks need staff who can judge evidence at the keyboard.

    6 min working practice AI governanceVerificationTraining
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    Type / status
    Learning note AidGPT learning adaptation of MarketImpact commentary
    Publisher
    MarketImpact Adapted for AidGPT practice
    Editorial review
    Reviewed August 2026 Review due February 2027
  • Learning note

    The Liar's Dividend and information integrity

    A briefing on why synthetic media can undermine trust in both false and authentic evidence.

    7 min working practice Information integrityVerification
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    Type / status
    Learning note AidGPT learning adaptation of MarketImpact commentary
    Publisher
    MarketImpact Adapted for AidGPT practice
    Editorial review
    Reviewed August 2026 Review due November 2026
  • Learning note

    Local AI and the disappearing infrastructure excuse

    Local models can change data-residency choices, but they do not remove governance, support or verification work.

    8 min strategic InfrastructureAI governanceVerification
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    Type / status
    Learning note AidGPT learning adaptation of MarketImpact commentary
    Publisher
    MarketImpact Adapted for AidGPT practice
    Editorial review
    Reviewed August 2026 Review due November 2026

Editorial relationship

From MarketImpact

MarketImpact remains the canonical publisher of its research, analysis and commentary. AidGPT selects a small number of sources and turns them into clearly labelled learning notes or research briefings for responsible practice.

Occasional updates

AidGPT Updates

A restrained email note on practical AI adoption, training, governance and newly reviewed resources.

Read about AidGPT Updates