Manufar AI & Al'umma

• Identify affected stakeholders and unequal impacts.
• Compare governance tools and their enforcement limits.
• Write evidence-grounded public-interest analysis.

An ba da shawarar farko: Gidauniyar AI

1. 1

   Ethics and impact

   Sakamakon: Distinguish values, harms, tradeoffs, and measurable outcomes.

   Ayyuka: Create a stakeholder and impact map for one AI deployment.

   Bias and fairnessPublic-interest impact analysis
   Ɗa'a ta AI →AI Bias →
2. 2

   Privacy, security, and safety

   Sakamakon: Separate privacy, misuse, accident, and security risks.

   Ayyuka: Build a threat-and-harm register with owners and mitigations.

   Privacy and data handlingTsaro na AI da haɗarin haɗariIyakokin sarrafa kansa da kariya
   AI & Keɓantawa →AI Tsaro →AI Tsaro →
3. 3

   Law and governance

   Sakamakon: Compare regulation, standards, audits, procurement, and internal controls.

   Ayyuka: Compare two governance approaches against the same public problem.

   AI policy and regulationGovernance and accountability
   Tsarin AI →AI Gudanarwa →
4. 4

   Public communication

   Sakamakon: Explain evidence and uncertainty without hype or false balance.

   Ayyuka: Write a 300-word public briefing with sources, limits, and a decision point.

   Stakeholder communicationSource da da'awar tabbatarUncertainty and confidence calibration
   AI Tatsuniyoyi →Makomar AI →