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Last modified by Robert Schaub on 2025/12/22 14:32
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1 = Manual vs Automated matrix Mermaid = {{mermaid}}
2 graph TD subgraph "Automated by AKEL" A1["Claim Evaluation<br/>- Evidence extraction<br/>- Source scoring<br/>- Verdict generation<br/>- Risk classification<br/>- Publication"] A2["Quality Assessment<br/>- Contradiction detection<br/>- Confidence scoring<br/>- Pattern recognition<br/>- Anomaly flagging"] A3["Content Management<br/>- Scenario generation<br/>- Evidence linking<br/>- Source tracking<br/>- Version control"] end subgraph "Human Responsibilities" H1["Algorithm Improvement<br/>- Monitor performance metrics<br/>- Identify systematic issues<br/>- Propose fixes<br/>- Test improvements<br/>- Deploy updates"] H2["Policy Governance<br/>- Set evaluation criteria<br/>- Define risk tiers<br/>- Establish thresholds<br/>- Update guidelines"] H3["Exception Handling<br/>- Review AKEL-flagged items<br/>- Handle abuse/manipulation<br/>- Address safety concerns<br/>- Manage legal issues"] H4["Strategic Decisions<br/>- Budget and resources<br/>- Hiring and roles<br/>- Major policy changes<br/>- Partnership agreements"] end style A1 fill:#c7e5ff style A2 fill:#c7e5ff style A3 fill:#c7e5ff style H1 fill:#ffe5cc style H2 fill:#ffe5cc style H3 fill:#ffe5cc style H4 fill:#ffe5cc
3 {{/mermaid}} **Key Principle:** AKEL handles all content decisions. Humans improve the system, not the data.
4 **Never Manual:**
5 - Individual claim approval
6 - Routine content review
7 - Verdict overrides (fix algorithm instead)
8 - Publication gates