Skip to Content
Version 1.1 by Robert Schaub on 2025/12/18 12:03
Show last authors
1 = Manual vs Automated matrix Mermaid =
2
3 {{mermaid}}
4 graph TD
5 subgraph "Automated by AKEL"
6 A1["Claim Evaluation<br/>- Evidence extraction<br/>- Source scoring<br/>- Verdict generation<br/>- Risk classification<br/>- Publication"]
7 A2["Quality Assessment<br/>- Contradiction detection<br/>- Confidence scoring<br/>- Pattern recognition<br/>- Anomaly flagging"]
8 A3["Content Management<br/>- Scenario generation<br/>- Evidence linking<br/>- Source tracking<br/>- Version control"]
9 end
10 subgraph "Human Responsibilities"
11 H1["Algorithm Improvement<br/>- Monitor performance metrics<br/>- Identify systematic issues<br/>- Propose fixes<br/>- Test improvements<br/>- Deploy updates"]
12 H2["Policy Governance<br/>- Set evaluation criteria<br/>- Define risk tiers<br/>- Establish thresholds<br/>- Update guidelines"]
13 H3["Exception Handling<br/>- Review AKEL-flagged items<br/>- Handle abuse/manipulation<br/>- Address safety concerns<br/>- Manage legal issues"]
14 H4["Strategic Decisions<br/>- Budget and resources<br/>- Hiring and roles<br/>- Major policy changes<br/>- Partnership agreements"]
15 end
16 style A1 fill:#c7e5ff
17 style A2 fill:#c7e5ff
18 style A3 fill:#c7e5ff
19 style H1 fill:#ffe5cc
20 style H2 fill:#ffe5cc
21 style H3 fill:#ffe5cc
22 style H4 fill:#ffe5cc
23 {{/mermaid}}
24
25 **Key Principle:** AKEL handles all content decisions. Humans improve the system, not the data.
26 **Never Manual:**
27 - Individual claim approval
28 - Routine content review
29 - Verdict overrides (fix algorithm instead)
30 - Publication gates