Wiki source code of Manual vs Automated matrix Mermaid

Last modified by Robert Schaub on 2025/12/24 21:53

version	line-number	content
1.1	1	= Manual vs Automated matrix Mermaid =
	2
	3	{{mermaid}}
	4	graph TD
2.1	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
1.1	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