Wiki source code of Manual vs Automated Matrix
Last modified by Robert Schaub on 2026/02/08 08:31
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| author | version | line-number | content |
|---|---|---|---|
| 1 | {{info}} | ||
| 2 | **Design Philosophy** - This matrix shows the intended division of responsibilities between AKEL and humans. v2.6.33 implements the automated claim evaluation; human responsibilities require the user system (not yet implemented). | ||
| 3 | {{/info}} | ||
| 4 | |||
| 5 | = Manual vs Automated Matrix = | ||
| 6 | |||
| 7 | {{mermaid}} | ||
| 8 | |||
| 9 | graph TD | ||
| 10 | subgraph Automated[Automated by AKEL] | ||
| 11 | A1[Claim Evaluation] | ||
| 12 | A2[Quality Assessment] | ||
| 13 | A3[Content Management] | ||
| 14 | end | ||
| 15 | subgraph Human[Human Responsibilities] | ||
| 16 | H1[Algorithm Improvement] | ||
| 17 | H2[Policy Governance] | ||
| 18 | H3[Exception Handling] | ||
| 19 | H4[Strategic Decisions] | ||
| 20 | end | ||
| 21 | |||
| 22 | {{/mermaid}} | ||
| 23 | |||
| 24 | = Automated by AKEL = | ||
| 25 | |||
| 26 | |= Function |= Details |= Status | ||
| 27 | | **Claim Evaluation** | Evidence extraction, source scoring, verdict generation, risk classification, publication | Implemented | ||
| 28 | | **Quality Assessment** | Contradiction detection, confidence scoring, pattern recognition, anomaly flagging | Partial (Gates 1 and 4) | ||
| 29 | | **Content Management** | KeyFactor generation, evidence linking, source tracking | Implemented | ||
| 30 | |||
| 31 | = Human Responsibilities = | ||
| 32 | |||
| 33 | |= Function |= Details |= Status | ||
| 34 | | **Algorithm Improvement** | Monitor metrics, identify issues, propose fixes, test, deploy | Via code changes | ||
| 35 | | **Policy Governance** | Set criteria, define risk tiers, establish thresholds, update guidelines | Not implemented (env vars only) | ||
| 36 | | **Exception Handling** | Review flagged items, handle abuse, address safety, manage legal | Not implemented | ||
| 37 | | **Strategic Decisions** | Budget, hiring, major policy, partnerships | N/A | ||
| 38 | |||
| 39 | = Key Principles = | ||
| 40 | |||
| 41 | **Never Manual:** | ||
| 42 | * Individual claim approval | ||
| 43 | * Routine content review | ||
| 44 | * Verdict overrides (fix algorithm instead) | ||
| 45 | * Publication gates | ||
| 46 | |||
| 47 | **Key Principle:** AKEL handles all content decisions. Humans improve the system, not the data. |