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Last modified by Robert Schaub on 2026/02/08 21:23
From version 1.3
edited by Robert Schaub
on 2026/01/20 20:20
Change comment: Renamed back-links.
To version 1.2
edited by Robert Schaub
on 2025/12/22 14:32
Change comment: Update document after refactoring.

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1 -= AKEL – AI Knowledge Extraction Layer =
2 -
3 - **Version:** 0.9.70 **Last Updated:** December 21, 2025 **Status:** CORRECTED - Automation Philosophy Consistent AKEL is FactHarbor's automated intelligence subsystem. Its purpose is to reduce human workload, enhance consistency, and enable scalable knowledge processing. AKEL outputs are marked with **AuthorType = AI** and published according to risk-based policies (see Publication Modes below). AKEL operates in two modes:
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1 += AKEL – AI Knowledge Extraction Layer = **Version:** 0.9.70 **Last Updated:** December 21, 2025 **Status:** CORRECTED - Automation Philosophy Consistent AKEL is FactHarbor's automated intelligence subsystem. Its purpose is to reduce human workload, enhance consistency, and enable scalable knowledge processing. AKEL outputs are marked with **AuthorType = AI** and published according to risk-based policies (see Publication Modes below). AKEL operates in two modes:
5 5  * **Single-node mode** (POC & Beta 0)
6 6  * **Federated multi-node mode** (Release 1.0+) == 1. Core Philosophy: Automation First == **V0.9.50+ Philosophy Shift:** FactHarbor uses **"Improve the system, not the data"** approach: * ✅ **Automated Publication:** AI-generated content publishes immediately after passing quality gates
7 7  * ✅ **Quality Gates:** Automated checks (not human approval)
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119 119  PASS → Publish (Mode 2)
120 120  FAIL → Block (Mode 1)
121 121  ``` **Components in Single Call:**
122 -
123 123  1. Extract 3-5 factual claims
124 124  2. For each claim: verdict + confidence + risk tier + reasoning
125 125  3. Generate analysis summary
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135 135  ├── Audit Sampling Scheduler
136 136  └── Federation Sync Adapter (Release 1.0+)
137 137  ``` **Processing:**
138 -
139 139  * Parallel processing where possible
140 140  * Separate component calls
141 141  * Quality gates between phases
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158 158  * ✅ Risk tier classification shown (demo purposes) **Philosophy Validation:** POC proves automation-first approach works. == 10. Related Pages == * [[Automation>>FactHarbor.Specification.Automation.WebHome]]
159 159  * [[Requirements (Roles)>>FactHarbor.Specification.Requirements.WebHome]]
160 160  * [[Workflows>>FactHarbor.Specification.Workflows.WebHome]]
161 -* [[Governance>>Archive.FactHarbor.Organisation.Governance.WebHome]]
156 +* [[Governance>>FactHarbor.Organisation.Governance.WebHome]]
162 162  * [[Decision Processes>>FactHarbor.Organisation.Decision-Processes.WebHome]] **V0.9.70 CHANGES:**
163 163  - ❌ REMOVED: Section "Human Review Workflow (Mode 3 Publication)"
164 164  - ❌ REMOVED: All references to "Mode 3"
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170 170  - ✅ ENHANCED: Gate 2 (Contradiction Search) specification
171 171  - ✅ ADDED: Clear human intervention criteria
172 172  - ✅ ADDED: Detailed audit system explanation
168 +