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Changes for page Workflows

Last modified by Robert Schaub on 2026/02/08 08:26
From version 4.1
edited by Robert Schaub
on 2025/12/24 21:53
Change comment: Imported from XAR
To version 4.3
edited by Robert Schaub
on 2026/01/20 20:26
Change comment: Renamed back-links.

Summary

Details

Page properties
Content
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1 1  = Workflows =
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2 2  FactHarbor workflows are **simple, automated, focused on continuous improvement**.
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3 3  == 1. Core Principles ==
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4 4  * **Automated by default**: AI processes everything
5 5  * **Publish immediately**: No centralized approval (removed in V0.9.50)
6 6  * **Quality through monitoring**: Not gatekeeping
7 7  * **Fix systems, not data**: Errors trigger improvements
8 8  * **Human-in-loop**: Only for edge cases and abuse
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9 9  == 2. Claim Submission Workflow ==
10 10  
11 11  === 2.1 Claim Extraction ===
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13 13  When users submit content (text, articles, web pages), FactHarbor first extracts individual verifiable claims:
14 14  
15 15  **Input Types:**
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16 16  * Single claim: "The Earth is flat"
17 17  * Text with multiple claims: "Climate change is accelerating. Sea levels rose 3mm in 2023. Arctic ice decreased 13% annually."
18 18  * URLs: Web pages analyzed for factual claims
19 19  
20 20  **Extraction Process:**
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21 21  * LLM analyzes submitted content
22 22  * Identifies distinct, verifiable factual claims
23 23  * Separates claims from opinions, questions, or commentary
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24 24  * Each claim becomes independent for processing
25 25  
26 26  **Output:**
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27 27  * List of claims with context
28 28  * Each claim assigned unique ID
29 29  * Original context preserved for reference
30 30  
31 31  This extraction ensures:
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32 32  * Each claim receives focused analysis
33 33  * Multiple claims in one submission are all processed
34 34  * Claims are properly isolated for independent verification
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45 45  {{include reference="FactHarbor.Specification.Diagrams.Claim and Scenario Workflow.WebHome"/}}
46 46  
47 47  == 3. Automated Analysis Workflow ==
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48 48  ```
49 49  Claim from queue
50 50  ↓
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64 64  ```
65 65  **Timeline**: 10-30 seconds
66 66  **90%+ published automatically**
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67 67  == 3.5 Evidence and Verdict Workflow ==
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68 68  {{include reference="FactHarbor.Specification.Diagrams.Evidence and Verdict Workflow.WebHome"/}}
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69 69  == 4. Publication Workflow ==
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70 70  **Standard (90%+)**: Pass quality gates → Publish immediately with confidence scores
71 71  **High Risk (<10%)**: Risk > 80% → Moderator review
72 72  **Low Quality**: Confidence < 40% → Improvement queue → Re-process
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73 73  == 5. User Contribution Workflow ==
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74 74  ```
75 75  Contributor edits → System validates → Applied immediately → Logged → Reputation earned
76 76  ```
77 77  **No approval required** (Wikipedia model)
78 78  **New contributors** (<50 reputation): Limited to minor edits
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79 79  == 5.5 Quality and Audit Workflow ==
80 80  
81 81  {{include reference="FactHarbor.Specification.Diagrams.Quality and Audit Workflow.WebHome"/}}
82 82  
83 83  == 6. Flagging Workflow ==
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84 84  ```
85 85  User flags issue → Categorize (abuse/quality) → Automated or manual resolution
86 86  ```
87 87  **Quality issues**: Add to improvement queue → System fix → Auto re-process
88 88  **Abuse**: Moderator review → Action taken
106 +
89 89  == 7. Moderation Workflow ==
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90 90  **Automated pre-moderation**: 95% published automatically
91 91  **Moderator queue**: Only high-risk or flagged content
92 92  **Appeal process**: Different moderator → Governing Team if needed
112 +
93 93  == 8. System Improvement Workflow ==
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94 94  **Weekly cycle**:
95 95  ```
96 96  Monday: Review error patterns
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107 107  ```
108 108  New algorithm → Split traffic (90% control, 10% test) → Run 1 week → Compare metrics → Deploy if better
109 109  ```
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110 110  == 9. Quality Monitoring Workflow ==
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111 111  **Continuous**: Every hour calculate metrics, detect anomalies
112 112  **Daily**: Update source track records, aggregate error patterns
113 113  **Weekly**: System improvement cycle, performance review
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114 114  == 10. Source Track Record Workflow ==
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115 115  **Initial score**: New source starts at 50 (neutral)
116 116  **Daily updates**: Calculate accuracy, correction frequency, update score
117 117  **Continuous**: All claims using source recalculated when score changes
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118 118  == 11. Re-Processing Workflow ==
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119 119  **Triggers**: System improvement deployed, source score updated, new evidence, error fixed
120 120  **Process**: Identify affected claims → Re-run AKEL → Compare → Update if better → Log change
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121 121  == 12. Related Pages ==
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122 122  * [[Requirements>>FactHarbor.Specification.Requirements.WebHome]]
123 -* [[Architecture>>FactHarbor.Specification.Architecture.WebHome]]
124 -* [[Data Model>>FactHarbor.Specification.Data Model.WebHome]]
152 +* [[Architecture>>Archive.FactHarbor.Specification.Architecture.WebHome]]
153 +* [[Data Model>>Archive.FactHarbor.Specification.Data Model.WebHome]]