Wiki source code of Automation

Version 2.1 by Robert Schaub on 2025/12/11 21:35

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1 = Automation =
2
3 Automation in FactHarbor amplifies human capability but never replaces human oversight.
4 All automated outputs require human review before publication.
5
6 This chapter defines:
7 * What must remain human-only
8 * What AI (AKEL) can draft
9 * What can be fully automated
10 * How automation evolves through POC → Beta 0 → Release 1.0
11
12 ----
13
14 = Manual vs Automated Responsibilities =
15
16 == Human-Only Tasks ==
17
18 These require human judgment, ethics, or contextual interpretation:
19
20 * Definition of key terms in claims
21 * Approval or rejection of scenarios
22 * Interpretation of evidence in context
23 * Final verdict approval
24 * Governance decisions and dispute resolution
25 * High-risk domain oversight
26 * Ethical boundary decisions (especially medical, political, psychological)
27
28 == Semi-Automated (AI Draft → Human Review) ==
29
30 AKEL can draft these, but humans must refine/approve:
31
32 * Scenario structures (definitions, assumptions, context)
33 * Evaluation methods
34 * Evidence relevance suggestions
35 * Reliability hints
36 * Verdict reasoning chains
37 * Uncertainty and limitations
38 * Scenario comparison explanations
39 * Suggestions for merging or splitting scenarios
40 * Draft public summaries
41
42 == Fully Automated Structural Tasks ==
43
44 These require no human interpretation:
45
46 * Claim normalization
47 * Duplicate & cluster detection (vector embeddings)
48 * Evidence metadata extraction
49 * Basic reliability heuristics
50 * Contradiction detection
51 * Re-evaluation triggers
52 * Batch layout generation (diagrams, summaries)
53 * Federation integrity checks
54
55 ----
56
57 = Automation Roadmap =
58
59 Automation increases with maturity.
60
61 == POC (Low Automation) ==
62
63 === Automated ===
64 * Claim normalization
65 * Light scenario templates
66 * Evidence metadata extraction
67 * Simple verdict drafts (internal only)
68
69 === Human ===
70 * All scenario definitions
71 * Evidence interpretation
72 * Verdict creation
73 * Governance
74
75 == Beta 0 (Medium Automation) ==
76
77 === Automated ===
78 * Detailed scenario drafts
79 * Evidence reliability scoring
80 * Cross-scenario comparisons
81 * Contradiction detection (local + remote nodes)
82 * Internal Truth Landscape drafts
83
84 === Human ===
85 * Scenario approval
86 * Final verdict validation
87
88 == Release 1.0 (High Automation) ==
89
90 === Automated ===
91 * Full scenario generation (definitions, assumptions, boundaries)
92 * Evidence relevance scoring and ranking
93 * Bayesian verdict scoring across scenario sets
94 * Multi-scenario summary generation
95 * Anomaly detection across nodes
96 * AKEL-assisted federated synchronization
97
98 === Human ===
99 * Final approval of all scenarios and verdicts
100 * Ethical decisions
101 * Oversight and conflict resolution
102
103 ----
104
105 = Automation Levels =
106
107 == Level 0 — Human-Centric (POC) ==
108 AI is purely advisory, nothing auto-published.
109
110 == Level 1 — Assisted (Beta 0) ==
111 AI drafts structures; humans approve each part.
112
113 == Level 2 — Structured (Release 1.0) ==
114 AI produces near-complete drafts; humans refine.
115
116 == Level 3 — Distributed Intelligence (Future) ==
117 Nodes exchange embeddings, contradiction alerts, and scenario templates.
118 Humans still approve everything.
119
120 ----
121
122 = Automation Matrix =
123
124 == Always Human ==
125 * Final verdict approval
126 * Scenario validity
127 * Ethical decisions
128 * Dispute resolution
129
130 == Mostly AI (Human Validation Needed) ==
131 * Claim normalization
132 * Clustering
133 * Evidence metadata
134 * Reliability heuristics
135 * Scenario drafts
136 * Contradiction detection
137
138 == Mixed ==
139 * Definitions of ambiguous terms
140 * Boundary choices
141 * Assumption evaluation
142 * Evidence selection
143 * Verdict reasoning
144
145 ----
146
147 = Diagram References =
148
149 {{include reference="FactHarbor.Specification.Diagrams.Automation Roadmap.WebHome"/}}
150
151 {{include reference="FactHarbor.Specification.Diagrams.Automation Level.WebHome"/}}
152
153 {{include reference="FactHarbor.Specification.Diagrams.Manual vs Automated matrix.WebHome"/}}