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3	3	Automation in FactHarbor amplifies human capability while implementing risk-based oversight.
4	4
5	5	This chapter defines:
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6	6	* Risk-based publication model
7	7	* Quality gates for AI-generated content
8	8	* What must remain human-only
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18	18
19	19	1. **Input**: User pastes a block of raw text.
20	20	1. **Deep Analysis (Background)**: The system autonomously performs the full pipeline **before** displaying the text:
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21	21	* Extraction & Normalisation
22	22	* Scenario & Sub-query generation
23	23	* Evidence retrieval with **contradiction search**
24	24	* Quality gate validation
25	25	* Verdict computation
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26	26	1. **Visualisation (Extraction & Marking)**: The system displays the text with claims extracted and marked.
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27	27	* **Verdict-Based Coloring**: The extraction highlights (e.g. Orange/Green) are chosen **according to the computed verdict** for each claim.
28	28	* **AI-Generated Label**: Clear indication that content is AI-produced
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29	29	1. **Inspection**: User clicks a highlighted claim to see the **Reasoning Trail**, showing exactly which evidence and sub-queries led to that verdict.
30	30
31	31	=== 1.2 Technical Scope ===
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37	37	* **No Human Approval Gate**: Demonstrates scalable AI publication
38	38	* **Structured Sub-Queries**: Logic generated by decomposing claims into the FactHarbor data model
39	39
40		-
41	41	== 2. Publication Model ==
42	42
43	43	FactHarbor implements a risk-based publication model with three modes:
44	44
45	45	=== 2.1 Mode 1: Draft-Only ===
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46	46	**Mode 1 (Draft-Only)**: Failed quality gates or high-risk content pending expert review. Internal review queue only.
47	47
48	48	See [[AKEL Publication Modes>>FactHarbor.Specification.AI Knowledge Extraction Layer (AKEL).WebHome#HPublicationModes]] for detailed mode specifications.
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49	49
50	50
51	51	=== 2.2 Mode 2: AI-Generated (Public) ===
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52	52	**Mode 2 (AI-Generated, Published)**: Passed all quality gates, risk tier B or C, clearly labeled as AI-generated. Users can request human review.
53	53
54	54	See [[AKEL Publication Modes>>FactHarbor.Specification.AI Knowledge Extraction Layer (AKEL).WebHome#HPublicationModes]] for detailed requirements.
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55	55
56	56
57	57	=== 2.3 Mode 3: Human-Reviewed ===
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58	58	**Mode 3 (Human-Reviewed, Published)**: Validated by human reviewers or experts, highest trust level. Required for Tier A content publication.
59	59
60	60	See [[AKEL Publication Modes>>FactHarbor.Specification.AI Knowledge Extraction Layer (AKEL).WebHome#HPublicationModes]] for detailed requirements.
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64	64
65	65
66	66	Risk tiers determine review requirements and automation levels. See [[Governance>>FactHarbor.Organisation.Governance.WebHome#HRiskTierPolicyGovernance]] for tier policy governance.
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67	67	=== 3.1 Tier A (High Risk) ===
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68	68	* **Domains**: Medical, legal, elections, safety, security
69	69	* **Automation**: AI can draft, human review required for "Human-Reviewed" status
70	70	* **AI publication**: Allowed with prominent disclaimers and warnings
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71	71	* **Audit rate**: Recommendation: 30-50%
72	72
73	73	=== 3.2 Tier B (Medium Risk) ===
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74	74	* **Domains**: Complex policy, science, causality claims
75	75	* **Automation**: AI can draft and publish (Mode 2)
76	76	* **Human review**: Optional, audit-based
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77	77	* **Audit rate**: Recommendation: 10-20%
78	78
79	79	=== 3.3 Tier C (Low Risk) ===
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80	80	* **Domains**: Definitions, established facts, historical data
81	81	* **Automation**: AI publication default
82	82	* **Human review**: On request or via sampling
83	83	* **Audit rate**: Recommendation: 5-10%
84	84
85		-
86	86	== 4. Human-Only Tasks ==
87	87
88	88	These require human judgment and cannot be automated:
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94	94	* **Audit system oversight** and quality standard definition
95	95	* **Risk tier policy** adjustments based on societal context
96	96
97		-
98	98	== 5. AI-Draft with Audit (Semi-Automated) ==
99	99
100	100	AKEL drafts these; humans validate via sampling audits:
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109	109	* **Public summaries** and accessibility text
110	110
111	111	Most Tier B and C content remains in AI-draft status unless:
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112	112	* Users request human review
113	113	* Audits identify errors
114	114	* High engagement triggers review
115	115	* Community flags issues
116	116
117		-
118	118	== 6. Fully Automated Structural Tasks ==
119	119
120	120	These require no human interpretation:
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128	128	* **Layout generation** (diagrams, summaries, UI presentation)
129	129	* **Federation integrity checks** (cross-node data validation)
130	130
131		-
132	132	== 7. Quality Gates (Automated) ==
133	133
134	134
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147	147	Instead of reviewing all AI output, systematic sampling audits ensure quality:
148	148
149	149	=== 8.1 Stratified Sampling ===
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150	150	* Risk tier (A > B > C sampling rates)
151	151	* Confidence scores (low confidence → more audits)
152	152	* Traffic/engagement (popular content audited more)
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154	154	* User flags and disagreement signals
155	155
156	156	=== 8.2 Continuous Improvement Loop ===
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157	157	Audit findings improve:
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158	158	* Query templates
159	159	* Source reliability weights
160	160	* Contradiction detection algorithms
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162	162	* Bubble detection heuristics
163	163
164	164	=== 8.3 Transparency ===
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165	165	* Audit statistics published
166	166	* Accuracy rates by tier reported
167	167	* System improvements documented
168	168
169		-
170	170	== 9. Automation Roadmap ==
171	171
172	172	Automation capabilities increase with system maturity while maintaining quality oversight.
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174	174	=== 9.1 POC (Current Focus) ===
175	175
176	176	**Automated:**
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177	177	* Claim normalization
178	178	* Scenario template generation
179	179	* Evidence metadata extraction
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183	183	* **Risk tier assignment**
184	184
185	185	**Human:**
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186	186	* High-risk content validation (Tier A)
187	187	* Sampling audits across all tiers
188	188	* Quality standard refinement
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191	191	=== 9.2 Beta 0 (Enhanced Automation) ===
192	192
193	193	**Automated:**
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194	194	* Detailed scenario generation
195	195	* Advanced evidence reliability scoring
196	196	* Cross-scenario comparisons
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199	199	* **Increased AI-draft coverage** (more Tier B content)
200	200
201	201	**Human:**
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202	202	* Tier A final approval
203	203	* Audit sampling (continued)
204	204	* Expert validation of complex domains
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207	207	=== 9.3 Release 1.0 (High Automation) ===
208	208
209	209	**Automated:**
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210	210	* Full scenario generation (comprehensive)
211	211	* Bayesian verdict scoring across scenarios
212	212	* Multi-scenario summary generation
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215	215	* **Most Tier B and all Tier C** auto-published
216	216
217	217	**Human:**
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218	218	* Tier A oversight (still required)
219	219	* Strategic audits (lower sampling rates, higher value)
220	220	* Ethical decisions and policy
221	221	* Conflict resolution
222	222
223		-
224	224	== 10. Automation Levels Diagram ==
225	225
226	226	{{include reference="FactHarbor.Specification.Diagrams.Automation Level.WebHome"/}}
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241	241	* [[AKEL (AI Knowledge Extraction Layer)>>FactHarbor.Specification.AI Knowledge Extraction Layer (AKEL).WebHome]]
242	242	* [[Requirements (Roles)>>FactHarbor.Specification.Requirements.WebHome]]
243	243	* [[Workflows>>FactHarbor.Specification.Workflows.WebHome]]
244		-* [[Governance>>FactHarbor.Organisation.Governance]]
245		-
	260	+* [[Governance>>Archive.FactHarbor.Organisation.Governance.WebHome]]