Skip to Content

Changes for page FAQ

Last modified by Robert Schaub on 2025/12/24 20:33
From version 3.1
edited by Robert Schaub
on 2025/12/15 16:56
Change comment: Imported from XAR
To version 1.1
edited by Robert Schaub
on 2025/12/14 22:27
Change comment: Imported from XAR

Summary

Details

Page properties
Content
... ... @@ -6,70 +6,23 @@
6 6  
7 7  == How do facts get input into the system? ==
8 8  
9 -FactHarbor uses a hybrid model combining three complementary approaches:
9 +FactHarbor uses a hybrid model:
10 10  
11 -=== 1. AI-Generated Content (Scalable) ===
11 +**1. AI-Generated (scalable)**: System dynamically researches claims—extracting, generating structured sub-queries, performing mandatory contradiction search (actively seeking counter-evidence, not just confirmations), running quality gates. Published with clear "AI-Generated" labels.
12 12  
13 -**What**: System dynamically researches claims using AKEL (AI Knowledge Extraction Layer)
13 +**2. Expert-Authored (authoritative)**: Domain experts directly author, edit, and validate content—especially for high-risk domains (medical, legal). These get "Human-Reviewed" status and higher trust.
14 14  
15 -**Process**:
16 -* Extracts claims from submitted text
17 -* Generates structured sub-queries
18 -* Performs **mandatory contradiction search** (actively seeks counter-evidence, not just confirmations)
19 -* Runs automated quality gates
20 -* Publishes with clear "AI-Generated" labels
15 +**3. Audit-Improved (continuous quality)**: Sampling audits (30-50% high-risk, 5-10% low-risk) where expert reviews systematically improve AI research quality.
21 21  
22 -**Publication**: Mode 2 (public, AI-labeled) when quality gates pass
17 +**Why both matter**:
18 +* AI research handles scale—emerging claims, immediate responses with transparent reasoning
19 +* Expert authoring provides authoritative grounding for critical domains
20 +* Audit feedback ensures AI quality improves based on expert validation patterns
23 23  
24 -**Purpose**: Handles scale — emerging claims get immediate responses with transparent reasoning
22 +Experts can author high-priority content directly, validate/edit AI outputs, or audit samples to improve system-wide performance—focusing their time where expertise matters most.
25 25  
26 -=== 2. Expert-Authored Content (Authoritative) ===
24 +POC v1 demonstrates the AI research pipeline (fully automated with transparent reasoning); full system supports all three pathways.
27 27  
28 -**What**: Domain experts directly author, edit, and validate content
29 -
30 -**Focus**: High-risk domains (medical, legal, safety-critical)
31 -
32 -**Publication**: Mode 3 ("Human-Reviewed" status) with expert attribution
33 -
34 -**Authority**: Tier A content requires expert approval
35 -
36 -**Purpose**: Provides authoritative grounding for critical domains where errors have serious consequences
37 -
38 -=== 3. Audit-Improved Quality (Continuous) ===
39 -
40 -**What**: Sampling audits where experts review AI-generated content
41 -
42 -**Rates**:
43 -* High-risk (Tier A): 30-50% sampling
44 -* Medium-risk (Tier B): 10-20% sampling
45 -* Low-risk (Tier C): 5-10% sampling
46 -
47 -**Impact**: Expert feedback systematically improves AI research quality
48 -
49 -**Purpose**: Ensures AI quality evolves based on expert validation patterns
50 -
51 -=== Why All Three Matter ===
52 -
53 -**Complementary Strengths**:
54 -* **AI research**: Scale and speed for emerging claims
55 -* **Expert authoring**: Authority and precision for critical domains
56 -* **Audit feedback**: Continuous quality improvement
57 -
58 -**Expert Time Optimization**:
59 -
60 -Experts can choose where to focus their time:
61 -* Author high-priority content directly
62 -* Validate and edit AI-generated outputs
63 -* Audit samples to improve system-wide AI performance
64 -
65 -This focuses expert time where domain expertise matters most while leveraging AI for scale.
66 -
67 -=== Current Status ===
68 -
69 -**POC v1**: Demonstrates the AI research pipeline (fully automated with transparent reasoning and quality gates)
70 -
71 -**Full System**: Will support all three pathways with integrated workflow
72 -
73 73  ----
74 74  
75 75  == What prevents FactHarbor from becoming another echo chamber? ==
... ... @@ -377,5 +377,5 @@
377 377  * [[AKEL (AI Knowledge Extraction Layer)>>FactHarbor.Specification.AI Knowledge Extraction Layer (AKEL).WebHome]]
378 378  * [[Automation>>FactHarbor.Specification.Automation.WebHome]]
379 379  * [[Federation & Decentralization>>FactHarbor.Specification.Federation & Decentralization.WebHome]]
380 -* [[Mission & Purpose>>FactHarbor.Organisation.Core Problems FactHarbor Solves.WebHome]]
333 +* [[Mission & Purpose>>FactHarbor.Organisation.Mission & Purpose.WebHome]]
381 381