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Changes for page POC Summary (POC1 & POC2)

Last modified by Robert Schaub on 2025/12/24 09:44
From version 4.1
edited by Robert Schaub
on 2025/12/23 22:20
Change comment: Imported from XAR
To version 6.1
edited by Robert Schaub
on 2025/12/24 09:44
Change comment: Renamed from xwiki:Test.FactHarbor.Specification.POC.Summary

Summary

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Content
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1 -= FactHarbor - Complete Analysis Summary
2 -**Consolidated Document - No Timelines**
3 -**Date:** December 19, 2025
1 += POC Summary (POC1 & POC2) =
4 4  
5 -== 1. POC Specification - DEFINITIVE
3 +== 1. POC Specification ==
6 6  
7 7  === POC Goal
8 8  Prove that AI can extract claims and determine verdicts automatically without human intervention.
... ... @@ -94,6 +94,68 @@
94 94  
95 95  **See:** [[Article Verdict Problem>>Test.FactHarbor.Specification.POC.Article-Verdict-Problem]] for full analysis and solution approaches.
96 96  
95 +
96 +== 2. POC2 Specification ==
97 +
98 +=== POC2 Goal ===
99 +Prove that AKEL produces high-quality outputs consistently at scale with complete quality validation.
100 +
101 +=== POC2 Enhancements (From POC1) ===
102 +
103 +**1. COMPLETE QUALITY GATES (All 4)**
104 +* Gate 1: Claim Validation (from POC1)
105 +* Gate 2: Evidence Relevance ← NEW
106 +* Gate 3: Scenario Coherence ← NEW
107 +* Gate 4: Verdict Confidence (from POC1)
108 +
109 +**2. EVIDENCE DEDUPLICATION (FR54)**
110 +* Prevent counting same source multiple times
111 +* Handle syndicated content (AP, Reuters)
112 +* Content fingerprinting with fuzzy matching
113 +* Target: >95% duplicate detection accuracy
114 +
115 +**3. CONTEXT-AWARE ANALYSIS (Conditional)**
116 +* **If POC1 succeeds (≥70%):** Implement as standard feature
117 +* **If POC1 promising (50-70%):** Try weighted aggregation approach
118 +* **If POC1 fails (<50%):** Defer to post-POC2
119 +* Detects articles with accurate claims but misleading conclusions
120 +
121 +**4. QUALITY METRICS DASHBOARD (NFR13)**
122 +* Track hallucination rates
123 +* Monitor gate performance
124 +* Evidence quality metrics
125 +* Processing statistics
126 +
127 +=== What's Still NOT in POC2 ===
128 +
129 +❌ User accounts, authentication
130 +❌ Public publishing interface
131 +❌ Social sharing features
132 +❌ Full production security (comes in Beta 0)
133 +❌ In-article claim highlighting (comes in Beta 0)
134 +
135 +=== Success Criteria ===
136 +
137 +**Quality:**
138 +* Hallucination rate <5% (target: <3%)
139 +* Average quality rating ≥8.0/10
140 +* Gates identify >95% of low-quality outputs
141 +
142 +**Performance:**
143 +* All 4 quality gates operational
144 +* Evidence deduplication >95% accurate
145 +* Quality metrics tracked continuously
146 +
147 +**Context-Aware (if implemented):**
148 +* Maintains ≥70% accuracy detecting misleading articles
149 +* <15% false positive rate
150 +
151 +**Total Output Size:** Similar to POC1 (~220-350 words per analysis)
152 +
153 +
154 +
155 +
156 +
97 97  == 2. Key Strategic Recommendations
98 98  
99 99  === Immediate Actions