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Changes for page POC Summary (POC1 & POC2)

Last modified by Robert Schaub on 2025/12/24 09:44
From version 3.1
edited by Robert Schaub
on 2025/12/23 21:14
Change comment: Imported from XAR
To version 5.1
edited by Robert Schaub
on 2025/12/23 22:59
Change comment: Imported from XAR

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.
... ... @@ -73,6 +73,27 @@
73 73  
74 74  > "Build less, learn more, decide faster. Test the hardest part first."
75 75  
74 +
75 +
76 +=== Context-Aware Analysis (Experimental POC1 Feature) ===
77 +
78 +**Problem:** Article credibility ≠ simple average of claim verdicts
79 +
80 +**Example:** Article with accurate facts (coffee has antioxidants, antioxidants fight cancer) but false conclusion (therefore coffee cures cancer) would score as "mostly accurate" with simple averaging, but is actually MISLEADING.
81 +
82 +**Solution (POC1 Test):** Approach 1 - Single-Pass Holistic Analysis
83 +* Enhanced AI prompt to evaluate logical structure
84 +* AI identifies main argument and assesses if it follows from evidence
85 +* Article verdict may differ from claim average
86 +* Zero additional cost, no architecture changes
87 +
88 +**Testing:**
89 +* 30-article test set
90 +* Success: ≥70% accuracy detecting misleading articles
91 +* Marked as experimental
92 +
93 +**See:** [[Article Verdict Problem>>Test.FactHarbor.Specification.POC.Article-Verdict-Problem]] for full analysis and solution approaches.
94 +
76 76  == 2. Key Strategic Recommendations
77 77  
78 78  === Immediate Actions