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Changes for page POC Summary (POC1 & POC2)

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

Summary

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Content
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1 -= POC Summary (POC1 & POC2) =
1 += FactHarbor - Complete Analysis Summary
2 +**Consolidated Document - No Timelines**
3 +**Date:** December 19, 2025
2 2  
3 -== 1. POC Specification ==
5 +== 1. POC Specification - DEFINITIVE
4 4  
5 5  === POC Goal
6 6  Prove that AI can extract claims and determine verdicts automatically without human intervention.
... ... @@ -71,27 +71,6 @@
71 71  
72 72  > "Build less, learn more, decide faster. Test the hardest part first."
73 73  
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 -
95 95  == 2. Key Strategic Recommendations
96 96  
97 97  === Immediate Actions