Changes for page POC2: Robust Quality & Reliability
Last modified by Robert Schaub on 2025/12/22 13:49
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... ... @@ -12,12 +12,12 @@ 12 12 **Key Innovation:** Complete quality validation pipeline catches all categories of errors 13 13 14 14 **What We're Proving:** 15 - 16 16 * All 4 quality gates work together effectively 17 17 * Evidence deduplication prevents artificial inflation 18 18 * System maintains quality at larger scale 19 19 * Quality metrics dashboard provides actionable insights 20 20 20 + 21 21 == 2. New Requirements == 22 22 23 23 === 2.1 NFR11: Complete Quality Assurance Framework === ... ... @@ -29,13 +29,11 @@ 29 29 **Purpose:** Ensure AI-linked evidence actually relates to the claim 30 30 31 31 **Validation Checks:** 32 - 33 33 1. **Semantic Similarity:** Cosine similarity between claim and evidence embeddings ≥ 0.6 34 34 2. **Entity Overlap:** At least 1 shared named entity between claim and evidence 35 35 3. **Topic Relevance:** Evidence discusses the claim's subject matter (score ≥ 0.5) 36 36 37 37 **Action if Failed:** 38 - 39 39 * Discard irrelevant evidence (don't count it) 40 40 * If <2 relevant evidence items remain → "Insufficient Evidence" verdict 41 41 * Log discarded evidence for quality review ... ... @@ -48,7 +48,6 @@ 48 48 **Purpose:** Validate scenarios are logical, complete, and meaningfully different 49 49 50 50 **Validation Checks:** 51 - 52 52 1. **Completeness:** All required fields populated (assumptions, scope, evidence context) 53 53 2. **Internal Consistency:** Assumptions don't contradict each other (score <0.3) 54 54 3. **Distinctiveness:** Scenarios are meaningfully different (similarity <0.8) ... ... @@ -55,7 +55,6 @@ 55 55 4. **Minimum Detail:** At least 1 specific assumption per scenario 56 56 57 57 **Action if Failed:** 58 - 59 59 * Merge duplicate scenarios 60 60 * Flag contradictory assumptions for review 61 61 * Reduce confidence score by 20% ... ... @@ -72,7 +72,6 @@ 72 72 **Purpose:** Prevent counting the same evidence multiple times when cited by different sources 73 73 74 74 **Problem:** 75 - 76 76 * Wire services (AP, Reuters) redistribute same content 77 77 * Different sites cite the same original study 78 78 * Aggregators copy primary sources ... ... @@ -79,7 +79,6 @@ 79 79 * AKEL might count this as "5 sources" when it's really 1 80 80 81 81 **Solution: Content Fingerprinting** 82 - 83 83 * Generate SHA-256 hash of normalized text 84 84 * Detect near-duplicates (≥85% similarity) using fuzzy matching 85 85 * Track which sources cited each unique piece of evidence ... ... @@ -94,7 +94,6 @@ 94 94 **Fulfills:** Real-time quality monitoring during development 95 95 96 96 **Dashboard Metrics:** 97 - 98 98 * Claim processing statistics 99 99 * Gate performance (pass/fail rates for each gate) 100 100 * Evidence quality metrics ... ... @@ -107,7 +107,6 @@ 107 107 == 3. Success Criteria == 108 108 109 109 **✅ Quality:** 110 - 111 111 * Hallucination rate <5% (target: <3%) 112 112 * Average quality rating ≥8.0/10 113 113 * 0 critical failures (publishable falsities) ... ... @@ -114,7 +114,6 @@ 114 114 * Gates correctly identify >95% of low-quality outputs 115 115 116 116 **✅ All 4 Gates Operational:** 117 - 118 118 * Gate 1: Claim validation working 119 119 * Gate 2: Evidence relevance filtering working 120 120 * Gate 3: Scenario coherence checking working ... ... @@ -121,17 +121,16 @@ 121 121 * Gate 4: Verdict confidence assessment working 122 122 123 123 **✅ Evidence Deduplication:** 124 - 125 125 * Duplicate detection >95% accurate 126 126 * Evidence counts reflect reality 127 127 * Provenance tracked correctly 128 128 129 129 **✅ Metrics Dashboard:** 130 - 131 131 * All metrics implemented and tracking 132 132 * Dashboard functional and useful 133 133 * Alerts trigger appropriately 134 134 124 + 135 135 == 4. Architecture Notes == 136 136 137 137 **POC2 Enhanced Architecture:** ... ... @@ -145,7 +145,6 @@ 145 145 {{/code}} 146 146 147 147 **Key Additions from POC1:** 148 - 149 149 * Scenario generation component 150 150 * Evidence deduplication system 151 151 * Gates 2 & 3 implementation ... ... @@ -152,7 +152,6 @@ 152 152 * Quality metrics collection 153 153 154 154 **Still Simplified vs. Full System:** 155 - 156 156 * Single AKEL orchestration (not multi-component pipeline) 157 157 * No review queue 158 158 * No federation architecture ... ... @@ -163,9 +163,11 @@ 163 163 == Related Pages == 164 164 165 165 * [[POC1>>Test.FactHarbor.Roadmap.POC1.WebHome]] - Previous phase 166 -* [[Beta 0>>Test.FactHarbor pre10 V0\.9\.70.Roadmap.Beta0.WebHome]] - Next phase154 +* [[Beta 0>>Test.FactHarbor.Roadmap.Beta0.WebHome]] - Next phase 167 167 * [[Roadmap Overview>>Test.FactHarbor.Roadmap.WebHome]] 168 168 * [[Architecture>>Test.FactHarbor.Specification.Architecture.WebHome]] 169 169 158 + 170 170 **Document Status:** ✅ POC2 Specification Complete - Waiting for POC1 Completion 171 171 **Version:** V0.9.70 161 +