Changes for page POC1: Core Workflow with Quality Gates

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1		-Test.FactHarbor.Roadmap.WebHome
	1	+Test.FactHarbor V0\.9\.100 incremental.Roadmap.WebHome

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15	15
16	16	* AKEL can reliably extract factual claims from articles
17	17	* AKEL can generate credible verdicts with proper evidence
	18	+* **AKEL can assess article credibility beyond simple claim averaging** (context-aware analysis)
18	18	* Quality gates prevent hallucinations and low-confidence outputs
19	19	* Fully automated approach is viable
20	20
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40	40	* A/B testing
41	41	* Gates 2 & 3 (Evidence relevance, Scenario coherence)
42	42
	44	+
	45	+=== Experimental Features (POC1) ===
	46	+
	47	+**Context-Aware Analysis** (Approach 1: Single-Pass Holistic)
	48	+
	49	+**Goal:** Test if AI can detect when an article's overall credibility differs from the average of its claim verdicts (e.g., accurate facts but misleading conclusion).
	50	+
	51	+**Implementation:**
	52	+* Enhanced AI prompt to evaluate logical structure
	53	+* AI identifies article's main argument
	54	+* AI assesses if conclusion follows from evidence
	55	+* Article verdict may differ from claim average
	56	+
	57	+**Testing:**
	58	+* 30-article test set (10 straightforward, 10 misleading, 10 complex)
	59	+* Success criteria: ≥70% accuracy on misleading articles
	60	+* Marked as experimental - doesn't block POC1 success
	61	+
	62	+**See:** [[Article Verdict Problem>>Test.FactHarbor.Specification.POC.Article-Verdict-Problem]] for complete analysis
	63	+
	64	+**Decision:**
	65	+* If ≥70% accuracy → ship in POC2
	66	+* If 50-70% → try weighted aggregation approach
	67	+* If <50% → defer to POC2 with different approach
	68	+
43	43	== 3. Requirements ==
44	44
45	45	=== 3.1 NFR11: Quality Assurance Framework (POC1 Lite Version) ===