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...	...	@@ -306,7 +306,7 @@
306	306	4. How common is this pattern?
307	307	5. Store in ErrorPattern table (improvement queue)
308	308
309		-=== 6.2 Continuous Improvement Cycle ===
	309	+=== 6.2 Weekly Improvement Cycle ===
310	310
311	311	1. **Review**: Analyze top error patterns
312	312	2. **Develop**: Create fix (prompt, model, validation)
...	...	@@ -326,7 +326,7 @@
326	326	* Re-work rate
327	327	* Claims processed per hour
328	328
329		-**Goal**: continuous improvement in error rate
	329	+**Goal**: 10% monthly improvement in error rate
330	330
331	331	== 7. Automated Quality Monitoring ==
332	332
...	...	@@ -826,8 +826,162 @@
826	826
827	827	**Milestone:** POC2 (internal), Beta 0 (public), V1.0 (real-time)
828	828
	829	+== 10. Requirements Priority Matrix ==
829	829
	831	+This table shows all functional and non-functional requirements ordered by urgency and priority.
830	830
	833	+**Note:** Implementation phases (POC1, POC2, Beta 0, V1.0) are defined in [[POC Requirements>>FactHarbor.Specification.POC.Requirements]] and [[Implementation Roadmap>>FactHarbor.Implementation-Roadmap.WebHome]], not in this priority matrix.
	834	+
	835	+**Priority Levels:**
	836	+* **CRITICAL** - System doesn't work without it, or major safety/legal risk
	837	+* **HIGH** - Core functionality, essential for success
	838	+* **MEDIUM** - Important but not blocking
	839	+* **LOW** - Nice to have, can be deferred
	840	+
	841	+**Urgency Levels:**
	842	+* **HIGH** - Immediate need (critical for proof of concept)
	843	+* **MEDIUM** - Important but not immediate
	844	+* **LOW** - Future enhancement
	845	+
	846	+|= ID |= Title |= Priority |= Urgency
	847	+| **HIGH URGENCY** |||
	848	+| **FR1** | Claim Intake | CRITICAL | HIGH
	849	+| **FR5** | Evidence Collection | CRITICAL | HIGH
	850	+| **FR7** | Verdict Computation | CRITICAL | HIGH
	851	+| **NFR11** | Quality Assurance Framework | CRITICAL | HIGH
	852	+| **FR2** | Claim Normalization | HIGH | HIGH
	853	+| **FR3** | Claim Classification | HIGH | HIGH
	854	+| **FR4** | Scenario Generation | HIGH | HIGH
	855	+| **FR6** | Evidence Evaluation | HIGH | HIGH
	856	+| **MEDIUM URGENCY** |||
	857	+| **NFR12** | Security Controls | CRITICAL | MEDIUM
	858	+| **FR9** | Corrections | HIGH | MEDIUM
	859	+| **FR44** | ClaimReview Schema | HIGH | MEDIUM
	860	+| **FR45** | Corrections Notification | HIGH | MEDIUM
	861	+| **FR48** | Safety Framework | HIGH | MEDIUM
	862	+| **NFR3** | Transparency | HIGH | MEDIUM
	863	+| **NFR13** | Quality Metrics | HIGH | MEDIUM
	864	+| **FR8** | User Contribution | MEDIUM | MEDIUM
	865	+| **FR10** | Publishing | MEDIUM | MEDIUM
	866	+| **FR13** | API | MEDIUM | MEDIUM
	867	+| **FR46** | Image Verification | MEDIUM | MEDIUM
	868	+| **FR47** | Archive.org Integration | MEDIUM | MEDIUM
	869	+| **NFR1** | Performance | MEDIUM | MEDIUM
	870	+| **NFR2** | Scalability | MEDIUM | MEDIUM
	871	+| **NFR4** | Security & Privacy | MEDIUM | MEDIUM
	872	+| **NFR5** | Maintainability | MEDIUM | MEDIUM
	873	+| **LOW URGENCY** |||
	874	+| **FR11** | Social Sharing | LOW | LOW
	875	+| **FR12** | Notifications | LOW | LOW
	876	+| **FR49** | A/B Testing | LOW | LOW
	877	+| **FR50** | OSINT Toolkit Integration | LOW | LOW
	878	+| **FR51** | Video Verification System | LOW | LOW
	879	+| **FR52** | Interactive Detection Training | LOW | LOW
	880	+| **FR53** | Cross-Organizational Sharing | LOW | LOW
	881	+
	882	+**Total:** 31 requirements (23 Functional, 8 Non-Functional)
	883	+
	884	+**See also:**
	885	+* [[POC Requirements>>FactHarbor.Specification.POC.Requirements]] - POC1 scope and simplifications
	886	+* [[Implementation Roadmap>>FactHarbor.Implementation-Roadmap.WebHome]] - Phase-by-phase implementation plan
	887	+* [[User Needs>>FactHarbor.Specification.Requirements.User Needs.WebHome]] - Foundation that drives these requirements
	888	+
	889	+=== 10.1 User Needs Priority ===
	890	+
	891	+User Needs (UN) are the foundation that drives functional and non-functional requirements. They are not independently prioritized; instead, their priority is inherited from the FR/NFR requirements they drive.
	892	+
	893	+|= ID |= Title |= Drives Requirements
	894	+| **UN-1** | Trust Assessment at a Glance | Multiple FR/NFR
	895	+| **UN-2** | Claim Extraction and Verification | FR1-7
	896	+| **UN-3** | Article Summary with FactHarbor Analysis Summary | FR4
	897	+| **UN-4** | Social Media Fact-Checking | FR1, FR4
	898	+| **UN-5** | Source Provenance and Track Records | FR6
	899	+| **UN-6** | Publisher Reliability History | FR6
	900	+| **UN-7** | Evidence Transparency | NFR3
	901	+| **UN-8** | Understanding Disagreement and Consensus | FR4
	902	+| **UN-9** | Methodology Transparency | NFR3, NFR11
	903	+| **UN-10** | Manipulation Tactics Detection | FR48
	904	+| **UN-11** | Filtered Research | FR3
	905	+| **UN-12** | Submit Unchecked Claims | FR8
	906	+| **UN-13** | Cite FactHarbor Verdicts | FR10
	907	+| **UN-14** | API Access for Integration | FR13
	908	+| **UN-15** | Verdict Evolution Timeline | FR7
	909	+| **UN-16** | AI vs. Human Review Status | FR9
	910	+| **UN-17** | In-Article Claim Highlighting | FR1
	911	+| **UN-26** | Search Engine Visibility | FR44
	912	+| **UN-27** | Visual Claim Verification | FR46
	913	+| **UN-28** | Safe Contribution Environment | FR48
	914	+
	915	+**Total:** 20 User Needs
	916	+
	917	+**Note:** Each User Need inherits priority from the requirements it drives. For example, UN-2 (Claim Extraction and Verification) drives FR1-7, which are CRITICAL/HIGH priority, therefore UN-2 is also critical to the project.
	918	+
	919	+== 11. MVP Scope ==
	920	+
	921	+**Phase 1 (Months 1-3): Read-Only MVP**
	922	+
	923	+Build:
	924	+* Automated claim analysis
	925	+* Confidence scoring
	926	+* Source evaluation
	927	+* Browse/search interface
	928	+* User flagging system
	929	+
	930	+**Goal**: Prove AI quality before adding user editing
	931	+
	932	+**User Needs fulfilled in Phase 1**: UN-1, UN-2, UN-3, UN-4, UN-5, UN-6, UN-7, UN-8, UN-9, UN-12
	933	+
	934	+**Phase 2 (Months 4-6): User Contributions**
	935	+
	936	+Add only if needed:
	937	+* Simple editing (Wikipedia-style)
	938	+* Reputation system
	939	+* Basic moderation
	940	+* In-article claim highlighting (FR13)
	941	+
	942	+**Additional User Needs fulfilled**: UN-13, UN-17
	943	+
	944	+**Phase 3 (Months 7-12): Refinement**
	945	+
	946	+* Continuous quality improvement
	947	+* Feature additions based on real usage
	948	+* Scale infrastructure
	949	+
	950	+**Additional User Needs fulfilled**: UN-14 (API access), UN-15 (Full evolution tracking)
	951	+
	952	+**Deferred**:
	953	+* Federation (until multiple successful instances exist)
	954	+* Complex contribution workflows (focus on automation)
	955	+* Extensive role hierarchy (keep simple)
	956	+
	957	+== 12. Success Metrics ==
	958	+
	959	+**System Quality** (track weekly):
	960	+* Error rate by category (target: -10%/month)
	961	+* Average confidence score (target: increase)
	962	+* Source quality distribution (target: more high-quality)
	963	+* Contradiction detection rate (target: increase)
	964	+
	965	+**Efficiency** (track monthly):
	966	+* Claims processed per hour (target: increase)
	967	+* Human hours per claim (target: decrease)
	968	+* Automation coverage (target: >90%)
	969	+* Re-work rate (target: <5%)
	970	+
	971	+**User Satisfaction** (track quarterly):
	972	+* User flag rate (issues found)
	973	+* Correction acceptance rate (flags valid)
	974	+* Return user rate
	975	+* Trust indicators (surveys)
	976	+
	977	+**User Needs Metrics** (track quarterly):
	978	+* UN-1: % users who understand trust scores
	979	+* UN-4: Time to verify social media claim (target: <30s)
	980	+* UN-7: % users who access evidence details
	981	+* UN-8: % users who view multiple scenarios
	982	+* UN-15: % users who check evolution timeline
	983	+* UN-17: % users who enable in-article highlighting; avg. time spent on highlighted vs. non-highlighted articles
	984	+
831	831	== 13. Requirements Traceability ==
832	832
833	833	For full traceability matrix showing which requirements fulfill which user needs, see:
...	...	@@ -915,6 +915,7 @@
915	915
916	916
917	917
	1072	+**Priority:** HIGH (V1.1)
918	918	**Fulfills:** Advanced media verification
919	919	**Phase:** V1.1
920	920
...	...	@@ -929,6 +929,7 @@
929	929
930	930
931	931
	1087	+**Priority:** HIGH (V1.1)
932	932	**Fulfills:** UN-27 (Visual claims), advanced media verification
933	933	**Phase:** V1.1
934	934
...	...	@@ -945,6 +945,7 @@
945	945
946	946
947	947
	1104	+**Priority:** MEDIUM (V1.5)
948	948	**Fulfills:** Media literacy education
949	949	**Phase:** V1.5
950	950
...	...	@@ -960,6 +960,7 @@
960	960
961	961
962	962
	1120	+**Priority:** MEDIUM (V1.5)
963	963	**Fulfills:** Collaboration with other fact-checkers
964	964	**Phase:** V1.5
965	965
...	...	@@ -1001,6 +1001,7 @@
1001	1001
1002	1002
1003	1003
	1162	+**Priority:** CRITICAL (POC2/Beta)
1004	1004	**Fulfills:** Accurate evidence counting, quality metrics
1005	1005	**Phase:** POC2, Beta 0, V1.0
1006	1006