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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 Weekly Improvement Cycle ===
	309	+=== 6.2 Continuous 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**: 10% monthly improvement in error rate
	329	+**Goal**: continuous improvement in error rate
330	330
331	331	== 7. Automated Quality Monitoring ==
332	332
...	...	@@ -826,162 +826,8 @@
826	826
827	827	**Milestone:** POC2 (internal), Beta 0 (public), V1.0 (real-time)
828	828
829		-== 10. Requirements Priority Matrix ==
830	830
831		-This table shows all functional and non-functional requirements ordered by urgency and priority.
832	832
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		-
985	985	== 13. Requirements Traceability ==
986	986
987	987	For full traceability matrix showing which requirements fulfill which user needs, see:
...	...	@@ -1069,7 +1069,6 @@
1069	1069
1070	1070
1071	1071
1072		-**Priority:** HIGH (V1.1)
1073	1073	**Fulfills:** Advanced media verification
1074	1074	**Phase:** V1.1
1075	1075
...	...	@@ -1084,7 +1084,6 @@
1084	1084
1085	1085
1086	1086
1087		-**Priority:** HIGH (V1.1)
1088	1088	**Fulfills:** UN-27 (Visual claims), advanced media verification
1089	1089	**Phase:** V1.1
1090	1090
...	...	@@ -1101,7 +1101,6 @@
1101	1101
1102	1102
1103	1103
1104		-**Priority:** MEDIUM (V1.5)
1105	1105	**Fulfills:** Media literacy education
1106	1106	**Phase:** V1.5
1107	1107
...	...	@@ -1117,7 +1117,6 @@
1117	1117
1118	1118
1119	1119
1120		-**Priority:** MEDIUM (V1.5)
1121	1121	**Fulfills:** Collaboration with other fact-checkers
1122	1122	**Phase:** V1.5
1123	1123
...	...	@@ -1159,7 +1159,6 @@
1159	1159
1160	1160
1161	1161
1162		-**Priority:** CRITICAL (POC2/Beta)
1163	1163	**Fulfills:** Accurate evidence counting, quality metrics
1164	1164	**Phase:** POC2, Beta 0, V1.0
1165	1165