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2	2	**Consolidated Document - No Timelines**
3	3	**Date:** December 19, 2025
4	4
	5	+---
	6	+
5	5	== 1. POC Specification - DEFINITIVE
6	6
7	7	=== POC Goal
...	...	@@ -73,8 +73,172 @@
73	73
74	74	> "Build less, learn more, decide faster. Test the hardest part first."
75	75
76		-== 2. Key Strategic Recommendations
	78	+---
77	77
	80	+== 2. Gap Analysis - Strategic Framework
	81	+
	82	+=== Framework Definition
	83	+
	84	+**Importance = f(risk, impact, strategy)**
	85	+- Risk: What breaks if we don't have this?
	86	+- Impact: How many users? How severe?
	87	+- Strategy: Does it advance FactHarbor's mission?
	88	+
	89	+**Urgency = f(fail fast and learn, legal, promises made)**
	90	+- Fail fast: Do we need to test assumptions?
	91	+- Legal: External requirements/deadlines?
	92	+- Promises: Commitments to stakeholders?
	93	+
	94	+=== 18 Gaps Identified
	95	+
	96	+**Category 1: Accessibility & Inclusivity**
	97	+1. WCAG 2.1 Compliance
	98	+2. Multilingual Support
	99	+
	100	+**Category 2: Platform Integration**
	101	+3. Browser Extensions
	102	+4. Embeddable Widgets
	103	+5. ClaimReview Schema
	104	+
	105	+**Category 3: Media Verification**
	106	+6. Image/Video/Audio Verification
	107	+
	108	+**Category 4: Mobile & Offline**
	109	+7. Mobile Apps / PWA
	110	+8. Offline Access
	111	+
	112	+**Category 5: Education & Media Literacy**
	113	+9. Educational Resources
	114	+10. Media Literacy Integration
	115	+
	116	+**Category 6: Collaboration & Community**
	117	+11. Professional Collaboration Tools
	118	+12. Community Discussion
	119	+
	120	+**Category 7: Export & Sharing**
	121	+13. Export Capabilities (PDF, CSV)
	122	+14. Social Sharing Optimization
	123	+
	124	+**Category 8: Advanced Features**
	125	+15. User Analytics
	126	+16. Personalization
	127	+17. Media Archiving
	128	+18. Advanced Search
	129	+
	130	+=== Importance/Urgency Analysis
	131	+
	132	+**VERY HIGH Importance + HIGH Urgency:**
	133	+1. **Accessibility (WCAG)**
	134	+ - Risk: Legal liability, 15-20% users excluded
	135	+ - Urgency: European Accessibility Act (June 28, 2025)
	136	+ - Action: Must be built from start (retrofitting 100x more expensive)
	137	+
	138	+2. **Educational Resources**
	139	+ - Risk: Platform fails if users can't understand
	140	+ - Urgency: Required for any adoption
	141	+ - Action: Basic onboarding essential
	142	+
	143	+**HIGH Importance + MEDIUM Urgency:**
	144	+3. **Browser Extensions** - Standard user expectation, test demand first
	145	+4. **Media Verification** - Cannot address visual misinformation without it
	146	+5. **Multilingual** - Global mission requires it, plan early
	147	+
	148	+**HIGH Importance + LOW Urgency:**
	149	+6. **Mobile Apps** - 90%+ users on mobile, but web-first viable
	150	+7. **ClaimReview Schema** - SEO/discoverability, can add anytime
	151	+
	152	+---
	153	+
	154	+== 1.7 POC Alignment with Full Specification
	155	+
	156	+=== POC Intentional Simplifications
	157	+
	158	+**POC1 tests core AI capability, not full architecture:**
	159	+
	160	+**What POC Tests:**
	161	+- Can AI extract claims from articles?
	162	+- Can AI evaluate claims with reasonable verdicts?
	163	+- Is fully automated approach viable?
	164	+- Is output comprehensible to users?
	165	+
	166	+**What POC Excludes (Intentionally):**
	167	+- ❌ Scenarios (deferred to POC2 - open architectural questions remain)
	168	+- ❌ Evidence display (deferred to POC2)
	169	+- ❌ Multi-component AKEL pipeline (simplified to single API call)
	170	+- ❌ Quality gate infrastructure (simplified basic checks)
	171	+- ❌ Production data model (stateless POC)
	172	+- ❌ Review workflow system (no review queue)
	173	+
	174	+**Why Simplified:**
	175	+- Fail fast: Test hardest part first (AI capability)
	176	+- Learn before building: POC1 informs architecture decisions
	177	+- Iterative: Add complexity based on POC1 learnings
	178	+- Risk management: Prove concept before major investment
	179	+
	180	+=== Full System Architecture (Future)
	181	+
	182	+**Workflow:**
	183	+{{code}}
	184	+Claims → Scenarios → Evidence → Verdicts
	185	+{{/code}}
	186	+
	187	+**AKEL Components:**
	188	+- Orchestrator
	189	+- Claim Extractor & Classifier
	190	+- Scenario Generator
	191	+- Evidence Summarizer
	192	+- Contradiction Detector
	193	+- Quality Gate Validator
	194	+- Audit Sampling Scheduler
	195	+
	196	+**Publication Modes:**
	197	+- Mode 1: Draft-Only
	198	+- Mode 2: AI-Generated (POC uses this)
	199	+- Mode 3: AKEL-Generated (Human-Reviewed)
	200	+
	201	+=== POC vs. Full System Summary
	202	+
	203	+|=Aspect|=POC1|=Full System
	204	+|Scenarios|None (deferred to POC2)|Core component with versioning
	205	+|Workflow|3 steps (input/process/output)|6 phases with quality gates
	206	+|AKEL|Single API call|Multi-component orchestrated pipeline
	207	+|Data|Stateless (no DB)|PostgreSQL + Redis + S3
	208	+|Publication|Mode 2 only|Modes 1/2/3 with risk-based routing
	209	+|Quality Gates|4 simplified checks|Full validation infrastructure
	210	+
	211	+=== Gap Between POC and Beta
	212	+
	213	+**Significant architectural expansion needed:**
	214	+1. Scenario generation component design and implementation
	215	+2. Evidence Model full structure
	216	+3. Multi-phase workflow with gates
	217	+4. Component-based AKEL architecture
	218	+5. Production data model and storage
	219	+6. Review workflow and audit systems
	220	+
	221	+**POC proves concept. Beta builds product.**
	222	+
	223	+
	224	+**MEDIUM Importance + LOW Urgency:**
	225	+8-14. All other features - valuable but not urgent
	226	+
	227	+**Strategic Decisions Needed:**
	228	+- Community discussion: Allow or stay evidence-focused?
	229	+- Personalization: How much without filter bubbles?
	230	+- Media verification: Partner with existing tools or build?
	231	+
	232	+=== Key Insight: Milestones Change Priorities
	233	+
	234	+**POC:** Only educational resources urgent (basic explainer)
	235	+**Beta:** Accessibility becomes urgent (test with diverse users)
	236	+**Release:** Legal requirements become critical (WCAG, GDPR)
	237	+
	238	+**Importance/urgency are contextual, not absolute.**
	239	+
	240	+---
	241	+
	242	+== 3. Key Strategic Recommendations
	243	+
78	78	=== Immediate Actions
79	79
80	80	**For POC:**
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125	125
126	126	**Don't build anything without answering these questions.**
127	127
	294	+---
	295	+
128	128	== 4. Critical Principles
129	129
130	130	=== Automation First
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156	156	- Accept limitations
157	157	- No overpromising
158	158
	327	+---
	328	+
159	159	== 5. POC Decision Gate
160	160
161	161	=== After POC, Choose:
...	...	@@ -178,6 +178,8 @@
178	178	- Addressable with better prompts
179	179	- Test again after changes
180	180
	351	+---
	352	+
181	181	== 6. Key Risks & Mitigations
182	182
183	183	=== Risk 1: AI Quality Not Good Enough
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200	200	**Mitigation:** Strict scope discipline, say NO to additions
201	201	**Acceptance:** POC is minimal by design
202	202
	375	+---
	376	+
203	203	== 7. Success Metrics
204	204
205	205	=== POC Success
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221	221	- Public discourse improves
222	222	- Trust in evidence increases
223	223
	398	+---
	399	+
224	224	== 8. What Makes FactHarbor Different
225	225
226	226	=== Not Traditional Fact-Checking
...	...	@@ -241,6 +241,8 @@
241	241	- ✅ Making process transparent
242	242	- ✅ Enabling informed decisions
243	243
	420	+---
	421	+
244	244	== 9. Core Philosophy
245	245
246	246	**Three Pillars:**
...	...	@@ -263,6 +263,8 @@
263	263	- Evaluate source quality
264	264	- Avoid cherry-picking
265	265
	444	+---
	445	+
266	266	== 10. Next Actions
267	267
268	268	=== Immediate
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283	283	□ Learn from failures
284	284	□ Stay focused on mission
285	285
	466	+---
	467	+
286	286	== Summary of Summaries
287	287
288	288	**POC Goal:** Prove AI can do this automatically
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297	297	**Strategy:** Test first, build second. Fail fast. Stay focused.
298	298	**Philosophy:** Scenarios, transparency, evidence. No false certainty.
299	299
	482	+---
	483	+
300	300	== Document Status
301	301
302	302	**This document supersedes all previous analysis documents.**
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310	310
311	311	**Previous documents are archived for reference but this is the authoritative summary.**
312	312
	497	+---
	498	+
313	313	**End of Consolidated Summary**
314	314