Changes for page POC Summary (POC1 & POC2)

Last modified by Robert Schaub on 2025/12/24 09:44

From 2.1 to 3.1

From version 1.1

edited by Robert Schaub
on 2025/12/23 18:19

Change comment: Imported from XAR

To version 2.1

edited by Robert Schaub
on 2025/12/23 18:49

Change comment: Imported from XAR

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@@ -1,14 +1,15 @@
--# FactHarbor - Complete Analysis Summary
++= FactHarbor - Complete Analysis Summary
  **Consolidated Document - No Timelines**
  **Date:** December 19, 2025
++---
--## 1. POC Specification - DEFINITIVE
++== 1. POC Specification - DEFINITIVE
--### POC Goal
++=== POC Goal
  Prove that AI can extract claims and determine verdicts automatically without human intervention.
--### POC Output (4 Components Only)
++=== POC Output (4 Components Only)
  **1. ANALYSIS SUMMARY**
  - 3-5 sentences
@@ -30,7 +30,7 @@
  **Total output: ~200-300 words**
--### What's NOT in POC
++=== What's NOT in POC
  ❌ Scenarios (multiple interpretations)
  ❌ Evidence display (supporting/opposing lists)
@@ -42,13 +42,13 @@
  ❌ Export, sharing features
  ❌ Any other features
--### Critical Requirement
++=== Critical Requirement
  **FULLY AUTOMATED - NO MANUAL EDITING**
  This is non-negotiable. POC tests whether AI can do this without human intervention.
--### POC Success Criteria
++=== POC Success Criteria
  **Passes if:**
  - ✅ AI extracts 3-5 factual claims automatically
@@ -63,7 +63,7 @@
  - ❌ Requires manual editing for most analyses (> 50%)
  - ❌ Team loses confidence in approach
--### POC Architecture
++=== POC Architecture
  **Frontend:** Simple input form + results display
  **Backend:** Single API call to Claude (Sonnet 4.5)
@@ -70,14 +70,15 @@
  **Processing:** One prompt generates complete analysis
  **Database:** None required (stateless)
--### POC Philosophy
++=== POC Philosophy
  > "Build less, learn more, decide faster. Test the hardest part first."
++---
--## 2. Gap Analysis - Strategic Framework
++== 2. Gap Analysis - Strategic Framework
--### Framework Definition
++=== Framework Definition
  **Importance = f(risk, impact, strategy)**
  - Risk: What breaks if we don't have this?
@@ -89,7 +89,7 @@
  - Legal: External requirements/deadlines?
  - Promises: Commitments to stakeholders?
--### 18 Gaps Identified
++=== 18 Gaps Identified
  **Category 1: Accessibility & Inclusivity**
 . WCAG 2.1 Compliance
@@ -125,7 +125,7 @@
 . Media Archiving
 . Advanced Search
--### Importance/Urgency Analysis
++=== Importance/Urgency Analysis
  **VERY HIGH Importance + HIGH Urgency:**
 . **Accessibility (WCAG)**
@@ -147,10 +147,11 @@
 . **Mobile Apps** - 90%+ users on mobile, but web-first viable
 . **ClaimReview Schema** - SEO/discoverability, can add anytime
++---
--## 1.7 POC Alignment with Full Specification
++== 1.7 POC Alignment with Full Specification
--### POC Intentional Simplifications
++=== POC Intentional Simplifications
  **POC1 tests core AI capability, not full architecture:**
@@ -174,7 +174,7 @@
  - Iterative: Add complexity based on POC1 learnings
  - Risk management: Prove concept before major investment
--### Full System Architecture (Future)
++=== Full System Architecture (Future)
  **Workflow:**
  {{code}}
@@ -195,7 +195,7 @@
  - Mode 2: AI-Generated (POC uses this)
  - Mode 3: AKEL-Generated (Human-Reviewed)
--### POC vs. Full System Summary
++=== POC vs. Full System Summary
  |=Aspect|=POC1|=Full System
  |Scenarios|None (deferred to POC2)|Core component with versioning
@@ -205,7 +205,7 @@
  |Publication|Mode 2 only|Modes 1/2/3 with risk-based routing
  |Quality Gates|4 simplified checks|Full validation infrastructure
--### Gap Between POC and Beta
++=== Gap Between POC and Beta
  **Significant architectural expansion needed:**
 . Scenario generation component design and implementation
@@ -226,7 +226,7 @@
  - Personalization: How much without filter bubbles?
  - Media verification: Partner with existing tools or build?
--### Key Insight: Milestones Change Priorities
++=== Key Insight: Milestones Change Priorities
  **POC:** Only educational resources urgent (basic explainer)
  **Beta:** Accessibility becomes urgent (test with diverse users)
@@ -234,10 +234,11 @@
  **Importance/urgency are contextual, not absolute.**
++---
--## 3. Key Strategic Recommendations
++== 3. Key Strategic Recommendations
--### Immediate Actions
++=== Immediate Actions
  **For POC:**
 . Focus on core functionality only (claims + verdicts)
@@ -251,7 +251,7 @@
 . Research media verification options (partner vs build)
 . Evaluate browser extension approach
--### Testing Strategy
++=== Testing Strategy
  **POC Tests:** Can AI do this without humans?
  **Beta Tests:** What do users need? What works? What doesn't?
@@ -259,7 +259,7 @@
  **Key Principle:** Test assumptions before building features.
--### Build Sequence (Importance Order)
++=== Build Sequence (Priority Order)
  **Must Build:**
 . Core analysis (claims + verdicts) ← POC
@@ -277,52 +277,54 @@
 . Export features ← Based on user requests
 . Everything else ← Based on validation
--### Decision Framework
++=== Decision Framework
  **For each feature, ask:**
 . **Importance:** Risk + Impact + Strategy alignment?
 . **Urgency:** Fail fast + Legal + Promises?
 . **Validation:** Do we know users want this?
--4. **Importance:** When should we build it?
++4. **Priority:** When should we build it?
  **Don't build anything without answering these questions.**
++---
--## 4. Critical Principles
++== 4. Critical Principles
--### Automation First
++=== Automation First
  - AI makes content decisions
  - Humans improve algorithms
  - Scale through code, not people
--### Fail Fast
++=== Fail Fast
  - Test assumptions quickly
  - Don't build unvalidated features
  - Accept that experiments may fail
  - Learn from failures
--### Evidence Over Authority
++=== Evidence Over Authority
  - Transparent reasoning visible
  - No single "true/false" verdicts
  - Multiple scenarios shown
  - Assumptions made explicit
--### User Focus
++=== User Focus
  - Serve users' needs first
  - Build what's actually useful
  - Don't build what's just "cool"
  - Measure and iterate
--### Honest Assessment
++=== Honest Assessment
  - Don't cherry-pick examples
  - Document failures openly
  - Accept limitations
  - No overpromising
++---
--## 5. POC Decision Gate
++== 5. POC Decision Gate
--### After POC, Choose:
++=== After POC, Choose:
  **GO (Proceed to Beta):**
  - AI quality ≥70% without editing
@@ -342,39 +342,41 @@
  - Addressable with better prompts
  - Test again after changes
++---
--## 6. Key Risks & Mitigations
++== 6. Key Risks & Mitigations
--### Risk 1: AI Quality Not Good Enough
++=== Risk 1: AI Quality Not Good Enough
  **Mitigation:** Extensive prompt testing, use best models
  **Acceptance:** POC might fail - that's what testing reveals
--### Risk 2: Users Don't Understand Output
++=== Risk 2: Users Don't Understand Output
  **Mitigation:** Create clear explainer, test with real users
  **Acceptance:** Iterate on explanation until comprehensible
--### Risk 3: Approach Doesn't Scale
++=== Risk 3: Approach Doesn't Scale
  **Mitigation:** Start simple, add complexity only when proven
  **Acceptance:** POC proves concept, beta proves scale
--### Risk 4: Legal/Compliance Issues
++=== Risk 4: Legal/Compliance Issues
  **Mitigation:** Plan accessibility early, consult legal experts
  **Acceptance:** Can't launch publicly without compliance
--### Risk 5: Feature Creep
++=== Risk 5: Feature Creep
  **Mitigation:** Strict scope discipline, say NO to additions
  **Acceptance:** POC is minimal by design
++---
--## 7. Success Metrics
++== 7. Success Metrics
--### POC Success
++=== POC Success
  - AI output quality ≥70%
  - Manual editing needed < 30% of time
  - Team confidence: High
  - Decision: GO to beta
--### Platform Success (Later)
++=== Platform Success (Later)
  - User comprehension ≥80%
  - Return user rate ≥30%
  - Flag rate (user corrections) < 10%
@@ -381,35 +381,37 @@
  - Processing time < 30 seconds
  - Error rate < 1%
--### Mission Success (Long-term)
++=== Mission Success (Long-term)
  - Users make better-informed decisions
  - Misinformation spread reduced
  - Public discourse improves
  - Trust in evidence increases
++---
--## 8. What Makes FactHarbor Different
++== 8. What Makes FactHarbor Different
--### Not Traditional Fact-Checking
++=== Not Traditional Fact-Checking
  - ❌ No simple "true/false" verdicts
  - ✅ Multiple scenarios with context
  - ✅ Transparent reasoning chains
  - ✅ Explicit assumptions shown
--### Not AI Chatbot
++=== Not AI Chatbot
  - ❌ Not conversational
  - ✅ Structured Evidence Models
  - ✅ Reproducible analysis
  - ✅ Verifiable sources
--### Not Just Automation
++=== Not Just Automation
  - ❌ Not replacing human judgment
  - ✅ Augmenting human reasoning
  - ✅ Making process transparent
  - ✅ Enabling informed decisions
++---
--## 9. Core Philosophy
++== 9. Core Philosophy
  **Three Pillars:**
@@ -431,29 +431,31 @@
  - Evaluate source quality
  - Avoid cherry-picking
++---
--## 10. Next Actions
++== 10. Next Actions
--### Immediate
++=== Immediate
  □ Review this consolidated summary
  □ Confirm POC scope agreement
  □ Make strategic decisions on key questions
  □ Begin POC development
--### Strategic Planning
++=== Strategic Planning
  □ Define accessibility approach
  □ Select initial languages for multilingual
  □ Research media verification partners
  □ Evaluate browser extension frameworks
--### Continuous
++=== Continuous
  □ Test assumptions before building
  □ Measure everything
  □ Learn from failures
  □ Stay focused on mission
++---
--## Summary of Summaries
++== Summary of Summaries
  **POC Goal:** Prove AI can do this automatically
  **POC Scope:** 4 simple components, ~200-300 words
@@ -467,8 +467,9 @@
  **Strategy:** Test first, build second. Fail fast. Stay focused.
  **Philosophy:** Scenarios, transparency, evidence. No false certainty.
++---
--## Document Status
++== Document Status
  **This document supersedes all previous analysis documents.**
@@ -481,6 +481,7 @@
  **Previous documents are archived for reference but this is the authoritative summary.**
++---
  **End of Consolidated Summary**

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