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Changes for page POC Summary (POC1 & POC2)

Last modified by Robert Schaub on 2025/12/24 09:44
From version 2.1
edited by Robert Schaub
on 2025/12/23 18:49
Change comment: Imported from XAR
To version 1.1
edited by Robert Schaub
on 2025/12/23 18:19
Change comment: Imported from XAR

Summary

Details

Page properties
Content
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1 -= FactHarbor - Complete Analysis Summary
1 +# FactHarbor - Complete Analysis Summary
2 2  **Consolidated Document - No Timelines**
3 3  **Date:** December 19, 2025
4 4  
5 ----
6 6  
7 -== 1. POC Specification - DEFINITIVE
6 +## 1. POC Specification - DEFINITIVE
8 8  
9 -=== POC Goal
8 +### POC Goal
10 10  Prove that AI can extract claims and determine verdicts automatically without human intervention.
11 11  
12 -=== POC Output (4 Components Only)
11 +### POC Output (4 Components Only)
13 13  
14 14  **1. ANALYSIS SUMMARY**
15 15  - 3-5 sentences
... ... @@ -31,7 +31,7 @@
31 31  
32 32  **Total output: ~200-300 words**
33 33  
34 -=== What's NOT in POC
33 +### What's NOT in POC
35 35  
36 36  ❌ Scenarios (multiple interpretations)
37 37  ❌ Evidence display (supporting/opposing lists)
... ... @@ -43,13 +43,13 @@
43 43  ❌ Export, sharing features
44 44  ❌ Any other features
45 45  
46 -=== Critical Requirement
45 +### Critical Requirement
47 47  
48 48  **FULLY AUTOMATED - NO MANUAL EDITING**
49 49  
50 50  This is non-negotiable. POC tests whether AI can do this without human intervention.
51 51  
52 -=== POC Success Criteria
51 +### POC Success Criteria
53 53  
54 54  **Passes if:**
55 55  - ✅ AI extracts 3-5 factual claims automatically
... ... @@ -64,7 +64,7 @@
64 64  - ❌ Requires manual editing for most analyses (> 50%)
65 65  - ❌ Team loses confidence in approach
66 66  
67 -=== POC Architecture
66 +### POC Architecture
68 68  
69 69  **Frontend:** Simple input form + results display
70 70  **Backend:** Single API call to Claude (Sonnet 4.5)
... ... @@ -71,15 +71,14 @@
71 71  **Processing:** One prompt generates complete analysis
72 72  **Database:** None required (stateless)
73 73  
74 -=== POC Philosophy
73 +### POC Philosophy
75 75  
76 76  > "Build less, learn more, decide faster. Test the hardest part first."
77 77  
78 ----
79 79  
80 -== 2. Gap Analysis - Strategic Framework
78 +## 2. Gap Analysis - Strategic Framework
81 81  
82 -=== Framework Definition
80 +### Framework Definition
83 83  
84 84  **Importance = f(risk, impact, strategy)**
85 85  - Risk: What breaks if we don't have this?
... ... @@ -91,7 +91,7 @@
91 91  - Legal: External requirements/deadlines?
92 92  - Promises: Commitments to stakeholders?
93 93  
94 -=== 18 Gaps Identified
92 +### 18 Gaps Identified
95 95  
96 96  **Category 1: Accessibility & Inclusivity**
97 97  1. WCAG 2.1 Compliance
... ... @@ -127,7 +127,7 @@
127 127  17. Media Archiving
128 128  18. Advanced Search
129 129  
130 -=== Importance/Urgency Analysis
128 +### Importance/Urgency Analysis
131 131  
132 132  **VERY HIGH Importance + HIGH Urgency:**
133 133  1. **Accessibility (WCAG)**
... ... @@ -149,11 +149,10 @@
149 149  6. **Mobile Apps** - 90%+ users on mobile, but web-first viable
150 150  7. **ClaimReview Schema** - SEO/discoverability, can add anytime
151 151  
152 ----
153 153  
154 -== 1.7 POC Alignment with Full Specification
151 +## 1.7 POC Alignment with Full Specification
155 155  
156 -=== POC Intentional Simplifications
153 +### POC Intentional Simplifications
157 157  
158 158  **POC1 tests core AI capability, not full architecture:**
159 159  
... ... @@ -177,7 +177,7 @@
177 177  - Iterative: Add complexity based on POC1 learnings
178 178  - Risk management: Prove concept before major investment
179 179  
180 -=== Full System Architecture (Future)
177 +### Full System Architecture (Future)
181 181  
182 182  **Workflow:**
183 183  {{code}}
... ... @@ -198,7 +198,7 @@
198 198  - Mode 2: AI-Generated (POC uses this)
199 199  - Mode 3: AKEL-Generated (Human-Reviewed)
200 200  
201 -=== POC vs. Full System Summary
198 +### POC vs. Full System Summary
202 202  
203 203  |=Aspect|=POC1|=Full System
204 204  |Scenarios|None (deferred to POC2)|Core component with versioning
... ... @@ -208,7 +208,7 @@
208 208  |Publication|Mode 2 only|Modes 1/2/3 with risk-based routing
209 209  |Quality Gates|4 simplified checks|Full validation infrastructure
210 210  
211 -=== Gap Between POC and Beta
208 +### Gap Between POC and Beta
212 212  
213 213  **Significant architectural expansion needed:**
214 214  1. Scenario generation component design and implementation
... ... @@ -229,7 +229,7 @@
229 229  - Personalization: How much without filter bubbles?
230 230  - Media verification: Partner with existing tools or build?
231 231  
232 -=== Key Insight: Milestones Change Priorities
229 +### Key Insight: Milestones Change Priorities
233 233  
234 234  **POC:** Only educational resources urgent (basic explainer)
235 235  **Beta:** Accessibility becomes urgent (test with diverse users)
... ... @@ -237,11 +237,10 @@
237 237  
238 238  **Importance/urgency are contextual, not absolute.**
239 239  
240 ----
241 241  
242 -== 3. Key Strategic Recommendations
238 +## 3. Key Strategic Recommendations
243 243  
244 -=== Immediate Actions
240 +### Immediate Actions
245 245  
246 246  **For POC:**
247 247  1. Focus on core functionality only (claims + verdicts)
... ... @@ -255,7 +255,7 @@
255 255  3. Research media verification options (partner vs build)
256 256  4. Evaluate browser extension approach
257 257  
258 -=== Testing Strategy
254 +### Testing Strategy
259 259  
260 260  **POC Tests:** Can AI do this without humans?
261 261  **Beta Tests:** What do users need? What works? What doesn't?
... ... @@ -263,7 +263,7 @@
263 263  
264 264  **Key Principle:** Test assumptions before building features.
265 265  
266 -=== Build Sequence (Priority Order)
262 +### Build Sequence (Importance Order)
267 267  
268 268  **Must Build:**
269 269  1. Core analysis (claims + verdicts) ← POC
... ... @@ -281,54 +281,52 @@
281 281  9. Export features ← Based on user requests
282 282  10. Everything else ← Based on validation
283 283  
284 -=== Decision Framework
280 +### Decision Framework
285 285  
286 286  **For each feature, ask:**
287 287  1. **Importance:** Risk + Impact + Strategy alignment?
288 288  2. **Urgency:** Fail fast + Legal + Promises?
289 289  3. **Validation:** Do we know users want this?
290 -4. **Priority:** When should we build it?
286 +4. **Importance:** When should we build it?
291 291  
292 292  **Don't build anything without answering these questions.**
293 293  
294 ----
295 295  
296 -== 4. Critical Principles
291 +## 4. Critical Principles
297 297  
298 -=== Automation First
293 +### Automation First
299 299  - AI makes content decisions
300 300  - Humans improve algorithms
301 301  - Scale through code, not people
302 302  
303 -=== Fail Fast
298 +### Fail Fast
304 304  - Test assumptions quickly
305 305  - Don't build unvalidated features
306 306  - Accept that experiments may fail
307 307  - Learn from failures
308 308  
309 -=== Evidence Over Authority
304 +### Evidence Over Authority
310 310  - Transparent reasoning visible
311 311  - No single "true/false" verdicts
312 312  - Multiple scenarios shown
313 313  - Assumptions made explicit
314 314  
315 -=== User Focus
310 +### User Focus
316 316  - Serve users' needs first
317 317  - Build what's actually useful
318 318  - Don't build what's just "cool"
319 319  - Measure and iterate
320 320  
321 -=== Honest Assessment
316 +### Honest Assessment
322 322  - Don't cherry-pick examples
323 323  - Document failures openly
324 324  - Accept limitations
325 325  - No overpromising
326 326  
327 ----
328 328  
329 -== 5. POC Decision Gate
323 +## 5. POC Decision Gate
330 330  
331 -=== After POC, Choose:
325 +### After POC, Choose:
332 332  
333 333  **GO (Proceed to Beta):**
334 334  - AI quality ≥70% without editing
... ... @@ -348,41 +348,39 @@
348 348  - Addressable with better prompts
349 349  - Test again after changes
350 350  
351 ----
352 352  
353 -== 6. Key Risks & Mitigations
346 +## 6. Key Risks & Mitigations
354 354  
355 -=== Risk 1: AI Quality Not Good Enough
348 +### Risk 1: AI Quality Not Good Enough
356 356  **Mitigation:** Extensive prompt testing, use best models
357 357  **Acceptance:** POC might fail - that's what testing reveals
358 358  
359 -=== Risk 2: Users Don't Understand Output
352 +### Risk 2: Users Don't Understand Output
360 360  **Mitigation:** Create clear explainer, test with real users
361 361  **Acceptance:** Iterate on explanation until comprehensible
362 362  
363 -=== Risk 3: Approach Doesn't Scale
356 +### Risk 3: Approach Doesn't Scale
364 364  **Mitigation:** Start simple, add complexity only when proven
365 365  **Acceptance:** POC proves concept, beta proves scale
366 366  
367 -=== Risk 4: Legal/Compliance Issues
360 +### Risk 4: Legal/Compliance Issues
368 368  **Mitigation:** Plan accessibility early, consult legal experts
369 369  **Acceptance:** Can't launch publicly without compliance
370 370  
371 -=== Risk 5: Feature Creep
364 +### Risk 5: Feature Creep
372 372  **Mitigation:** Strict scope discipline, say NO to additions
373 373  **Acceptance:** POC is minimal by design
374 374  
375 ----
376 376  
377 -== 7. Success Metrics
369 +## 7. Success Metrics
378 378  
379 -=== POC Success
371 +### POC Success
380 380  - AI output quality ≥70%
381 381  - Manual editing needed < 30% of time
382 382  - Team confidence: High
383 383  - Decision: GO to beta
384 384  
385 -=== Platform Success (Later)
377 +### Platform Success (Later)
386 386  - User comprehension ≥80%
387 387  - Return user rate ≥30%
388 388  - Flag rate (user corrections) < 10%
... ... @@ -389,37 +389,35 @@
389 389  - Processing time < 30 seconds
390 390  - Error rate < 1%
391 391  
392 -=== Mission Success (Long-term)
384 +### Mission Success (Long-term)
393 393  - Users make better-informed decisions
394 394  - Misinformation spread reduced
395 395  - Public discourse improves
396 396  - Trust in evidence increases
397 397  
398 ----
399 399  
400 -== 8. What Makes FactHarbor Different
391 +## 8. What Makes FactHarbor Different
401 401  
402 -=== Not Traditional Fact-Checking
393 +### Not Traditional Fact-Checking
403 403  - ❌ No simple "true/false" verdicts
404 404  - ✅ Multiple scenarios with context
405 405  - ✅ Transparent reasoning chains
406 406  - ✅ Explicit assumptions shown
407 407  
408 -=== Not AI Chatbot
399 +### Not AI Chatbot
409 409  - ❌ Not conversational
410 410  - ✅ Structured Evidence Models
411 411  - ✅ Reproducible analysis
412 412  - ✅ Verifiable sources
413 413  
414 -=== Not Just Automation
405 +### Not Just Automation
415 415  - ❌ Not replacing human judgment
416 416  - ✅ Augmenting human reasoning
417 417  - ✅ Making process transparent
418 418  - ✅ Enabling informed decisions
419 419  
420 ----
421 421  
422 -== 9. Core Philosophy
412 +## 9. Core Philosophy
423 423  
424 424  **Three Pillars:**
425 425  
... ... @@ -441,31 +441,29 @@
441 441  - Evaluate source quality
442 442  - Avoid cherry-picking
443 443  
444 ----
445 445  
446 -== 10. Next Actions
435 +## 10. Next Actions
447 447  
448 -=== Immediate
437 +### Immediate
449 449  □ Review this consolidated summary
450 450  □ Confirm POC scope agreement
451 451  □ Make strategic decisions on key questions
452 452  □ Begin POC development
453 453  
454 -=== Strategic Planning
443 +### Strategic Planning
455 455  □ Define accessibility approach
456 456  □ Select initial languages for multilingual
457 457  □ Research media verification partners
458 458  □ Evaluate browser extension frameworks
459 459  
460 -=== Continuous
449 +### Continuous
461 461  □ Test assumptions before building
462 462  □ Measure everything
463 463  □ Learn from failures
464 464  □ Stay focused on mission
465 465  
466 ----
467 467  
468 -== Summary of Summaries
456 +## Summary of Summaries
469 469  
470 470  **POC Goal:** Prove AI can do this automatically
471 471  **POC Scope:** 4 simple components, ~200-300 words
... ... @@ -479,9 +479,8 @@
479 479  **Strategy:** Test first, build second. Fail fast. Stay focused.
480 480  **Philosophy:** Scenarios, transparency, evidence. No false certainty.
481 481  
482 ----
483 483  
484 -== Document Status
471 +## Document Status
485 485  
486 486  **This document supersedes all previous analysis documents.**
487 487  
... ... @@ -494,7 +494,6 @@
494 494  
495 495  **Previous documents are archived for reference but this is the authoritative summary.**
496 496  
497 ----
498 498  
499 499  **End of Consolidated Summary**
500 500