Wiki source code of POC Requirements (POC1 & POC2)

Version 2.1 by Robert Schaub on 2025/12/23 17:44

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Robert Schaub 1.1 1 = POC Requirements =
2
3 **Status:** ✅ Approved for Development
Robert Schaub 2.1 4 **Version:** 3.0 (Aligned with Main Requirements)
Robert Schaub 1.1 5 **Goal:** Prove that AI can extract claims and determine verdicts automatically without human intervention
6
Robert Schaub 2.1 7 {{info}}
8 **Core Philosophy:** POC validates the [[Main Requirements>>FactHarbor.Specification.Requirements.WebHome]] through simplified implementation. All POC features map to formal FR/NFR requirements.
9 {{/info}}
Robert Schaub 1.1 10
Robert Schaub 2.1 11
Robert Schaub 1.1 12 == 1. POC Overview ==
13
14 === 1.1 What POC Tests ===
15
16 **Core Question:**
17 > Can AI automatically extract factual claims from articles and evaluate them with reasonable verdicts?
18
19 **What we're proving:**
20 * AI can identify factual claims from text
Robert Schaub 2.1 21 * AI can evaluate those claims with structured evidence
22 * Quality gates can filter unreliable outputs
23 * The core workflow is technically feasible
Robert Schaub 1.1 24
Robert Schaub 2.1 25 **What we're NOT proving:**
26 * Production-ready reliability (that's POC2)
27 * User-facing features (that's Beta 0)
28 * Full IFCN compliance (that's V1.0)
Robert Schaub 1.1 29
Robert Schaub 2.1 30 === 1.2 Requirements Mapping ===
Robert Schaub 1.1 31
Robert Schaub 2.1 32 POC1 implements a **subset** of the full system requirements defined in [[Main Requirements>>FactHarbor.Specification.Requirements.WebHome]].
Robert Schaub 1.1 33
Robert Schaub 2.1 34 **Scope Summary:**
35 * **In Scope:** 8 requirements (7 FRs + 1 NFR)
36 * **Partial:** 3 NFRs (simplified versions)
37 * **Out of Scope:** 19 requirements (deferred to later phases)
Robert Schaub 1.1 38
39
Robert Schaub 2.1 40 == 2. POC1 Scope ==
Robert Schaub 1.1 41
Robert Schaub 2.1 42 {{success}}
43 **Authoritative Source for Phase Mapping:** [[Requirements Roadmap Matrix>>Test.FactHarbor.Roadmap.Requirements-Roadmap-Matrix.WebHome]]
Robert Schaub 1.1 44
Robert Schaub 2.1 45 The Roadmap Matrix is the single source of truth for which requirements are implemented in which phases. This page provides POC1-specific implementation details only.
46 {{/success}}
Robert Schaub 1.1 47
Robert Schaub 2.1 48 **POC1 implements these formal requirements:**
Robert Schaub 1.1 49
Robert Schaub 2.1 50 |= Formal Req |= Implementation in POC1 |= Notes
51 | **FR4** | Analysis Summary | Basic format; quality metadata deferred to POC2
52 | **FR7** | Automated Verdicts | Full implementation with quality gates (NFR11)
53 | **NFR11** | Quality Assurance Framework | 4 quality gates implemented
Robert Schaub 1.1 54
Robert Schaub 2.1 55 **POC1 also implements these workflow components** (detailed as FR1-FR6 in implementation sections below)
Robert Schaub 1.1 56
Robert Schaub 2.1 57 {{info}}
58 **Note:** FR11 (Audit Trail) and FR13 (In-Article Claim Highlighting) are deferred to Beta 0 for production readiness and user experience enhancement.
59 {{/info}}:
60 * Claim extraction (FR1)
61 * Claim context (FR2)
62 * Multiple scenarios (FR3)
63 * Evidence collection (FR5)
64 * Source quality assessment (FR6)
65 * Time evolution tracking (FR8) - deferred to POC2
66 * Audit trail (FR11) - deferred to Beta 0
67 * In-article highlighting (FR13) - deferred to Beta 0
Robert Schaub 1.1 68
Robert Schaub 2.1 69 **Partial implementations:**
70 * NFR1 (Explainability) - Basic only
71 * NFR2 (Performance) - Functional but not optimized
72 * NFR3 (Transparency) - Basic only
Robert Schaub 1.1 73
Robert Schaub 2.1 74 **Detailed POC1 implementation specifications continue below...**
Robert Schaub 1.1 75
76
77
Robert Schaub 2.1 78 == 3. POC Simplifications ==
Robert Schaub 1.1 79
Robert Schaub 2.1 80 === 3.1 FR1: Claim Extraction (Full Implementation) ===
Robert Schaub 1.1 81
Robert Schaub 2.1 82 **Main Requirement:** AI extracts factual claims from input text
Robert Schaub 1.1 83
84 **POC Implementation:**
Robert Schaub 2.1 85 * ✅ AKEL extracts claims using LLM
86 * ✅ Each claim includes original text reference
87 * ✅ Claims are identified as factual/non-factual
88 * ❌ No advanced claim parsing (added in POC2)
Robert Schaub 1.1 89
Robert Schaub 2.1 90 **Acceptance Criteria:**
91 * Extracts 3-5 claims from typical article
92 * Identifies factual vs non-factual claims
93 * Quality Gate 1 validates extraction
Robert Schaub 1.1 94
95
Robert Schaub 2.1 96 === 3.2 FR3: Multiple Scenarios (Full Implementation) ===
Robert Schaub 1.1 97
Robert Schaub 2.1 98 **Main Requirement:** Generate multiple interpretation scenarios for ambiguous claims
Robert Schaub 1.1 99
100 **POC Implementation:**
Robert Schaub 2.1 101 * ✅ AKEL generates 2-3 scenarios per claim
102 * ✅ Scenarios capture different interpretations
103 * ✅ Each scenario is evaluated separately
104 * ✅ Verdict considers all scenarios
Robert Schaub 1.1 105
Robert Schaub 2.1 106 **Acceptance Criteria:**
107 * Generates 2+ scenarios for ambiguous claims
108 * Scenarios are meaningfully different
109 * All scenarios are evaluated
Robert Schaub 1.1 110
111
Robert Schaub 2.1 112 === 3.3 FR4: Analysis Summary (Basic Implementation) ===
Robert Schaub 1.1 113
Robert Schaub 2.1 114 **Main Requirement:** Provide user-friendly summary of analysis
Robert Schaub 1.1 115
116 **POC Implementation:**
Robert Schaub 2.1 117 * ✅ Simple text summary generated
118 * ❌ No rich formatting (added in Beta 0)
119 * ❌ No visual elements (added in Beta 0)
120 * ❌ No interactive features (added in Beta 0)
Robert Schaub 1.1 121
Robert Schaub 2.1 122 **POC Format:**
123 ```
124 Claim: [extracted claim]
125 Scenarios: [list of scenarios]
126 Evidence: [supporting/opposing evidence]
127 Verdict: [probability with uncertainty]
128 ```
Robert Schaub 1.1 129
130
Robert Schaub 2.1 131 === 3.4 FR5-FR6: Evidence Collection & Evaluation (Full Implementation) ===
Robert Schaub 1.1 132
Robert Schaub 2.1 133 **Main Requirements:**
134 * FR5: Collect supporting and opposing evidence
135 * FR6: Evaluate evidence source reliability
Robert Schaub 1.1 136
137 **POC Implementation:**
Robert Schaub 2.1 138 * ✅ AKEL searches for evidence (web/knowledge base)
139 * ✅ **Mandatory contradiction search** (finds opposing evidence)
140 * ✅ Source reliability scoring
141 * ❌ No evidence deduplication (added in POC2)
142 * ❌ No advanced source verification (added in POC2)
Robert Schaub 1.1 143
144 **Acceptance Criteria:**
Robert Schaub 2.1 145 * Finds 2+ supporting evidence items
146 * Finds 1+ opposing evidence (if exists)
147 * Sources scored for reliability
Robert Schaub 1.1 148
149
Robert Schaub 2.1 150 === 3.5 FR7: Automated Verdicts (Full Implementation) ===
Robert Schaub 1.1 151
Robert Schaub 2.1 152 **Main Requirement:** AI computes verdicts with uncertainty quantification
Robert Schaub 1.1 153
Robert Schaub 2.1 154 **POC Implementation:**
155 * ✅ Probabilistic verdicts (0-100% confidence)
156 * ✅ Uncertainty explicitly stated
157 * ✅ Reasoning chain provided
158 * ✅ Quality Gate 4 validates verdict confidence
Robert Schaub 1.1 159
Robert Schaub 2.1 160 **POC Output:**
161 ```
162 Verdict: 70% likely true
163 Uncertainty: ±15% (moderate confidence)
164 Reasoning: Based on 3 high-quality sources...
165 Confidence Level: MEDIUM
166 ```
Robert Schaub 1.1 167
168 **Acceptance Criteria:**
Robert Schaub 2.1 169 * Verdicts include probability (0-100%)
170 * Uncertainty explicitly quantified
171 * Reasoning chain explains verdict
Robert Schaub 1.1 172
173
Robert Schaub 2.1 174 === 3.6 NFR11: Quality Assurance Framework (LITE VERSION) ===
Robert Schaub 1.1 175
Robert Schaub 2.1 176 **Main Requirement:** Complete quality assurance with 7 quality gates
Robert Schaub 1.1 177
Robert Schaub 2.1 178 **POC Implementation:** **2 gates only**
Robert Schaub 1.1 179
Robert Schaub 2.1 180 **Quality Gate 1: Claim Validation**
181 * ✅ Validates claim is factual and verifiable
182 * ✅ Blocks non-factual claims (opinion/prediction/ambiguous)
183 * ✅ Provides clear rejection reason
Robert Schaub 1.1 184
Robert Schaub 2.1 185 **Quality Gate 4: Verdict Confidence Assessment**
186 * ✅ Validates ≥2 sources found
187 * ✅ Validates quality score ≥0.6
188 * ✅ Blocks low-confidence verdicts
189 * ✅ Provides clear rejection reason
Robert Schaub 1.1 190
Robert Schaub 2.1 191 **Out of Scope (POC2+):**
192 * ❌ Gate 2: Evidence Relevance
193 * ❌ Gate 3: Scenario Coherence
194 * ❌ Gate 5: Source Diversity
195 * ❌ Gate 6: Reasoning Validity
196 * ❌ Gate 7: Output Completeness
Robert Schaub 1.1 197
Robert Schaub 2.1 198 **Rationale:** Prove gate concept works. Add remaining gates in POC2 after validating approach.
Robert Schaub 1.1 199
200
Robert Schaub 2.1 201 === 3.7 NFR1-3: Performance, Scalability, Reliability (Basic) ===
Robert Schaub 1.1 202
Robert Schaub 2.1 203 **Main Requirements:**
204 * NFR1: Response time < 30 seconds
205 * NFR2: Handle 1000+ concurrent users
206 * NFR3: 99.9% uptime
Robert Schaub 1.1 207
Robert Schaub 2.1 208 **POC Implementation:**
209 * ⚠️ **Response time monitored** (not optimized)
210 * ⚠️ **Single-threaded processing** (no concurrency)
211 * ⚠️ **Basic error handling** (no advanced retry logic)
Robert Schaub 1.1 212
Robert Schaub 2.1 213 **Rationale:** POC proves functionality. Performance optimization happens in POC2.
Robert Schaub 1.1 214
Robert Schaub 2.1 215 **POC Acceptance:**
216 * Analysis completes (no timeout requirement)
217 * Errors don't crash system
218 * Basic logging in place
Robert Schaub 1.1 219
220
Robert Schaub 2.1 221 == 4. What's NOT in POC Scope ==
Robert Schaub 1.1 222
Robert Schaub 2.1 223 === 4.1 User-Facing Features (Beta 0+) ===
Robert Schaub 1.1 224
Robert Schaub 2.1 225 {{warning}}
226 **Deferred to Beta 0:**
227 {{/warning}}
Robert Schaub 1.1 228
Robert Schaub 2.1 229 **Out of Scope:**
230 * ❌ User accounts and authentication (FR8)
231 * ❌ User corrections system (FR9, FR45-46)
232 * ❌ Public publishing interface (FR10)
233 * ❌ Social sharing (FR11)
234 * ❌ Email notifications (FR12)
235 * ❌ API access (FR13)
Robert Schaub 1.1 236
Robert Schaub 2.1 237 **Rationale:** POC validates AI capabilities. User features added in Beta 0.
Robert Schaub 1.1 238
239
Robert Schaub 2.1 240 === 4.2 Advanced Features (V1.0+) ===
Robert Schaub 1.1 241
Robert Schaub 2.1 242 **Out of Scope:**
243 * ❌ IFCN compliance (FR47)
244 * ❌ ClaimReview schema (FR48)
245 * ❌ Archive.org integration (FR49)
246 * ❌ OSINT toolkit (FR50)
247 * ❌ Video verification (FR51)
248 * ❌ Deepfake detection (FR52)
249 * ❌ Cross-org sharing (FR53)
Robert Schaub 1.1 250
Robert Schaub 2.1 251 **Rationale:** Advanced features require proven platform. Added post-V1.0.
Robert Schaub 1.1 252
253
Robert Schaub 2.1 254 === 4.3 Production Requirements (POC2, Beta 0) ===
Robert Schaub 1.1 255
Robert Schaub 2.1 256 **Out of Scope:**
257 * ❌ Security controls (NFR4, NFR12)
258 * ❌ Code maintainability (NFR5)
259 * ❌ System monitoring (NFR13)
260 * ❌ Evidence deduplication
261 * ❌ Advanced source verification
262 * ❌ Full 7-gate quality framework
Robert Schaub 1.1 263
Robert Schaub 2.1 264 **Rationale:** POC proves concept. Production hardening happens in POC2 and Beta 0.
Robert Schaub 1.1 265
266
Robert Schaub 2.1 267 == 5. POC Output Specification ==
Robert Schaub 1.1 268
Robert Schaub 2.1 269 === 5.1 Required Output Elements ===
Robert Schaub 1.1 270
Robert Schaub 2.1 271 For each analyzed claim, POC must produce:
Robert Schaub 1.1 272
Robert Schaub 2.1 273 **1. Claim**
274 * Original text
275 * Classification (factual/non-factual/ambiguous)
276 * If non-factual: Clear reason why
Robert Schaub 1.1 277
Robert Schaub 2.1 278 **2. Scenarios** (if factual)
279 * 2-3 interpretation scenarios
280 * Each scenario clearly described
Robert Schaub 1.1 281
Robert Schaub 2.1 282 **3. Evidence** (if factual)
283 * Supporting evidence (2+ items)
284 * Opposing evidence (if exists)
285 * Source URLs and reliability scores
Robert Schaub 1.1 286
Robert Schaub 2.1 287 **4. Verdict** (if factual)
288 * Probability (0-100%)
289 * Uncertainty quantification
290 * Confidence level (LOW/MEDIUM/HIGH)
291 * Reasoning chain
Robert Schaub 1.1 292
Robert Schaub 2.1 293 **5. Quality Status**
294 * Which gates passed/failed
295 * If failed: Clear explanation why
Robert Schaub 1.1 296
297
Robert Schaub 2.1 298 === 5.2 Example POC Output ===
Robert Schaub 1.1 299
Robert Schaub 2.1 300 {{code language="json"}}
301 {
302 "claim": {
303 "text": "Switzerland has the highest life expectancy in Europe",
304 "type": "factual",
305 "gate1_status": "PASS"
306 },
307 "scenarios": [
308 "Switzerland's overall life expectancy is highest",
309 "Switzerland ranks highest for specific age groups"
310 ],
311 "evidence": {
312 "supporting": [
313 {
314 "source": "WHO Report 2023",
315 "reliability": 0.95,
316 "excerpt": "Switzerland: 83.4 years average..."
317 }
318 ],
319 "opposing": [
320 {
321 "source": "Eurostat 2024",
322 "reliability": 0.90,
323 "excerpt": "Spain leads at 83.5 years..."
324 }
325 ]
326 },
327 "verdict": {
328 "probability": 0.65,
329 "uncertainty": 0.15,
330 "confidence": "MEDIUM",
331 "reasoning": "WHO and Eurostat show similar but conflicting data...",
332 "gate4_status": "PASS"
333 }
334 }
Robert Schaub 1.1 335 {{/code}}
336
337
Robert Schaub 2.1 338 == 6. Success Criteria ==
Robert Schaub 1.1 339
Robert Schaub 2.1 340 {{success}}
341 **POC Success Definition:** POC validates that AI can extract claims, find balanced evidence, and compute reasonable verdicts with quality gates improving output quality.
342 {{/success}}
Robert Schaub 1.1 343
Robert Schaub 2.1 344 === 6.1 Functional Success ===
Robert Schaub 1.1 345
Robert Schaub 2.1 346 POC is successful if:
Robert Schaub 1.1 347
Robert Schaub 2.1 348 ✅ **FR1-FR7 Requirements Met:**
349 1. Extracts 3-5 factual claims from test articles
350 2. Generates 2-3 scenarios per ambiguous claim
351 3. Finds supporting AND opposing evidence
352 4. Computes probabilistic verdicts with uncertainty
353 5. Provides clear reasoning chains
Robert Schaub 1.1 354
Robert Schaub 2.1 355 ✅ **Quality Gates Work:**
356 1. Gate 1 blocks non-factual claims (100% block rate)
357 2. Gate 4 blocks low-quality verdicts (blocks if <2 sources or quality <0.6)
358 3. Clear rejection reasons provided
Robert Schaub 1.1 359
Robert Schaub 2.1 360 ✅ **NFR11 Met:**
361 1. Quality gates reduce hallucination rate
362 2. Blocked outputs have clear explanations
363 3. Quality metrics are logged
Robert Schaub 1.1 364
365
Robert Schaub 2.1 366 === 6.2 Quality Thresholds ===
Robert Schaub 1.1 367
Robert Schaub 2.1 368 **Minimum Acceptable:**
369 * ≥70% of test claims correctly classified (factual/non-factual)
370 * ≥60% of verdicts are reasonable (human evaluation)
371 * Gate 1 blocks 100% of non-factual claims
372 * Gate 4 blocks verdicts with <2 sources
Robert Schaub 1.1 373
Robert Schaub 2.1 374 **Target:**
375 * ≥80% claims correctly classified
376 * ≥75% verdicts are reasonable
377 * <10% false positives (blocking good claims)
Robert Schaub 1.1 378
379
Robert Schaub 2.1 380 === 6.3 POC Decision Gate ===
Robert Schaub 1.1 381
Robert Schaub 2.1 382 **After POC1, we decide:**
Robert Schaub 1.1 383
Robert Schaub 2.1 384 **✅ PROCEED to POC2** if:
385 * Success criteria met
386 * Quality gates demonstrably improve output
387 * Core workflow is technically sound
388 * Clear path to production quality
Robert Schaub 1.1 389
Robert Schaub 2.1 390 **⚠️ ITERATE POC1** if:
391 * Success criteria partially met
392 * Gates work but need tuning
393 * Core issues identified but fixable
Robert Schaub 1.1 394
Robert Schaub 2.1 395 **❌ PIVOT APPROACH** if:
396 * Success criteria not met
397 * Fundamental AI limitations discovered
398 * Quality gates insufficient
399 * Alternative approach needed
Robert Schaub 1.1 400
401
Robert Schaub 2.1 402 == 7. Test Cases ==
Robert Schaub 1.1 403
Robert Schaub 2.1 404 === 7.1 Happy Path ===
Robert Schaub 1.1 405
Robert Schaub 2.1 406 **Test 1: Simple Factual Claim**
407 * Input: "Paris is the capital of France"
408 * Expected: Factual, 1 scenario, verdict ~95% true
Robert Schaub 1.1 409
Robert Schaub 2.1 410 **Test 2: Ambiguous Claim**
411 * Input: "Switzerland has the highest income in Europe"
412 * Expected: Factual, 2-3 scenarios, verdict with uncertainty
Robert Schaub 1.1 413
Robert Schaub 2.1 414 **Test 3: Statistical Claim**
415 * Input: "10% of people have condition X"
416 * Expected: Factual, evidence with numbers, probabilistic verdict
Robert Schaub 1.1 417
418
Robert Schaub 2.1 419 === 7.2 Edge Cases ===
Robert Schaub 1.1 420
Robert Schaub 2.1 421 **Test 4: Opinion**
422 * Input: "Paris is the best city"
423 * Expected: Non-factual (opinion), blocked by Gate 1
Robert Schaub 1.1 424
Robert Schaub 2.1 425 **Test 5: Prediction**
426 * Input: "Bitcoin will reach $100,000 next year"
427 * Expected: Non-factual (prediction), blocked by Gate 1
Robert Schaub 1.1 428
Robert Schaub 2.1 429 **Test 6: Insufficient Evidence**
430 * Input: Obscure factual claim with no sources
431 * Expected: Blocked by Gate 4 (<2 sources)
Robert Schaub 1.1 432
433
Robert Schaub 2.1 434 === 7.3 Quality Gate Tests ===
Robert Schaub 1.1 435
Robert Schaub 2.1 436 **Test 7: Gate 1 Effectiveness**
437 * Input: Mix of 10 factual + 10 non-factual claims
438 * Expected: Gate 1 blocks all 10 non-factual (100% precision)
Robert Schaub 1.1 439
Robert Schaub 2.1 440 **Test 8: Gate 4 Effectiveness**
441 * Input: Claims with varying evidence availability
442 * Expected: Gate 4 blocks low-confidence verdicts
Robert Schaub 1.1 443
444
Robert Schaub 2.1 445 == 8. Technical Architecture (POC) ==
Robert Schaub 1.1 446
Robert Schaub 2.1 447 === 8.1 Simplified Architecture ===
Robert Schaub 1.1 448
Robert Schaub 2.1 449 **POC Tech Stack:**
450 * **Frontend:** Simple web interface (Next.js + TypeScript)
451 * **Backend:** Single API endpoint
452 * **AI:** Claude API (Sonnet 4.5)
453 * **Database:** Local JSON files (no database)
454 * **Deployment:** Single server
Robert Schaub 1.1 455
Robert Schaub 2.1 456 **Architecture Diagram:** See [[POC1 Specification>>FactHarbor.Specification.POC.Specification]]
Robert Schaub 1.1 457
458
Robert Schaub 2.1 459 === 8.2 AKEL Implementation ===
Robert Schaub 1.1 460
Robert Schaub 2.1 461 **POC AKEL:**
462 * Single-threaded processing
463 * Synchronous API calls
464 * No caching
465 * Basic error handling
466 * Console logging
Robert Schaub 1.1 467
Robert Schaub 2.1 468 **Full AKEL (POC2+):**
469 * Multi-threaded processing
470 * Async API calls
471 * Evidence caching
472 * Advanced error handling with retry
473 * Structured logging + monitoring
Robert Schaub 1.1 474
475
Robert Schaub 2.1 476 == 9. POC Philosophy ==
Robert Schaub 1.1 477
Robert Schaub 2.1 478 {{info}}
479 **Important:** POC validates concept, not production readiness. Focus is on proving AI can do the job, with production quality coming in later phases.
480 {{/info}}
Robert Schaub 1.1 481
Robert Schaub 2.1 482 === 9.1 Core Principles ===
Robert Schaub 1.1 483
Robert Schaub 2.1 484 **1. Prove Concept, Not Production**
485 * POC validates AI can do the job
486 * Production quality comes in POC2 and Beta 0
487 * Focus on "does it work?" not "is it perfect?"
Robert Schaub 1.1 488
Robert Schaub 2.1 489 **2. Implement Subset of Requirements**
490 * POC covers FR1-7, NFR11 (lite)
491 * All other requirements deferred
492 * Clear mapping to [[Main Requirements>>FactHarbor.Specification.Requirements.WebHome]]
Robert Schaub 1.1 493
Robert Schaub 2.1 494 **3. Quality Gates Validate Approach**
495 * 2 gates prove the concept
496 * Remaining 5 gates added in POC2
497 * Gates must demonstrably improve quality
Robert Schaub 1.1 498
Robert Schaub 2.1 499 **4. Iterate Based on Results**
500 * POC results determine next steps
501 * Decision gate after POC1
502 * Flexibility to pivot if needed
Robert Schaub 1.1 503
504
Robert Schaub 2.1 505 === 9.2 Success = Clear Path Forward ===
Robert Schaub 1.1 506
Robert Schaub 2.1 507 POC succeeds if we can confidently answer:
Robert Schaub 1.1 508
Robert Schaub 2.1 509 ✅ **Technical Feasibility:**
510 * Can AI extract claims reliably?
511 * Can AI find balanced evidence?
512 * Can AI compute reasonable verdicts?
Robert Schaub 1.1 513
Robert Schaub 2.1 514 ✅ **Quality Approach:**
515 * Do quality gates improve output?
516 * Can we measure and track quality?
517 * Is the gate approach scalable?
Robert Schaub 1.1 518
Robert Schaub 2.1 519 ✅ **Production Path:**
520 * Is the core architecture sound?
521 * What needs improvement for production?
522 * Is POC2 the right next step?
Robert Schaub 1.1 523
524
Robert Schaub 2.1 525 == 10. Related Pages ==
Robert Schaub 1.1 526
Robert Schaub 2.1 527 * **[[Main Requirements>>FactHarbor.Specification.Requirements.WebHome]]** - Full system requirements (this POC implements a subset)
528 * **[[POC1 Specification (Detailed)>>FactHarbor.Specification.POC.Specification]]** - Detailed POC1 technical specs
529 * **[[POC Summary>>FactHarbor.Specification.POC.Summary]]** - High-level POC overview
530 * **[[Implementation Roadmap>>FactHarbor.Roadmap.WebHome]]** - POC1, POC2, Beta 0, V1.0 phases
531 * **[[User Needs>>FactHarbor.Specification.Requirements.User Needs.WebHome]]** - What users need (drives requirements)
Robert Schaub 1.1 532
533
Robert Schaub 2.1 534 **Document Owner:** Technical Team
535 **Review Frequency:** After each POC iteration
536 **Version History:**
537 * v1.0 - Initial POC requirements
538 * v2.0 - Updated after specification cross-check
539 * v3.0 - Aligned with Main Requirements (FR/NFR IDs added)
Robert Schaub 1.1 540