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Changes for page Workflows

Last modified by Robert Schaub on 2026/02/08 08:25
From version 1.1
edited by Robert Schaub
on 2025/12/22 13:26
Change comment: Imported from XAR
To version 1.4
edited by Robert Schaub
on 2026/01/20 20:24
Change comment: Renamed back-links.

Summary

Details

Page properties
Parent
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1 -Test.FactHarbor.Specification.WebHome
1 +Test.FactHarbor pre10 V0\.9\.70.Specification.WebHome
Content
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15 15  * **Sampling Audits:** Pattern analysis for system improvement
16 16  * **Transparent Confidence:** All outputs labeled with confidence scores
17 17  
18 -
19 19  == 2. Claim Submission Workflow ==
20 20  
21 21  === 2.1 Claim Extraction ===
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23 23  When users submit content (text, articles, web pages), FactHarbor first extracts individual verifiable claims:
24 24  
25 25  **Input Types:**
25 +
26 26  * Single claim: "The Earth is flat"
27 27  * Text with multiple claims: "Climate change is accelerating. Sea levels rose 3mm in 2023. Arctic ice decreased 13% annually."
28 28  * URLs: Web pages analyzed for factual claims
29 29  
30 30  **Extraction Process:**
31 +
31 31  * LLM analyzes submitted content
32 32  * Identifies distinct, verifiable factual claims
33 33  * Separates claims from opinions, questions, or commentary
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34 34  * Each claim becomes independent for processing
35 35  
36 36  **Output:**
38 +
37 37  * List of claims with context
38 38  * Each claim assigned unique ID
39 39  * Original context preserved for reference
40 40  
41 41  This extraction ensures:
44 +
42 42  * Each claim receives focused analysis
43 43  * Multiple claims in one submission are all processed
44 44  * Claims are properly isolated for independent verification
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79 79  **Automation Rate:** 90%+ published automatically
80 80  
81 81  
82 -=== 3.1 Quality Gates Decision ==
85 +=== 3.1 Quality Gates Decision ===
83 83  
84 84  **Gate Validation:**
88 +
85 85  1. Gate 1: Source Quality ✓
86 86  2. Gate 2: Contradiction Search ✓
87 87  3. Gate 3: Uncertainty Quantification ✓
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233 233  ```
234 234  
235 235  **What auditors DO:**
240 +
236 236  * ✅ Analyze patterns across multiple outputs
237 237  * ✅ Identify systematic issues
238 238  * ✅ Recommend algorithm/prompt improvements
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239 239  * ✅ Track accuracy trends
240 240  
241 241  **What auditors DON'T DO:**
247 +
242 242  * ❌ Approve individual outputs before publication
243 243  * ❌ Manually fix individual outputs
244 244  * ❌ Act as gatekeepers
245 245  * ❌ Override quality gates
246 246  
247 -
248 248  === 6.3 Improvement Loop ===
249 249  
250 250  ```
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262 262  ```
263 263  
264 264  **Examples of Improvements:**
270 +
265 265  * Refine evidence search queries
266 266  * Adjust source reliability weights
267 267  * Enhance contradiction detection
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268 268  * Improve claim extraction prompts
269 269  * Recalibrate risk tier thresholds
270 270  
271 -
272 272  == 7. Flagging Workflow ==
273 273  
274 274  **Two types of flags:**
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313 313  === 8.1 Content Moderation (Abuse/Spam) ===
314 314  
315 315  **Moderator Queue Contains:**
321 +
316 316  * Flagged abusive content
317 317  * Spam detection alerts
318 318  * Harassment reports
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320 320  * Terms of service violations
321 321  
322 322  **Moderator Actions:**
329 +
323 323  * Hide abusive content
324 324  * Ban repeat offenders
325 325  * Handle appeals
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326 326  * Escalate to governing team
327 327  
328 328  **Moderators DO NOT:**
336 +
329 329  * ❌ Approve content for publication
330 330  * ❌ Review content quality before publication
331 331  * ❌ Act as editorial gatekeepers
332 332  * ❌ Manually fix AI outputs
333 333  
334 -
335 335  === 8.2 Appeal Process ===
336 336  
337 337  ```
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401 401  
402 402  == 11. Related Pages ==
403 403  
404 -* [[AKEL>>FactHarbor.Specification.AI Knowledge Extraction Layer (AKEL).WebHome]] - AI processing system
411 +* [[AKEL>>Archive.FactHarbor.Specification.AI Knowledge Extraction Layer (AKEL).WebHome]] - AI processing system
405 405  * [[Architecture>>FactHarbor.Specification.Architecture.WebHome]] - System architecture
406 406  * [[Requirements>>FactHarbor.Specification.Requirements.WebHome]] - Requirements and roles
407 407  * [[Decision Processes>>FactHarbor.Organisation.Decision-Processes.WebHome]] - Governance
408 408  
409 -
410 410  **V0.9.70 CHANGES:**
411 411  
412 412  **REMOVED:**
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423 423  - ✅ User contributions apply immediately (Wikipedia model)
424 424  - ✅ Correction workflow for significant verdict changes
425 425  - ✅ Time evolution and re-evaluation workflow
426 -