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Changes for page Workflows

Last modified by Robert Schaub on 2026/02/08 08:25
From version 1.9
edited by Robert Schaub
on 2026/02/08 08:25
Change comment: Renamed back-links.
To version 1.3
edited by Robert Schaub
on 2025/12/22 13:50
Change comment: Update document after refactoring.

Summary

Details

Page properties
Content
... ... @@ -15,6 +15,7 @@
15 15  * **Sampling Audits:** Pattern analysis for system improvement
16 16  * **Transparent Confidence:** All outputs labeled with confidence scores
17 17  
18 +
18 18  == 2. Claim Submission Workflow ==
19 19  
20 20  === 2.1 Claim Extraction ===
... ... @@ -22,13 +22,11 @@
22 22  When users submit content (text, articles, web pages), FactHarbor first extracts individual verifiable claims:
23 23  
24 24  **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 -
32 32  * LLM analyzes submitted content
33 33  * Identifies distinct, verifiable factual claims
34 34  * Separates claims from opinions, questions, or commentary
... ... @@ -35,13 +35,11 @@
35 35  * Each claim becomes independent for processing
36 36  
37 37  **Output:**
38 -
39 39  * List of claims with context
40 40  * Each claim assigned unique ID
41 41  * Original context preserved for reference
42 42  
43 43  This extraction ensures:
44 -
45 45  * Each claim receives focused analysis
46 46  * Multiple claims in one submission are all processed
47 47  * Claims are properly isolated for independent verification
... ... @@ -82,10 +82,9 @@
82 82  **Automation Rate:** 90%+ published automatically
83 83  
84 84  
85 -=== 3.1 Quality Gates Decision ===
82 +=== 3.1 Quality Gates Decision ==
86 86  
87 87  **Gate Validation:**
88 -
89 89  1. Gate 1: Source Quality ✓
90 90  2. Gate 2: Contradiction Search ✓
91 91  3. Gate 3: Uncertainty Quantification ✓
... ... @@ -237,7 +237,6 @@
237 237  ```
238 238  
239 239  **What auditors DO:**
240 -
241 241  * ✅ Analyze patterns across multiple outputs
242 242  * ✅ Identify systematic issues
243 243  * ✅ Recommend algorithm/prompt improvements
... ... @@ -244,12 +244,12 @@
244 244  * ✅ Track accuracy trends
245 245  
246 246  **What auditors DON'T DO:**
247 -
248 248  * ❌ Approve individual outputs before publication
249 249  * ❌ Manually fix individual outputs
250 250  * ❌ Act as gatekeepers
251 251  * ❌ Override quality gates
252 252  
247 +
253 253  === 6.3 Improvement Loop ===
254 254  
255 255  ```
... ... @@ -267,7 +267,6 @@
267 267  ```
268 268  
269 269  **Examples of Improvements:**
270 -
271 271  * Refine evidence search queries
272 272  * Adjust source reliability weights
273 273  * Enhance contradiction detection
... ... @@ -274,6 +274,7 @@
274 274  * Improve claim extraction prompts
275 275  * Recalibrate risk tier thresholds
276 276  
271 +
277 277  == 7. Flagging Workflow ==
278 278  
279 279  **Two types of flags:**
... ... @@ -318,7 +318,6 @@
318 318  === 8.1 Content Moderation (Abuse/Spam) ===
319 319  
320 320  **Moderator Queue Contains:**
321 -
322 322  * Flagged abusive content
323 323  * Spam detection alerts
324 324  * Harassment reports
... ... @@ -326,7 +326,6 @@
326 326  * Terms of service violations
327 327  
328 328  **Moderator Actions:**
329 -
330 330  * Hide abusive content
331 331  * Ban repeat offenders
332 332  * Handle appeals
... ... @@ -333,12 +333,12 @@
333 333  * Escalate to governing team
334 334  
335 335  **Moderators DO NOT:**
336 -
337 337  * ❌ Approve content for publication
338 338  * ❌ Review content quality before publication
339 339  * ❌ Act as editorial gatekeepers
340 340  * ❌ Manually fix AI outputs
341 341  
334 +
342 342  === 8.2 Appeal Process ===
343 343  
344 344  ```
... ... @@ -408,11 +408,12 @@
408 408  
409 409  == 11. Related Pages ==
410 410  
411 -* [[AKEL>>Archive.FactHarbor 2026\.01\.20.Specification.AI Knowledge Extraction Layer (AKEL).WebHome]] - AI processing system
412 -* [[Architecture>>Archive.FactHarbor 2026\.01\.20.Specification.Architecture.WebHome]] - System architecture
413 -* [[Requirements>>Archive.FactHarbor 2026\.01\.20.Specification.Requirements.WebHome]] - Requirements and roles
404 +* [[AKEL>>FactHarbor.Specification.AI Knowledge Extraction Layer (AKEL).WebHome]] - AI processing system
405 +* [[Architecture>>FactHarbor.Specification.Architecture.WebHome]] - System architecture
406 +* [[Requirements>>FactHarbor.Specification.Requirements.WebHome]] - Requirements and roles
414 414  * [[Decision Processes>>FactHarbor.Organisation.Decision-Processes.WebHome]] - Governance
415 415  
409 +
416 416  **V0.9.70 CHANGES:**
417 417  
418 418  **REMOVED:**
... ... @@ -429,3 +429,4 @@
429 429  - ✅ User contributions apply immediately (Wikipedia model)
430 430  - ✅ Correction workflow for significant verdict changes
431 431  - ✅ Time evolution and re-evaluation workflow
426 +