Changes for page Workflows

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• Page properties (1 modified, 0 added, 0 removed)

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...	...	@@ -8,6 +8,7 @@
8	8	* Participants
9	9	* Steps
10	10	* Automation vs. manual work
	11	+* (Wherever applicable) linear ASCII flow: a → b → c → d
11	11
12	12	Workflows included:
13	13
...	...	@@ -36,39 +36,39 @@
36	36
37	37	=== Steps ===
38	38
39		-1. **Ingestion**
	40	+**1. Ingestion**
40	40	* User submits text, URL, transcript, or multi-claim content
41	41	* AKEL extracts one or multiple claims
42	42
43		-1. **Normalization**
	44	+**2. Normalization**
44	44	* Standardizes wording
45	45	* Reduces ambiguity
46	46	* Flags implicit assumptions
47	47
48		-1. **Classification (AKEL draft → Reviewer confirm)**
	49	+**3. Classification (AKEL draft → Reviewer confirm)**
49	49	* ClaimType
50	50	* Domain
51	51	* Evaluability
52	52	* SafetyCategory
53	53
54		-1. **Duplicate & Similarity Detection**
	55	+**4. Duplicate & Similarity Detection**
55	55	* Embeddings created
56	56	* Similar claims found
57	57	* Reviewer merges, splits, or confirms uniqueness
58	58
59		-1. **Version Creation**
	60	+**5. Version Creation**
60	60	* New ClaimVersion stored
61	61	* Every edit creates a new immutable version
62	62
63		-1. **Cluster Assignment**
	64	+**6. Cluster Assignment**
64	64	* AKEL proposes cluster membership
65	65	* Reviewer confirms
66	66
67		-1. **Scenario Linking (optional)**
	68	+**7. Scenario Linking (optional)**
68	68	* Existing scenarios connected
69	69	* AKEL may propose new drafts
70	70
71		-1. **Publication**
	72	+**8. Publication**
72	72	* Claim becomes active and visible
73	73
74	74	**Flow:**
...	...	@@ -89,10 +89,10 @@
89	89
90	90	=== Steps ===
91	91
92		-1. **Scenario Proposal**
	93	+**1. Scenario Proposal**
93	93	* Drafted by contributor or generated by AKEL
94	94
95		-1. **Completion of Required Fields**
	96	+**2. Completion of Required Fields**
96	96	Must include:
97	97	* Definitions
98	98	* Assumptions
...	...	@@ -101,22 +101,22 @@
101	101	* SafetyClass
102	102	* VersionMetadata
103	103
104		-1. **Safety Interception (AKEL)**
	105	+**3. Safety Interception (AKEL)**
105	105	Flags:
106	106	* non-falsifiable structures
107	107	* pseudoscientific assumptions
108	108	* unsafe contexts
109	109
110		-1. **Redundancy & Conflict Check**
	111	+**4. Redundancy & Conflict Check**
111	111	* Similar scenarios merged
112	112	* Contradictions flagged
113	113
114		-1. **Reviewer Validation**
	115	+**5. Reviewer Validation**
115	115	Ensures clarity, neutrality, and methodological validity.
116	116
117		-1. **Expert Approval (mandatory for high-risk domains)**
	118	+**6. Expert Approval (mandatory for high-risk domains)**
118	118
119		-1. **Version Storage**
	120	+**7. Version Storage**
120	120	* Each revision = new ScenarioVersion
121	121
122	122	**Flow:**
...	...	@@ -137,10 +137,10 @@
137	137
138	138	=== Steps ===
139	139
140		-1. **Evidence Submission**
	141	+**1. Evidence Submission**
141	141	* File, dataset, URL, or extracted text
142	142
143		-1. **Metadata Extraction (AKEL)**
	144	+**2. Metadata Extraction (AKEL)**
144	144	* EvidenceType
145	145	* Category
146	146	* Provenance
...	...	@@ -148,21 +148,21 @@
148	148	* ExtractionMethod
149	149	* ReliabilityHints
150	150
151		-1. **Relevance Check**
	152	+**3. Relevance Check**
152	152	Reviewer verifies which scenarios the evidence applies to.
153	153
154		-1. **Reliability Assessment**
	155	+**4. Reliability Assessment**
155	155	* AKEL proposes reliability
156	156	* Reviewer confirms
157	157	* Expert review for complex papers
158	158
159		-1. **ScenarioEvidenceLink Creation**
	160	+**5. ScenarioEvidenceLink Creation**
160	160	Each link stores:
161	161	* relevance score
162	162	* justification
163	163	* evidence version
164	164
165		-1. **Versioning**
	166	+**6. Versioning**
166	166	* Any update = new EvidenceVersion
167	167
168	168	**Flow:**
...	...	@@ -182,10 +182,10 @@
182	182
183	183	=== Steps ===
184	184
185		-1. **Evidence Aggregation**
	186	+**1. Evidence Aggregation**
186	186	Collect relevant evidence versions.
187	187
188		-1. **Draft Verdict Generation (AKEL)**
	189	+**2. Draft Verdict Generation (AKEL)**
189	189	Outputs:
190	190	* likelihood range
191	191	* uncertainty factors
...	...	@@ -192,13 +192,13 @@
192	192	* conflict detection
193	193	* sensitivity analysis
194	194
195		-1. **Reasoning Draft**
	196	+**3. Reasoning Draft**
196	196	Structured explanation chain generated by AKEL.
197	197
198		-1. **Reviewer Validation**
	199	+**4. Reviewer Validation**
199	199	Ensures logic, evidence fit, no hallucinations.
200	200
201		-1. **Expert Review**
	202	+**5. Expert Review**
202	202	Required for:
203	203	* medicine
204	204	* psychology
...	...	@@ -206,7 +206,7 @@
206	206	* political misinformation
207	207	* controversial or risky domains
208	208
209		-1. **Verdict Storage**
	210	+**6. Verdict Storage**
210	210	* Every update creates a new VerdictVersion
211	211
212	212	**Flow:**
...	...	@@ -229,24 +229,24 @@
229	229
230	230	=== Steps ===
231	231
232		-1. **Trigger Detection**
	233	+**1. Trigger Detection**
233	233	Re-evaluation engine receives event.
234	234
235		-1. **Impact Analysis**
	236	+**2. Impact Analysis**
236	236	Find affected:
237	237	* scenarios
238	238	* evidence links
239	239	* verdicts
240	240
241		-1. **AKEL Draft Re-calculation**
	242	+**3. AKEL Draft Re-calculation**
242	242	New:
243	243	* likelihood
244	244	* reasoning
245	245	* uncertainty
246	246
247		-1. **Reviewer Validation**
248		-1. **Expert Review** (high-risk)
249		-1. **Version Storage**
	248	+**4. Reviewer Validation**
	249	+**5. Expert Review** (high-risk)
	250	+**6. Version Storage**
250	250
251	251	**Flow:**
252	252	Trigger → Analyze → Recompute → Review → Expert → Version
...	...	@@ -278,18 +278,18 @@
278	278
279	279	=== Steps ===
280	280
281		-1. **Submission**
	282	+**1. Submission**
282	282	Claim / scenario / evidence / verdict.
283	283
284		-1. **Auto-check (AKEL)**
	285	+**2. Auto-check (AKEL)**
285	285	Flags unsafe content, contradictions, format issues.
286	286
287		-1. **Reviewer Validation**
	288	+**3. Reviewer Validation**
288	288
289		-1. **Expert Validation**
	290	+**4. Expert Validation**
290	290	Required for sensitive domains.
291	291
292		-1. **Moderator Oversight**
	293	+**5. Moderator Oversight**
293	293	Triggered by suspicious behavior.
294	294
295	295	**Flow:**