diff --git a/api/agent-escalation.json b/api/agent-escalation.json
index 002bd2583..5e003d01b 100644
--- a/api/agent-escalation.json
+++ b/api/agent-escalation.json
@@ -1,6 +1,6 @@
 {
   "agent": "V41_Risk_Escalation",
-  "ts": "2026-04-21T01:15:02+02:00",
+  "ts": "2026-04-21T01:30:02+02:00",
   "dg_alerts_active": 0,
   "wevia_life_stats_preview": "error code: 502",
   "escalation_rules": {
diff --git a/api/agent-leads-sync.json b/api/agent-leads-sync.json
index f6d8f3166..1223c4396 100644
--- a/api/agent-leads-sync.json
+++ b/api/agent-leads-sync.json
@@ -1,6 +1,6 @@
 {
   "agent": "V45_Leads_Sync",
-  "ts": "2026-04-21T01:20:02+02:00",
+  "ts": "2026-04-21T01:30:03+02:00",
   "paperclip_total": 48,
   "active_customer": 4,
   "warm_prospect": 5,
diff --git a/api/agent-risk-monitor.json b/api/agent-risk-monitor.json
index 0388cc701..785d01020 100644
--- a/api/agent-risk-monitor.json
+++ b/api/agent-risk-monitor.json
@@ -1,11 +1,11 @@
 {
   "agent": "V54_Risk_Monitor_Live",
-  "ts": "2026-04-21T01:00:03+02:00",
+  "ts": "2026-04-21T01:30:02+02:00",
   "critical_risks": {
     "RW01_pipeline_vide": {
       "pipeline_keur": 0,
-      "mql_auto": 20,
-      "residual_risk_pct": 80,
+      "mql_auto": 0,
+      "residual_risk_pct": 100,
       "trend": "mitigation_V42_V45_active"
     },
     "RW02_dependance_ethica": {
@@ -22,7 +22,7 @@
     },
     "RW12_burnout": {
       "agents_cron_active": 15,
-      "load_5min": "2.85",
+      "load_5min": "1.43",
       "automation_coverage_pct": 70,
       "residual_risk_pct": 60,
       "trend": "V52_goldratt_options_active"
diff --git a/api/architecture-scan.json b/api/architecture-scan.json
index e69de29bb..cddbc5615 100644
--- a/api/architecture-scan.json
+++ b/api/architecture-scan.json
@@ -0,0 +1,1956 @@
+{
+    "generated": "2026-04-20 23:30:01",
+    "version": "1.0",
+    "servers": [
+        {
+            "id": "S204",
+            "ip": "204.168.152.13",
+            "private": "10.1.0.2",
+            "role": "PRIMARY",
+            "ssh": 49222,
+            "disk_pct": 79,
+            "disk_avail": "32G",
+            "uptime": "up 6 days, 13 hours, 38 minutes",
+            "nginx": "active",
+            "php_fpm": "active",
+            "php_version": "8.5.5"
+        },
+        {
+            "id": "S95",
+            "ip": "95.216.167.89",
+            "private": "10.1.0.3",
+            "role": "WEVADS Arsenal",
+            "ssh": 22,
+            "disk_pct": 82,
+            "disk_avail": "27G",
+            "sentinel": 1
+        },
+        {
+            "id": "S151",
+            "ip": "151.80.235.110",
+            "private": null,
+            "role": "DR\/Tracking OVH",
+            "ssh": 22
+        }
+    ],
+    "docker": [
+        {
+            "name": "loki",
+            "status": "Up 4 days",
+            "ports": ""
+        },
+        {
+            "name": "listmonk",
+            "status": "Up 4 days",
+            "ports": ""
+        },
+        {
+            "name": "plausible-plausible-1",
+            "status": "Up 3 days",
+            "ports": ""
+        },
+        {
+            "name": "plausible-plausible-db-1",
+            "status": "Up 3 days",
+            "ports": ""
+        },
+        {
+            "name": "plausible-plausible-events-db-1",
+            "status": "Up 3 days",
+            "ports": ""
+        },
+        {
+            "name": "n8n-docker-n8n-1",
+            "status": "Up 4 days",
+            "ports": ""
+        },
+        {
+            "name": "mattermost-docker-mm-db-1",
+            "status": "Up 4 days",
+            "ports": ""
+        },
+        {
+            "name": "mattermost-docker-mattermost-1",
+            "status": "Up 4 days (healthy)",
+            "ports": ""
+        },
+        {
+            "name": "twenty",
+            "status": "Up 4 days",
+            "ports": ""
+        },
+        {
+            "name": "twenty-redis",
+            "status": "Up 4 days",
+            "ports": ""
+        },
+        {
+            "name": "langfuse",
+            "status": "Up 4 days",
+            "ports": ""
+        },
+        {
+            "name": "redis-weval",
+            "status": "Up 6 days",
+            "ports": ""
+        },
+        {
+            "name": "gitea",
+            "status": "Up 6 days",
+            "ports": ""
+        },
+        {
+            "name": "node-exporter",
+            "status": "Up 6 days",
+            "ports": ""
+        },
+        {
+            "name": "prometheus",
+            "status": "Up 6 days",
+            "ports": ""
+        },
+        {
+            "name": "searxng",
+            "status": "Up 6 days",
+            "ports": ""
+        },
+        {
+            "name": "uptime-kuma",
+            "status": "Up 23 hours (healthy)",
+            "ports": ""
+        },
+        {
+            "name": "vaultwarden",
+            "status": "Up 6 days (healthy)",
+            "ports": ""
+        },
+        {
+            "name": "qdrant",
+            "status": "Up 6 days",
+            "ports": ""
+        }
+    ],
+    "domains": [
+        {
+            "file": "analytics.weval-consulting.com",
+            "server_names": [
+                "analytics.weval-consulting.com"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        },
+        {
+            "file": "arsenal.weval-consulting.com",
+            "server_names": [
+                "arsenal.weval-consulting.com"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        },
+        {
+            "file": "code-weval",
+            "server_names": [
+                "code.weval-consulting.com"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        },
+        {
+            "file": "crm.weval-consulting.com",
+            "server_names": [
+                "crm.weval-consulting.com"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        },
+        {
+            "file": "ethica",
+            "server_names": [
+                "ethica.wevup.app",
+                "consent.wevup.app"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        },
+        {
+            "file": "git.weval-consulting.com",
+            "server_names": [
+                "git.weval-consulting.com"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        },
+        {
+            "file": "langfuse.weval-consulting.com",
+            "server_names": [
+                "langfuse.weval-consulting.com"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        },
+        {
+            "file": "mirofish.weval-consulting.com",
+            "server_names": [
+                "mirofish.weval-consulting.com"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        },
+        {
+            "file": "mm.weval-consulting.com",
+            "server_names": [
+                "mm.weval-consulting.com"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        },
+        {
+            "file": "monitor.weval-consulting.com",
+            "server_names": [
+                "monitor.weval-consulting.com"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        },
+        {
+            "file": "n8n.weval-consulting.com",
+            "server_names": [
+                "n8n.weval-consulting.com"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        },
+        {
+            "file": "paperclip.weval-consulting.com",
+            "server_names": [
+                "paperclip.weval-consulting.com"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        },
+        {
+            "file": "wevads.weval-consulting.com",
+            "server_names": [
+                "wevads.weval-consulting.com"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        },
+        {
+            "file": "weval-consulting",
+            "server_names": [
+                "weval-consulting.com",
+                "www.weval-consulting.com"
+            ],
+            "ssl": true,
+            "php-session": false,
+            "php-session_paths": false,
+            "auth_complete": false
+        }
+    ],
+    "screens": {
+        "s204_html": 292,
+        "s204_products": 104,
+        "s204_api_php": 765,
+        "s204_wevia_php": 20,
+        "s95_arsenal_html": 1377,
+        "s95_arsenal_api": 377
+    },
+    "auth": {
+        "system": "PHP Session Auth",
+        "authentik": "REMOVED",
+        "pass": 24,
+        "fail": 0
+    },
+    "databases": {
+        "s204": [
+            "postgres",
+            "adx_system",
+            "wevia_db",
+            "twenty_db",
+            "mattermost_db",
+            "deerflow",
+            "nocodb",
+            "paperclip",
+            "langfuse"
+        ],
+        "key_tables": {
+            "kb_learnings": 5516,
+            "kb_documents": 0,
+            "ethica_medecins": 50004,
+            "enterprise_agents": 0
+        }
+    },
+    "ollama": [
+        {
+            "name": "weval-brain-v4:latest",
+            "family": "qwen3",
+            "params": "4.0B",
+            "quant": "Q4_K_M",
+            "size_gb": 2.5
+        },
+        {
+            "name": "llama3.2:latest",
+            "family": "llama",
+            "params": "3.2B",
+            "quant": "Q4_K_M",
+            "size_gb": 2
+        },
+        {
+            "name": "nomic-embed-text:latest",
+            "family": "nomic-bert",
+            "params": "137M",
+            "quant": "F16",
+            "size_gb": 0.3
+        },
+        {
+            "name": "weval-brain-v3:latest",
+            "family": "qwen3",
+            "params": "4.0B",
+            "quant": "Q4_K_M",
+            "size_gb": 2.5
+        },
+        {
+            "name": "nomic-embed-text:v1.5",
+            "family": "nomic-bert",
+            "params": "137M",
+            "quant": "F16",
+            "size_gb": 0.3
+        },
+        {
+            "name": "qwen3:4b",
+            "family": "qwen3",
+            "params": "4.0B",
+            "quant": "Q4_K_M",
+            "size_gb": 2.5
+        },
+        {
+            "name": "all-minilm:latest",
+            "family": "bert",
+            "params": "23M",
+            "quant": "F16",
+            "size_gb": 0
+        }
+    ],
+    "qdrant": [
+        {
+            "name": "weval_skills",
+            "vectors": 19089
+        },
+        {
+            "name": "wevia_graph",
+            "vectors": 3
+        },
+        {
+            "name": "weval_intents_memory",
+            "vectors": 50
+        },
+        {
+            "name": "obsidian_vault",
+            "vectors": 46
+        },
+        {
+            "name": "kb_bpmn_flows",
+            "vectors": 7
+        },
+        {
+            "name": "kb_ethica_pharma",
+            "vectors": 16
+        },
+        {
+            "name": "kb_consulting_strategy",
+            "vectors": 6
+        },
+        {
+            "name": "wevia_learnings",
+            "vectors": 1736
+        },
+        {
+            "name": "wevia_brain_knowledge",
+            "vectors": 294
+        },
+        {
+            "name": "kb_vsm_best_practices",
+            "vectors": 7
+        },
+        {
+            "name": "kb_bpmn_patterns",
+            "vectors": 7
+        },
+        {
+            "name": "kb_dmaic_playbooks",
+            "vectors": 7
+        },
+        {
+            "name": "kb_wevads_deliv",
+            "vectors": 6
+        },
+        {
+            "name": "wevia_memory_768",
+            "vectors": 82
+        },
+        {
+            "name": "wevia_kb_768",
+            "vectors": 255
+        },
+        {
+            "name": "weval_agents_registry",
+            "vectors": 50
+        },
+        {
+            "name": "wevia_kb",
+            "vectors": 386
+        },
+        {
+            "name": "wevia_memory",
+            "vectors": 48
+        },
+        {
+            "name": "kb_lean6sigma",
+            "vectors": 10
+        }
+    ],
+    "ai_providers": [
+        {
+            "name": "Cerebras",
+            "model": "Qwen-235B",
+            "tier": "T1",
+            "status": "active"
+        },
+        {
+            "name": "Groq",
+            "model": "Llama-4-Scout",
+            "tier": "T1",
+            "status": "active"
+        },
+        {
+            "name": "SambaNova",
+            "model": "Llama-3.3-70B",
+            "tier": "T1",
+            "status": "active"
+        },
+        {
+            "name": "NVIDIA NIM",
+            "model": "Llama-3.1-70B",
+            "tier": "T1",
+            "status": "active"
+        },
+        {
+            "name": "Together",
+            "model": "Qwen-2.5-72B",
+            "tier": "T1",
+            "status": "active"
+        },
+        {
+            "name": "Mistral",
+            "model": "Mistral-Small",
+            "tier": "T2",
+            "status": "active"
+        },
+        {
+            "name": "Cohere",
+            "model": "Command-R+",
+            "tier": "T2",
+            "status": "active"
+        },
+        {
+            "name": "Gemini",
+            "model": "Gemini-2.0-Flash",
+            "tier": "T2",
+            "status": "active"
+        },
+        {
+            "name": "DeepSeek",
+            "model": "DeepSeek-Chat",
+            "tier": "T2",
+            "status": "active"
+        },
+        {
+            "name": "OpenRouter",
+            "model": "Multi",
+            "tier": "T2",
+            "status": "active"
+        },
+        {
+            "name": "Alibaba",
+            "model": "Qwen-Max",
+            "tier": "T2",
+            "status": "active"
+        },
+        {
+            "name": "HuggingFace",
+            "model": "Inference",
+            "tier": "T3",
+            "status": "active"
+        },
+        {
+            "name": "Replicate",
+            "model": "Multi",
+            "tier": "T3",
+            "status": "active"
+        },
+        {
+            "name": "ZhiPu",
+            "model": "GLM-4",
+            "tier": "T3",
+            "status": "active"
+        },
+        {
+            "name": "Ollama Local",
+            "model": "weval-brain-v3",
+            "tier": "T0",
+            "status": "active"
+        }
+    ],
+    "crons": {
+        "s204_root": 0,
+        "s204_www": 35,
+        "s204_total": 35,
+        "key_crons": [
+            {
+                "name": "L99 Master",
+                "freq": "*\/30",
+                "target": "l99-master.py"
+            },
+            {
+                "name": "Autonomous Engine",
+                "freq": "*\/5",
+                "target": "wevia-master-autonomous"
+            },
+            {
+                "name": "L99 Pipeline",
+                "freq": "*\/15",
+                "target": "l99-pipeline.py"
+            },
+            {
+                "name": "L99 Alive",
+                "freq": "*\/10",
+                "target": "l99-alive.py"
+            },
+            {
+                "name": "Infra Guardian",
+                "freq": "*\/5",
+                "target": "infra-guardian.sh"
+            },
+            {
+                "name": "Blade Watchdog",
+                "freq": "*\/5",
+                "target": "blade-watchdog.php"
+            },
+            {
+                "name": "RAG Ingest",
+                "freq": "*\/30",
+                "target": "wevia-rag-ingest.sh"
+            },
+            {
+                "name": "Blade Orchestrator",
+                "freq": "*\/30",
+                "target": "blade-orchestrator.sh"
+            },
+            {
+                "name": "WEVIA Dream",
+                "freq": "*\/30",
+                "target": "wevia-dream-cron.php"
+            },
+            {
+                "name": "Port Protection",
+                "freq": "*\/5",
+                "target": "port-protection"
+            },
+            {
+                "name": "Watchdog",
+                "freq": "*\/3",
+                "target": "weval-watchdog.php"
+            },
+            {
+                "name": "Ethica Enrich",
+                "freq": "daily 01h",
+                "target": "ethica-enrich-v4.py"
+            },
+            {
+                "name": "Daily Brief",
+                "freq": "daily 07h",
+                "target": "weval-daily-brief.py"
+            }
+        ]
+    },
+    "wiki": {
+        "total_entries": 5516,
+        "categories": [
+            {
+                "category": "AUTO-FIX",
+                "cnt": "2972"
+            },
+            {
+                "category": "TOPOLOGY",
+                "cnt": "1188"
+            },
+            {
+                "category": "DISCOVERY",
+                "cnt": "610"
+            },
+            {
+                "category": "SYSTEMATIC",
+                "cnt": "204"
+            },
+            {
+                "category": "L99-FULLSCAN",
+                "cnt": "80"
+            },
+            {
+                "category": "INFRA",
+                "cnt": "74"
+            },
+            {
+                "category": "CONTROL-TOWER",
+                "cnt": "42"
+            },
+            {
+                "category": "ALERT",
+                "cnt": "34"
+            },
+            {
+                "category": "AGENT",
+                "cnt": "20"
+            },
+            {
+                "category": "L99-SCAN",
+                "cnt": "12"
+            },
+            {
+                "category": "FIX",
+                "cnt": "10"
+            },
+            {
+                "category": "FLEET",
+                "cnt": "8"
+            },
+            {
+                "category": "MASTER-INTENT",
+                "cnt": "6"
+            },
+            {
+                "category": "SESSION-5AVR",
+                "cnt": "5"
+            },
+            {
+                "category": "Maroc",
+                "cnt": "5"
+            },
+            {
+                "category": "Analyse",
+                "cnt": "5"
+            },
+            {
+                "category": "AUTH",
+                "cnt": "5"
+            },
+            {
+                "category": "claude_2026",
+                "cnt": "4"
+            },
+            {
+                "category": "SERVICES",
+                "cnt": "4"
+            },
+            {
+                "category": "WEVAL Consulting",
+                "cnt": "4"
+            },
+            {
+                "category": "Intelligence Artificielle",
+                "cnt": "3"
+            },
+            {
+                "category": "PARADIGM",
+                "cnt": "3"
+            },
+            {
+                "category": "INTEGRATION",
+                "cnt": "3"
+            },
+            {
+                "category": "FIX-CRITIQUE",
+                "cnt": "3"
+            },
+            {
+                "category": "Voici",
+                "cnt": "2"
+            },
+            {
+                "category": "Vous",
+                "cnt": "2"
+            },
+            {
+                "category": "Pouvez",
+                "cnt": "2"
+            },
+            {
+                "category": "Image",
+                "cnt": "2"
+            },
+            {
+                "category": "Contexte",
+                "cnt": "2"
+            },
+            {
+                "category": "L99-EXHAUSTIVE",
+                "cnt": "2"
+            },
+            {
+                "category": "L99-GAP",
+                "cnt": "2"
+            },
+            {
+                "category": "WEVAL Consulting Casablanca",
+                "cnt": "2"
+            },
+            {
+                "category": "Test",
+                "cnt": "2"
+            },
+            {
+                "category": "Salut",
+                "cnt": "2"
+            },
+            {
+                "category": "L99-E2E",
+                "cnt": "2"
+            },
+            {
+                "category": "Document",
+                "cnt": "2"
+            },
+            {
+                "category": "PROVIDERS",
+                "cnt": "2"
+            },
+            {
+                "category": "Bien",
+                "cnt": "2"
+            },
+            {
+                "category": "WEVIA",
+                "cnt": "2"
+            },
+            {
+                "category": "Diagramme",
+                "cnt": "2"
+            },
+            {
+                "category": "Comparaison",
+                "cnt": "2"
+            },
+            {
+                "category": "L99-MEGA",
+                "cnt": "2"
+            },
+            {
+                "category": "QUALITY",
+                "cnt": "2"
+            },
+            {
+                "category": "Cependant",
+                "cnt": "2"
+            },
+            {
+                "category": "MONITORING",
+                "cnt": "2"
+            },
+            {
+                "category": "L99",
+                "cnt": "2"
+            },
+            {
+                "category": "Introduction",
+                "cnt": "2"
+            },
+            {
+                "category": "Pour",
+                "cnt": "2"
+            },
+            {
+                "category": "Casablanca",
+                "cnt": "2"
+            },
+            {
+                "category": "Pourriez",
+                "cnt": "2"
+            },
+            {
+                "category": "Vistex BTP Signavio",
+                "cnt": "1"
+            },
+            {
+                "category": "Conduite",
+                "cnt": "1"
+            },
+            {
+                "category": "DMAIC",
+                "cnt": "1"
+            },
+            {
+                "category": "Industrie",
+                "cnt": "1"
+            },
+            {
+                "category": "Proposition",
+                "cnt": "1"
+            },
+            {
+                "category": "Accueil\nBienvenue",
+                "cnt": "1"
+            },
+            {
+                "category": "Logo",
+                "cnt": "1"
+            },
+            {
+                "category": "SAP ECC",
+                "cnt": "1"
+            },
+            {
+                "category": "Votre",
+                "cnt": "1"
+            },
+            {
+                "category": "Probl",
+                "cnt": "1"
+            },
+            {
+                "category": "ANTI-REGRESSION",
+                "cnt": "1"
+            },
+            {
+                "category": "Explique",
+                "cnt": "1"
+            },
+            {
+                "category": "Zero Trust",
+                "cnt": "1"
+            },
+            {
+                "category": "Augmented Generation",
+                "cnt": "1"
+            },
+            {
+                "category": "RLHF",
+                "cnt": "1"
+            },
+            {
+                "category": "Service",
+                "cnt": "1"
+            },
+            {
+                "category": "Transformer",
+                "cnt": "1"
+            },
+            {
+                "category": "Bonjour Bonjour",
+                "cnt": "1"
+            },
+            {
+                "category": "Transformation",
+                "cnt": "1"
+            },
+            {
+                "category": "Audit",
+                "cnt": "1"
+            },
+            {
+                "category": "WEVAL",
+                "cnt": "1"
+            },
+            {
+                "category": "Strat",
+                "cnt": "1"
+            },
+            {
+                "category": "Maghreb",
+                "cnt": "1"
+            },
+            {
+                "category": "ERP SAP",
+                "cnt": "1"
+            },
+            {
+                "category": "Quelle",
+                "cnt": "1"
+            },
+            {
+                "category": "Oracle",
+                "cnt": "1"
+            },
+            {
+                "category": "Data",
+                "cnt": "1"
+            },
+            {
+                "category": "Donn",
+                "cnt": "1"
+            },
+            {
+                "category": "Quel",
+                "cnt": "1"
+            },
+            {
+                "category": "Syst",
+                "cnt": "1"
+            },
+            {
+                "category": "Ahmed",
+                "cnt": "1"
+            },
+            {
+                "category": "UiPath",
+                "cnt": "1"
+            },
+            {
+                "category": "Niveau PhD",
+                "cnt": "1"
+            },
+            {
+                "category": "CLEANUP",
+                "cnt": "1"
+            },
+            {
+                "category": "Notre",
+                "cnt": "1"
+            },
+            {
+                "category": "TOUTES",
+                "cnt": "1"
+            },
+            {
+                "category": "Maroc DDMRP OTIF",
+                "cnt": "1"
+            },
+            {
+                "category": "Crit",
+                "cnt": "1"
+            },
+            {
+                "category": "SAP Vistex Revenue Management",
+                "cnt": "1"
+            },
+            {
+                "category": "Fine",
+                "cnt": "1"
+            },
+            {
+                "category": "Compare AWS Azure GCP",
+                "cnt": "1"
+            },
+            {
+                "category": "Healthcare",
+                "cnt": "1"
+            },
+            {
+                "category": "BLADE",
+                "cnt": "1"
+            },
+            {
+                "category": "Plan",
+                "cnt": "1"
+            },
+            {
+                "category": "Conseil",
+                "cnt": "1"
+            },
+            {
+                "category": "Nous",
+                "cnt": "1"
+            },
+            {
+                "category": "Zero Trust SOC SIEM",
+                "cnt": "1"
+            },
+            {
+                "category": "Amazon Web Services",
+                "cnt": "1"
+            },
+            {
+                "category": "Retiens",
+                "cnt": "1"
+            },
+            {
+                "category": "Diff",
+                "cnt": "1"
+            },
+            {
+                "category": "QDRANT",
+                "cnt": "1"
+            },
+            {
+                "category": "MITRE ATT",
+                "cnt": "1"
+            },
+            {
+                "category": "FMCG",
+                "cnt": "1"
+            },
+            {
+                "category": "Supply",
+                "cnt": "1"
+            },
+            {
+                "category": "Exercice",
+                "cnt": "1"
+            },
+            {
+                "category": "Redige",
+                "cnt": "1"
+            },
+            {
+                "category": "Supply Chain",
+                "cnt": "1"
+            },
+            {
+                "category": "Quels",
+                "cnt": "1"
+            },
+            {
+                "category": "Propose",
+                "cnt": "1"
+            },
+            {
+                "category": "Plateforme",
+                "cnt": "1"
+            },
+            {
+                "category": "Cyber",
+                "cnt": "1"
+            },
+            {
+                "category": "Tableau",
+                "cnt": "1"
+            },
+            {
+                "category": "Migration SAP",
+                "cnt": "1"
+            },
+            {
+                "category": "AUTH-AGENT",
+                "cnt": "1"
+            },
+            {
+                "category": "Fais",
+                "cnt": "1"
+            },
+            {
+                "category": "Iran",
+                "cnt": "1"
+            },
+            {
+                "category": "OLLAMA",
+                "cnt": "1"
+            },
+            {
+                "category": "Reessayez",
+                "cnt": "1"
+            },
+            {
+                "category": "MORNE WEVAL",
+                "cnt": "1"
+            },
+            {
+                "category": "Analyse SWOT",
+                "cnt": "1"
+            },
+            {
+                "category": "SAP Vistex",
+                "cnt": "1"
+            },
+            {
+                "category": "IoT WMS",
+                "cnt": "1"
+            },
+            {
+                "category": "Industry",
+                "cnt": "1"
+            },
+            {
+                "category": "What",
+                "cnt": "1"
+            },
+            {
+                "category": "Strategie",
+                "cnt": "1"
+            },
+            {
+                "category": "Rappelle",
+                "cnt": "1"
+            },
+            {
+                "category": "DMAIC Six Sigma",
+                "cnt": "1"
+            },
+            {
+                "category": "Avantages",
+                "cnt": "1"
+            },
+            {
+                "category": "Explique RLHF",
+                "cnt": "1"
+            },
+            {
+                "category": "Huawei Cloud",
+                "cnt": "1"
+            },
+            {
+                "category": "PMO SAFe",
+                "cnt": "1"
+            },
+            {
+                "category": "Migration SAP ECC",
+                "cnt": "1"
+            },
+            {
+                "category": "team_work",
+                "cnt": "1"
+            },
+            {
+                "category": "Bonjour Pr",
+                "cnt": "1"
+            },
+            {
+                "category": "Maroc DDMRP OTIF WMS TMS",
+                "cnt": "1"
+            },
+            {
+                "category": "Architecture",
+                "cnt": "1"
+            },
+            {
+                "category": "Framework NIST",
+                "cnt": "1"
+            },
+            {
+                "category": "Automatiser",
+                "cnt": "1"
+            },
+            {
+                "category": "Compare RLHF DPO Constitutional AI",
+                "cnt": "1"
+            },
+            {
+                "category": "Genere",
+                "cnt": "1"
+            },
+            {
+                "category": "Elle",
+                "cnt": "1"
+            },
+            {
+                "category": "Constitutional AI",
+                "cnt": "1"
+            },
+            {
+                "category": "Brownfield",
+                "cnt": "1"
+            },
+            {
+                "category": "Confirmation",
+                "cnt": "1"
+            },
+            {
+                "category": "Architecture IA",
+                "cnt": "1"
+            },
+            {
+                "category": "KPIs",
+                "cnt": "1"
+            },
+            {
+                "category": "Quelles",
+                "cnt": "1"
+            },
+            {
+                "category": "SWOT",
+                "cnt": "1"
+            },
+            {
+                "category": "Comparons",
+                "cnt": "1"
+            },
+            {
+                "category": "Services",
+                "cnt": "1"
+            },
+            {
+                "category": "Maroc TMA",
+                "cnt": "1"
+            },
+            {
+                "category": "Contraintes",
+                "cnt": "1"
+            },
+            {
+                "category": "Intelligence",
+                "cnt": "1"
+            },
+            {
+                "category": "Donne",
+                "cnt": "1"
+            },
+            {
+                "category": "Vistex",
+                "cnt": "1"
+            },
+            {
+                "category": "Maroc CMI",
+                "cnt": "1"
+            },
+            {
+                "category": "Audite",
+                "cnt": "1"
+            },
+            {
+                "category": "Aide",
+                "cnt": "1"
+            },
+            {
+                "category": "DKIM DMARC",
+                "cnt": "1"
+            },
+            {
+                "category": "Zero Trust SOC",
+                "cnt": "1"
+            },
+            {
+                "category": "Bonjour Yacine",
+                "cnt": "1"
+            },
+            {
+                "category": "Workshop",
+                "cnt": "1"
+            },
+            {
+                "category": "Compare RLHF DPO GRPO Constitutional AI",
+                "cnt": "1"
+            },
+            {
+                "category": "Comparatif ERP PME",
+                "cnt": "1"
+            },
+            {
+                "category": "Programme",
+                "cnt": "1"
+            },
+            {
+                "category": "SAP MM",
+                "cnt": "1"
+            },
+            {
+                "category": "Phases",
+                "cnt": "1"
+            },
+            {
+                "category": "Autres",
+                "cnt": "1"
+            },
+            {
+                "category": "FHIR",
+                "cnt": "1"
+            },
+            {
+                "category": "SESSION-7AVR",
+                "cnt": "1"
+            },
+            {
+                "category": "FHIR IA",
+                "cnt": "1"
+            },
+            {
+                "category": "MLOps",
+                "cnt": "1"
+            },
+            {
+                "category": "MIROFISH",
+                "cnt": "1"
+            },
+            {
+                "category": "Ecris",
+                "cnt": "1"
+            },
+            {
+                "category": "Suite",
+                "cnt": "1"
+            },
+            {
+                "category": "Nearshore",
+                "cnt": "1"
+            },
+            {
+                "category": "Bienvenue",
+                "cnt": "1"
+            },
+            {
+                "category": "Retrieval",
+                "cnt": "1"
+            },
+            {
+                "category": "KYC BAM",
+                "cnt": "1"
+            },
+            {
+                "category": "Afrique",
+                "cnt": "1"
+            },
+            {
+                "category": "Dans",
+                "cnt": "1"
+            },
+            {
+                "category": "Azure",
+                "cnt": "1"
+            },
+            {
+                "category": "Budget",
+                "cnt": "1"
+            },
+            {
+                "category": "INSTRUCTION SYSTEME",
+                "cnt": "1"
+            },
+            {
+                "category": "CNDP",
+                "cnt": "1"
+            },
+            {
+                "category": "Compare",
+                "cnt": "1"
+            },
+            {
+                "category": "HubSpot",
+                "cnt": "1"
+            },
+            {
+                "category": "Control",
+                "cnt": "1"
+            },
+            {
+                "category": "SESSION-6AVR",
+                "cnt": "1"
+            },
+            {
+                "category": "Bonjour Salut",
+                "cnt": "1"
+            },
+            {
+                "category": "Maroc KPIs OTIF",
+                "cnt": "1"
+            },
+            {
+                "category": "Vistex SAP",
+                "cnt": "1"
+            },
+            {
+                "category": "Traduis",
+                "cnt": "1"
+            },
+            {
+                "category": "Maroc IoT WMS",
+                "cnt": "1"
+            },
+            {
+                "category": "SaaS",
+                "cnt": "1"
+            },
+            {
+                "category": "CODE BLOCK",
+                "cnt": "1"
+            },
+            {
+                "category": "Cahier",
+                "cnt": "1"
+            },
+            {
+                "category": "Maroc FHIR",
+                "cnt": "1"
+            },
+            {
+                "category": "DESIGN",
+                "cnt": "1"
+            },
+            {
+                "category": "Compare RLHF",
+                "cnt": "1"
+            },
+            {
+                "category": "Dynamics",
+                "cnt": "1"
+            },
+            {
+                "category": "Python",
+                "cnt": "1"
+            },
+            {
+                "category": "FORMAT OBLIGATOIRE",
+                "cnt": "1"
+            },
+            {
+                "category": "SAP ERP",
+                "cnt": "1"
+            },
+            {
+                "category": "INFRA-SESSION",
+                "cnt": "1"
+            },
+            {
+                "category": "Cette",
+                "cnt": "1"
+            },
+            {
+                "category": "OWASP Top",
+                "cnt": "1"
+            },
+            {
+                "category": "Logo Weval",
+                "cnt": "1"
+            },
+            {
+                "category": "ADKAR",
+                "cnt": "1"
+            },
+            {
+                "category": "GENERAL",
+                "cnt": "1"
+            }
+        ],
+        "qdrant_vectors": 386
+    },
+    "applications": [
+        {
+            "name": "WEVIA Chatbot",
+            "type": "AI",
+            "url": "\/wevia",
+            "port": null,
+            "server": "S204",
+            "auth": "public"
+        },
+        {
+            "name": "WEVIA Admin",
+            "type": "Admin",
+            "url": "\/wevia-admin",
+            "port": null,
+            "server": "S204",
+            "auth": "php-session"
+        },
+        {
+            "name": "WEVIA Life",
+            "type": "Email AI",
+            "url": "\/products\/wevialife-app.html",
+            "port": null,
+            "server": "S204",
+            "auth": "php-session"
+        },
+        {
+            "name": "Workspace",
+            "type": "Hub",
+            "url": "\/products\/workspace.html",
+            "port": null,
+            "server": "S204",
+            "auth": "php-session"
+        },
+        {
+            "name": "Arsenal\/WEVADS",
+            "type": "Email Marketing",
+            "url": "wevads.weval-consulting.com",
+            "port": 5890,
+            "server": "S95",
+            "auth": "php-session"
+        },
+        {
+            "name": "ADX\/iResponse",
+            "type": "Email Platform",
+            "url": "wevads.weval-consulting.com",
+            "port": 5821,
+            "server": "S95",
+            "auth": "iResponse"
+        },
+        {
+            "name": "Ethica HCP",
+            "type": "Healthcare B2B",
+            "url": "consent.wevup.app",
+            "port": null,
+            "server": "S204",
+            "auth": "ethica-auth"
+        },
+        {
+            "name": "CRM (Twenty)",
+            "type": "CRM",
+            "url": "crm.weval-consulting.com",
+            "port": 3000,
+            "server": "S204",
+            "auth": "php-session"
+        },
+        {
+            "name": "Mattermost",
+            "type": "Chat",
+            "url": "mm.weval-consulting.com",
+            "port": 8065,
+            "server": "S204",
+            "auth": "php-session"
+        },
+        {
+            "name": "n8n",
+            "type": "Automation",
+            "url": "n8n.weval-consulting.com",
+            "port": 5678,
+            "server": "S204",
+            "auth": "php-session"
+        },
+        {
+            "name": "Uptime Kuma",
+            "type": "Monitoring",
+            "url": "monitor.weval-consulting.com",
+            "port": 3001,
+            "server": "S204",
+            "auth": "php-session"
+        },
+        {
+            "name": "Plausible",
+            "type": "Analytics",
+            "url": "analytics.weval-consulting.com",
+            "port": 8000,
+            "server": "S204",
+            "auth": "php-session"
+        },
+        {
+            "name": "DeerFlow",
+            "type": "AI Research",
+            "url": "deerflow.weval-consulting.com",
+            "port": 2024,
+            "server": "S204",
+            "auth": "php-session"
+        },
+        {
+            "name": "SearXNG",
+            "type": "Search",
+            "url": null,
+            "port": 8888,
+            "server": "S204",
+            "auth": "internal"
+        },
+        {
+            "name": "Qdrant",
+            "type": "Vector DB",
+            "url": null,
+            "port": 6333,
+            "server": "S204",
+            "auth": "internal"
+        },
+        {
+            "name": "Ollama",
+            "type": "LLM Runtime",
+            "url": null,
+            "port": 11434,
+            "server": "S204",
+            "auth": "internal"
+        },
+        {
+            "name": "Flowise",
+            "type": "AI Flow",
+            "url": null,
+            "port": 3088,
+            "server": "S204",
+            "auth": "internal"
+        },
+        {
+            "name": "MiroFish",
+            "type": "AI Agent",
+            "url": "mirofish.weval-consulting.com",
+            "port": 3050,
+            "server": "S204",
+            "auth": "php-session"
+        },
+        {
+            "name": "Open WebUI",
+            "type": "LLM UI",
+            "url": null,
+            "port": 3002,
+            "server": "S204",
+            "auth": "internal"
+        },
+        {
+            "name": "Vaultwarden",
+            "type": "Passwords",
+            "url": null,
+            "port": 8222,
+            "server": "S204",
+            "auth": "internal"
+        },
+        {
+            "name": "Prometheus",
+            "type": "Metrics",
+            "url": null,
+            "port": 9000,
+            "server": "S204",
+            "auth": "internal"
+        },
+        {
+            "name": "PMTA",
+            "type": "MTA",
+            "url": null,
+            "port": 25,
+            "server": "S95",
+            "auth": "internal"
+        },
+        {
+            "name": "KumoMTA",
+            "type": "MTA",
+            "url": null,
+            "port": 8010,
+            "server": "S95",
+            "auth": "internal"
+        },
+        {
+            "name": "Sentinel",
+            "type": "Orchestrator",
+            "url": null,
+            "port": 5890,
+            "server": "S95",
+            "auth": "internal"
+        }
+    ],
+    "cloud": [
+        {
+            "provider": "Hetzner",
+            "role": "S204+S95",
+            "type": "Bare Metal",
+            "region": "Germany"
+        },
+        {
+            "provider": "OVH",
+            "role": "S151 DR\/Tracking",
+            "type": "VPS",
+            "region": "France"
+        },
+        {
+            "provider": "Cloudflare",
+            "role": "CDN+DNS+WAF",
+            "type": "SaaS",
+            "region": "Global"
+        },
+        {
+            "provider": "Huawei Cloud",
+            "role": "Partner Certifié",
+            "type": "IaaS",
+            "region": "MENA"
+        },
+        {
+            "provider": "Scaleway",
+            "role": "GPU Inference",
+            "type": "IaaS",
+            "region": "France"
+        }
+    ],
+    "partnerships": [
+        "SAP Gold Partner",
+        "Huawei Cloud",
+        "Vistex",
+        "IQVIA",
+        "Scaleway"
+    ],
+    "ux_agent": {
+        "pass": 3,
+        "fail": 0,
+        "warn": 0,
+        "total": 3,
+        "timestamp": "",
+        "gauge_health_center": "X=0px Y=0px",
+        "gauge_auto_center": "X=0px Y=0px",
+        "design_tokens": {
+            "bg": "#09090b",
+            "card": "#18181b",
+            "font": "Inter"
+        }
+    },
+    "l99": {
+        "master": {
+            "total": 93,
+            "pass": 89,
+            "fail": 2,
+            "timestamp": "2026-04-07T01:32:48.454012"
+        },
+        "auth": {
+            "pass": 24,
+            "fail": 0
+        }
+    },
+    "cortex": {
+        "fast_lines": 3620,
+        "router_lines": 6152,
+        "router_functions": 17,
+        "today_requests": 0,
+        "today_cost": 0,
+        "avg_latency_ms": 0,
+        "top_provider": "N\/A",
+        "providers_used": 0
+    },
+    "optimizations": {
+        "recent_commits": [],
+        "auto_fixes": [
+            {
+                "fact": "AUTONOMY 19Apr 18:50: 1 fixes. Disk light cleanup 85%",
+                "created_at": "2026-04-19 20:50:05.112821"
+            },
+            {
+                "fact": "AUTONOMY 19Apr 18:45: 1 fixes. Disk light cleanup 85%",
+                "created_at": "2026-04-19 20:45:05.896272"
+            },
+            {
+                "fact": "AUTONOMY 19Apr 18:40: 1 fixes. Disk light cleanup 85%",
+                "created_at": "2026-04-19 20:40:05.29453"
+            },
+            {
+                "fact": "AUTONOMY 19Apr 18:35: 1 fixes. Disk light cleanup 85%",
+                "created_at": "2026-04-19 20:35:06.160485"
+            },
+            {
+                "fact": "AUTONOMY 19Apr 18:30: 1 fixes. Disk light cleanup 85%",
+                "created_at": "2026-04-19 20:30:07.536885"
+            },
+            {
+                "fact": "AUTONOMY 19Apr 17:30: 1 fixes. Disk light cleanup 85%",
+                "created_at": "2026-04-19 19:30:06.670863"
+            },
+            {
+                "fact": "AUTONOMY 19Apr 17:25: 1 fixes. Disk light cleanup 85%",
+                "created_at": "2026-04-19 19:25:05.927364"
+            },
+            {
+                "fact": "AUTONOMY 19Apr 17:20: 1 fixes. Disk light cleanup 85%",
+                "created_at": "2026-04-19 19:20:05.814206"
+            },
+            {
+                "fact": "AUTONOMY 19Apr 17:15: 1 fixes. Disk light cleanup 85%",
+                "created_at": "2026-04-19 19:15:05.697284"
+            },
+            {
+                "fact": "AUTONOMY 19Apr 17:10: 1 fixes. Disk light cleanup 85%",
+                "created_at": "2026-04-19 19:10:05.683959"
+            }
+        ],
+        "architecture_decisions": [
+            {
+                "fact": "Crons: root=51 www-data=55 cron.d=72 total=178",
+                "created_at": "2026-04-13 00:30:48.940882"
+            },
+            {
+                "fact": "Crons: root=51 www-data=55 cron.d=70 total=176",
+                "created_at": "2026-04-12 20:30:07.357094"
+            },
+            {
+                "fact": "Crons: root=51 www-data=55 cron.d=70 total=176",
+                "created_at": "2026-04-12 18:30:05.962933"
+            },
+            {
+                "fact": "Crons: root=51 www-data=55 cron.d=70 total=176",
+                "created_at": "2026-04-12 16:30:13.56815"
+            },
+            {
+                "fact": "Crons: root=51 www-data=57 cron.d=70 total=178",
+                "created_at": "2026-04-12 14:30:11.101941"
+            },
+            {
+                "fact": "Crons: root=51 www-data=57 cron.d=70 total=178",
+                "created_at": "2026-04-12 12:30:08.795912"
+            },
+            {
+                "fact": "Crons: root=51 www-data=57 cron.d=70 total=178",
+                "created_at": "2026-04-12 10:30:04.181935"
+            },
+            {
+                "fact": "Crons: root=51 www-data=57 cron.d=70 total=178",
+                "created_at": "2026-04-12 08:30:04.196728"
+            },
+            {
+                "fact": "Crons: root=51 www-data=57 cron.d=70 total=178",
+                "created_at": "2026-04-12 06:30:04.792965"
+            },
+            {
+                "fact": "Crons: root=51 www-data=57 cron.d=70 total=178",
+                "created_at": "2026-04-12 04:30:06.68899"
+            },
+            {
+                "fact": "Crons: root=51 www-data=57 cron.d=70 total=178",
+                "created_at": "2026-04-12 02:30:07.207832"
+            },
+            {
+                "fact": "Crons: root=51 www-data=54 cron.d=69 total=174",
+                "created_at": "2026-04-12 00:30:13.084556"
+            },
+            {
+                "fact": "Crons: root=50 www-data=52 cron.d=69 total=171",
+                "created_at": "2026-04-11 22:30:07.088896"
+            },
+            {
+                "fact": "Crons: root=50 www-data=52 cron.d=69 total=171",
+                "created_at": "2026-04-11 20:30:08.94444"
+            },
+            {
+                "fact": "Crons: root=50 www-data=48 cron.d=69 total=167",
+                "created_at": "2026-04-11 18:30:04.55611"
+            }
+        ],
+        "pipelines": [
+            {
+                "name": "CORTEX Smart Router",
+                "status": "active",
+                "desc": "T0 Ollama → T1 Free APIs → T2 Fallbacks",
+                "routes": 3620
+            },
+            {
+                "name": "RAG Ingest",
+                "status": "active",
+                "desc": "Cron *\/30 → Qdrant semantic indexing",
+                "freq": "*\/30"
+            },
+            {
+                "name": "L99 Quality Gate",
+                "status": "active",
+                "desc": "253+ tests, 28 auth tests",
+                "freq": "*\/30"
+            },
+            {
+                "name": "Blade Orchestrator",
+                "status": "active",
+                "desc": "GPU polling + model sync",
+                "freq": "*\/30"
+            },
+            {
+                "name": "Infra Guardian",
+                "status": "active",
+                "desc": "Auto-restart nginx\/php\/docker",
+                "freq": "*\/5"
+            },
+            {
+                "name": "Ethica Scraper Pipeline",
+                "status": "active",
+                "desc": "4 spiders, RichScraper, SearXNG",
+                "freq": "daily"
+            },
+            {
+                "name": "WEVIA Dream",
+                "status": "active",
+                "desc": "Background learning + dataset enrichment",
+                "freq": "*\/30"
+            },
+            {
+                "name": "Daily Brief",
+                "status": "active",
+                "desc": "Morning synthesis → Mattermost",
+                "freq": "daily 07h"
+            },
+            {
+                "name": "Architecture Scanner",
+                "status": "active",
+                "desc": "This page — auto-scan + recommendations",
+                "freq": "*\/30"
+            }
+        ],
+        "agents_deployed": [
+            {
+                "name": "Monitor Agent",
+                "role": "Watches all services, auto-restarts",
+                "status": "active"
+            },
+            {
+                "name": "DevOps Agent",
+                "role": "Git sync, deployment, rollback",
+                "status": "active"
+            },
+            {
+                "name": "Ethica Agent",
+                "role": "HCP scraping, validation, enrichment",
+                "status": "active"
+            },
+            {
+                "name": "Security Agent",
+                "role": "Key rotation, secret scan, vulnerability check",
+                "status": "active"
+            },
+            {
+                "name": "Blade Agent",
+                "role": "GPU orchestration, model management",
+                "status": "active"
+            },
+            {
+                "name": "Dream Agent",
+                "role": "Background learning, dataset generation",
+                "status": "active"
+            },
+            {
+                "name": "RAG Agent",
+                "role": "Knowledge ingestion, vector indexing",
+                "status": "active"
+            },
+            {
+                "name": "Quality Agent",
+                "role": "L99 NonReg, regression detection",
+                "status": "active"
+            }
+        ]
+    },
+    "mirofish": {
+        "status": "active",
+        "reports": 0,
+        "bridge": "\/api\/mirofish-bridge.php"
+    },
+    "recommendations": {
+        "score": 100,
+        "total": 1,
+        "critical": 0,
+        "warning": 0,
+        "info": 0,
+        "opportunity": 1,
+        "auto_fixed": 0,
+        "fixes_log": [],
+        "recommendations": [
+            {
+                "severity": "opportunity",
+                "category": "SCALABILITY",
+                "title": "Qdrant: 22,105 vecteurs",
+                "detail": "Volume vectoriel croissant. Planifier sharding ou migration vers cluster Qdrant.",
+                "action": "opportunity",
+                "fix_cmd": ""
+            }
+        ]
+    },
+    "scan_time_ms": 1557,
+    "gaps": [],
+    "score": 100,
+    "automation": {
+        "coverage": 100,
+        "steps": 30,
+        "total": 30
+    }
+}
\ No newline at end of file
diff --git a/api/blade-heartbeat.json b/api/blade-heartbeat.json
index 28a484787..4717320ea 100644
--- a/api/blade-heartbeat.json
+++ b/api/blade-heartbeat.json
@@ -1,8 +1,8 @@
 {
   "status": "ALIVE",
-  "ts": "2026-04-21T01:15:01.569183",
-  "last_heartbeat": "2026-04-21T01:15:01.569183",
-  "last_heartbeat_ts_epoch": 1776726901,
+  "ts": "2026-04-21T01:30:01.579389",
+  "last_heartbeat": "2026-04-21T01:30:01.579389",
+  "last_heartbeat_ts_epoch": 1776727801,
   "tasks_today": 232,
   "tasks_week": 574,
   "agent_id": "blade-ops",
diff --git a/api/ux-agent-report.json b/api/ux-agent-report.json
index ac125330b..8a2734022 100644
--- a/api/ux-agent-report.json
+++ b/api/ux-agent-report.json
@@ -1,5 +1,5 @@
 {
-  "timestamp": "2026-04-21T01:00:04",
+  "timestamp": "2026-04-21T01:30:03",
   "features": {
     "total": 36,
     "pass": 35
@@ -13,7 +13,7 @@
   "score": 97.2,
   "log": [
     "=== UX AGENT v1.0 ===",
-    "Time: 2026-04-21 01:00:02",
+    "Time: 2026-04-21 01:30:01",
     "  core: 4/4",
     "  layout: 3/4",
     "  interaction: 6/6",
diff --git a/api/v83-business-kpi-latest.json b/api/v83-business-kpi-latest.json
index b0aa46190..e382cf266 100644
--- a/api/v83-business-kpi-latest.json
+++ b/api/v83-business-kpi-latest.json
@@ -1,12 +1,12 @@
 {
     "ok": true,
     "version": "V83-business-kpi",
-    "ts": "2026-04-20T22:44:02+00:00",
+    "ts": "2026-04-20T23:33:54+00:00",
     "summary": {
         "total_categories": 7,
         "total_kpis": 56,
-        "ok": 32,
-        "warn": 24,
+        "ok": 31,
+        "warn": 25,
         "fail": 0,
         "wire_needed": 0,
         "data_completeness_pct": 100
diff --git a/weval-technology-platform.html b/weval-technology-platform.html
index 8869aad87..6f4906cb0 100644
--- a/weval-technology-platform.html
+++ b/weval-technology-platform.html
@@ -2609,96 +2609,5 @@ if (typeof window.navigateTo === 'function'){
 
 
 
-<!-- === OPUS SESSION V20 INCIDENT + PAPERCLIP (20 avr 2026) - additif, zero overwrite === -->
-<section id="wtp-session-v20-incident" style="margin:24px 12px;padding:22px 24px;border-radius:16px;background:linear-gradient(135deg,rgba(239,68,68,.06),rgba(34,197,94,.06));backdrop-filter:blur(10px);border:1px solid rgba(239,68,68,.25);box-shadow:0 6px 24px rgba(0,0,0,.22);color:var(--fg,#e5edff);font-family:system-ui,-apple-system,Segoe UI,Inter,sans-serif;">
-  <div style="display:flex;justify-content:space-between;align-items:center;margin-bottom:14px;flex-wrap:wrap;gap:8px">
-    <h3 style="margin:0;font-size:18px;font-weight:700;letter-spacing:-.01em;color:var(--fg,#e5edff)">🛡️ Session 20 avr · Incident Response + Paperclip · v9.20</h3>
-    <div style="display:flex;gap:8px;align-items:center;font-size:12px">
-      <span style="padding:3px 10px;border-radius:20px;background:rgba(34,197,94,.15);border:1px solid rgba(34,197,94,.4);color:#4ade80;font-weight:600">NonReg 153/153</span>
-      <span style="padding:3px 10px;border-radius:20px;background:rgba(34,197,94,.15);border:1px solid rgba(34,197,94,.4);color:#4ade80;font-weight:600">ZERO REGRESSION</span>
-      <span style="padding:3px 10px;border-radius:20px;background:rgba(99,102,241,.15);border:1px solid rgba(99,102,241,.4);color:#818cf8;font-weight:600">WEVIA-FIRST</span>
-    </div>
-  </div>
-  <div id="wtp-v20-kpi-grid" style="display:grid;grid-template-columns:repeat(auto-fit,minmax(180px,1fr));gap:12px;margin-bottom:16px">
-    <div class="v20-kpi" data-kpi="paperclip-health" style="padding:14px;border-radius:12px;background:rgba(0,0,0,.28);border:1px solid rgba(99,102,241,.2)">
-      <div style="font-size:11px;color:#94a3b8;text-transform:uppercase;letter-spacing:.5px;margin-bottom:4px">Paperclip Health</div>
-      <div style="font-size:24px;font-weight:700;color:#4ade80" id="v20-pcl-score">—</div>
-      <div style="font-size:11px;color:#64748b;margin-top:4px" id="v20-pcl-status">loading…</div>
-    </div>
-    <div class="v20-kpi" data-kpi="intent-count" style="padding:14px;border-radius:12px;background:rgba(0,0,0,.28);border:1px solid rgba(99,102,241,.2)">
-      <div style="font-size:11px;color:#94a3b8;text-transform:uppercase;letter-spacing:.5px;margin-bottom:4px">WEVIA Intents (v2 dispatcher)</div>
-      <div style="font-size:24px;font-weight:700;color:#818cf8" id="v20-intent-count">—</div>
-      <div style="font-size:11px;color:#64748b;margin-top:4px">+9 session 20 avr</div>
-    </div>
-    <div class="v20-kpi" data-kpi="incident-cron" style="padding:14px;border-radius:12px;background:rgba(0,0,0,.28);border:1px solid rgba(34,197,94,.3)">
-      <div style="font-size:11px;color:#94a3b8;text-transform:uppercase;letter-spacing:.5px;margin-bottom:4px">Cron Pastebin Postgres</div>
-      <div style="font-size:24px;font-weight:700;color:#4ade80">CLEANED</div>
-      <div style="font-size:11px;color:#64748b;margin-top:4px">chattr +i · vault backup</div>
-    </div>
-    <div class="v20-kpi" data-kpi="dispatcher-v2" style="padding:14px;border-radius:12px;background:rgba(0,0,0,.28);border:1px solid rgba(34,197,94,.3)">
-      <div style="font-size:11px;color:#94a3b8;text-transform:uppercase;letter-spacing:.5px;margin-bottom:4px">Dispatcher v2 (greedy fix)</div>
-      <div style="font-size:24px;font-weight:700;color:#4ade80">LIVE</div>
-      <div style="font-size:11px;color:#64748b;margin-top:4px">trigger scoring DESC</div>
-    </div>
-    <div class="v20-kpi" data-kpi="nonreg" style="padding:14px;border-radius:12px;background:rgba(0,0,0,.28);border:1px solid rgba(34,197,94,.3)">
-      <div style="font-size:11px;color:#94a3b8;text-transform:uppercase;letter-spacing:.5px;margin-bottom:4px">NonReg maintenu</div>
-      <div style="font-size:24px;font-weight:700;color:#4ade80">153/153</div>
-      <div style="font-size:11px;color:#64748b;margin-top:4px">59+ cycles</div>
-    </div>
-    <div class="v20-kpi" data-kpi="l99" style="padding:14px;border-radius:12px;background:rgba(0,0,0,.28);border:1px solid rgba(34,197,94,.3)">
-      <div style="font-size:11px;color:#94a3b8;text-transform:uppercase;letter-spacing:.5px;margin-bottom:4px">L99 Score</div>
-      <div style="font-size:24px;font-weight:700;color:#4ade80">340/340</div>
-      <div style="font-size:11px;color:#64748b;margin-top:4px">12 layers · 100%</div>
-    </div>
-  </div>
-  <div style="margin-top:14px;padding:12px;border-radius:10px;background:rgba(0,0,0,.18);border:1px solid rgba(99,102,241,.15)">
-    <div style="font-size:12px;color:#94a3b8;margin-bottom:8px;font-weight:600">🔗 Triggers WEVIA Master (natural language chat)</div>
-    <div style="display:flex;flex-wrap:wrap;gap:6px;font-size:11px;font-family:monospace">
-      <span style="padding:3px 8px;border-radius:6px;background:rgba(99,102,241,.15);border:1px solid rgba(99,102,241,.3);color:#a5b4fc" title="Fix paperclip EACCES perms">paperclip fix perms</span>
-      <span style="padding:3px 8px;border-radius:6px;background:rgba(99,102,241,.15);border:1px solid rgba(99,102,241,.3);color:#a5b4fc" title="Live health check">paperclip live status</span>
-      <span style="padding:3px 8px;border-radius:6px;background:rgba(99,102,241,.15);border:1px solid rgba(99,102,241,.3);color:#a5b4fc" title="Forensic scan">incident postgres scan</span>
-      <span style="padding:3px 8px;border-radius:6px;background:rgba(34,197,94,.15);border:1px solid rgba(34,197,94,.3);color:#86efac" title="Safe backup (done)">incident backup postgres cron</span>
-      <span style="padding:3px 8px;border-radius:6px;background:rgba(239,68,68,.15);border:1px solid rgba(239,68,68,.3);color:#fca5a5" title="Executed">CONFIRM remove postgres pastebin cron yanis</span>
-      <span style="padding:3px 8px;border-radius:6px;background:rgba(239,68,68,.15);border:1px solid rgba(239,68,68,.3);color:#fca5a5" title="Executed chattr +i">CONFIRM lock postgres crontab yanis</span>
-      <span style="padding:3px 8px;border-radius:6px;background:rgba(99,102,241,.15);border:1px solid rgba(99,102,241,.3);color:#a5b4fc" title="Fix preview">dispatcher greedy fix preview</span>
-    </div>
-  </div>
-  <div style="margin-top:10px;display:flex;gap:10px;flex-wrap:wrap;font-size:11px">
-    <a href="/api/paperclip-status.php" target="_blank" style="color:#60a5fa;text-decoration:none;padding:4px 10px;border-radius:6px;background:rgba(96,165,250,.1);border:1px solid rgba(96,165,250,.3)">🩺 paperclip-status.php</a>
-    <a href="/api/incident-remediation.php?action=backup-only" target="_blank" style="color:#60a5fa;text-decoration:none;padding:4px 10px;border-radius:6px;background:rgba(96,165,250,.1);border:1px solid rgba(96,165,250,.3)">📋 incident-remediation.php</a>
-    <a href="/api/dispatcher-greedy-fix-preview.php" target="_blank" style="color:#60a5fa;text-decoration:none;padding:4px 10px;border-radius:6px;background:rgba(96,165,250,.1);border:1px solid rgba(96,165,250,.3)">🔍 dispatcher-greedy-fix-preview.php</a>
-    <a href="/api/wiki/doctrine-58-incident-response.md" target="_blank" style="color:#60a5fa;text-decoration:none;padding:4px 10px;border-radius:6px;background:rgba(96,165,250,.1);border:1px solid rgba(96,165,250,.3)">📖 doctrine #58 wiki</a>
-    <a href="/wevia-master.html" target="_blank" style="color:#4ade80;text-decoration:none;padding:4px 10px;border-radius:6px;background:rgba(74,222,128,.1);border:1px solid rgba(74,222,128,.3)">💬 WEVIA Master chat</a>
-  </div>
-</section>
-<script>
-(function(){
-  async function refreshV20(){
-    try {
-      const r = await fetch('/api/paperclip-status.php', {cache:'no-store'});
-      const d = await r.json();
-      document.getElementById('v20-pcl-score').textContent = d.health_score || '—';
-      document.getElementById('v20-pcl-status').textContent = d.status + ' · ' + (d.health_pct||0) + '%';
-      const col = d.status === 'ALL_GREEN' ? '#4ade80' : (d.status === 'MOSTLY_OK' ? '#fbbf24' : '#f87171');
-      document.getElementById('v20-pcl-score').style.color = col;
-    } catch(e){}
-    try {
-      const r2 = await fetch('/api/wevia-master-api.php', {method:'POST', headers:{'Content-Type':'application/json'}, body:JSON.stringify({message:'master list intents'})});
-      const d2 = await r2.json();
-      if (d2.count) document.getElementById('v20-intent-count').textContent = d2.count.toLocaleString();
-    } catch(e){}
-  }
-  if (document.readyState === 'loading') document.addEventListener('DOMContentLoaded', refreshV20);
-  else refreshV20();
-  setInterval(refreshV20, 60000);
-})();
-</script>
-<!-- === OPUS SESSION V20 INCIDENT END === -->
-
-
-
-
-
-
 </body>
 </html>