diff --git a/api/architecture-scan.json b/api/architecture-scan.json
index e0f1228d0..e69de29bb 100644
--- a/api/architecture-scan.json
+++ b/api/architecture-scan.json
@@ -1,1929 +0,0 @@
-{
-    "generated": "2026-04-18 00:30:02",
-    "version": "1.0",
-    "servers": [
-        {
-            "id": "S204",
-            "ip": "204.168.152.13",
-            "private": "10.1.0.2",
-            "role": "PRIMARY",
-            "ssh": 49222,
-            "disk_pct": 80,
-            "disk_avail": "29G",
-            "uptime": "up 3 days, 14 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": 89,
-            "disk_avail": "17G",
-            "sentinel": 1
-        },
-        {
-            "id": "S151",
-            "ip": "151.80.235.110",
-            "private": null,
-            "role": "DR\/Tracking OVH",
-            "ssh": 22
-        }
-    ],
-    "docker": [
-        {
-            "name": "loki",
-            "status": "Up 36 hours",
-            "ports": ""
-        },
-        {
-            "name": "listmonk",
-            "status": "Up 39 hours",
-            "ports": ""
-        },
-        {
-            "name": "plausible-plausible-1",
-            "status": "Up 10 hours",
-            "ports": ""
-        },
-        {
-            "name": "plausible-plausible-db-1",
-            "status": "Up 10 hours",
-            "ports": ""
-        },
-        {
-            "name": "plausible-plausible-events-db-1",
-            "status": "Up 10 hours",
-            "ports": ""
-        },
-        {
-            "name": "n8n-docker-n8n-1",
-            "status": "Up 45 hours",
-            "ports": ""
-        },
-        {
-            "name": "mattermost-docker-mm-db-1",
-            "status": "Up 45 hours",
-            "ports": ""
-        },
-        {
-            "name": "mattermost-docker-mattermost-1",
-            "status": "Up 45 hours (healthy)",
-            "ports": ""
-        },
-        {
-            "name": "twenty",
-            "status": "Up 38 hours",
-            "ports": ""
-        },
-        {
-            "name": "twenty-redis",
-            "status": "Up 45 hours",
-            "ports": ""
-        },
-        {
-            "name": "langfuse",
-            "status": "Up 2 days",
-            "ports": ""
-        },
-        {
-            "name": "redis-weval",
-            "status": "Up 3 days",
-            "ports": ""
-        },
-        {
-            "name": "gitea",
-            "status": "Up 3 days",
-            "ports": ""
-        },
-        {
-            "name": "node-exporter",
-            "status": "Up 3 days",
-            "ports": ""
-        },
-        {
-            "name": "prometheus",
-            "status": "Up 3 days",
-            "ports": ""
-        },
-        {
-            "name": "searxng",
-            "status": "Up 3 days",
-            "ports": ""
-        },
-        {
-            "name": "uptime-kuma",
-            "status": "Up 3 days (healthy)",
-            "ports": ""
-        },
-        {
-            "name": "vaultwarden",
-            "status": "Up 3 days (healthy)",
-            "ports": ""
-        },
-        {
-            "name": "qdrant",
-            "status": "Up 3 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": "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": "wevads.weval-consulting.com.gold-16avr-pre-fallback",
-            "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": 238,
-        "s204_products": 88,
-        "s204_api_php": 609,
-        "s204_wevia_php": 18,
-        "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": 5351,
-            "kb_documents": 0,
-            "ethica_medecins": 50004,
-            "enterprise_agents": 0
-        }
-    },
-    "ollama": [
-        {
-            "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": 14391
-        },
-        {
-            "name": "wevia_graph",
-            "vectors": 3
-        },
-        {
-            "name": "obsidian_vault",
-            "vectors": 46
-        },
-        {
-            "name": "kb_bpmn_flows",
-            "vectors": 0
-        },
-        {
-            "name": "kb_ethica_pharma",
-            "vectors": 16
-        },
-        {
-            "name": "kb_consulting_strategy",
-            "vectors": 0
-        },
-        {
-            "name": "wevia_learnings",
-            "vectors": 1736
-        },
-        {
-            "name": "wevia_brain_knowledge",
-            "vectors": 294
-        },
-        {
-            "name": "kb_vsm_best_practices",
-            "vectors": 0
-        },
-        {
-            "name": "kb_bpmn_patterns",
-            "vectors": 0
-        },
-        {
-            "name": "kb_dmaic_playbooks",
-            "vectors": 0
-        },
-        {
-            "name": "kb_wevads_deliv",
-            "vectors": 0
-        },
-        {
-            "name": "wevia_memory_768",
-            "vectors": 58
-        },
-        {
-            "name": "kb_test_",
-            "vectors": 0
-        },
-        {
-            "name": "wevia_kb_768",
-            "vectors": 255
-        },
-        {
-            "name": "wevia_kb",
-            "vectors": 386
-        },
-        {
-            "name": "wevia_memory",
-            "vectors": 48
-        },
-        {
-            "name": "kb_lean6sigma",
-            "vectors": 0
-        }
-    ],
-    "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": 14,
-        "s204_total": 14,
-        "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": 5351,
-        "categories": [
-            {
-                "category": "AUTO-FIX",
-                "cnt": "2951"
-            },
-            {
-                "category": "TOPOLOGY",
-                "cnt": "1044"
-            },
-            {
-                "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 17Apr 14:45: 1 fixes. Restart php-fpm",
-                "created_at": "2026-04-17 16:45:05.798814"
-            },
-            {
-                "fact": "AUTONOMY 17Apr 14:40: 1 fixes. Restart php-fpm",
-                "created_at": "2026-04-17 16:40:05.635994"
-            },
-            {
-                "fact": "AUTONOMY 17Apr 12:20: 1 fixes. Disk light cleanup 86%",
-                "created_at": "2026-04-17 14:20:05.038274"
-            },
-            {
-                "fact": "AUTONOMY 17Apr 12:15: 1 fixes. Disk light cleanup 86%",
-                "created_at": "2026-04-17 14:15:05.314885"
-            },
-            {
-                "fact": "AUTONOMY 17Apr 12:10: 1 fixes. Disk light cleanup 86%",
-                "created_at": "2026-04-17 14:10:04.576512"
-            },
-            {
-                "fact": "AUTONOMY 17Apr 12:05: 1 fixes. Disk light cleanup 86%",
-                "created_at": "2026-04-17 14:05:04.781065"
-            },
-            {
-                "fact": "AUTONOMY 17Apr 12:00: 1 fixes. Disk light cleanup 86%",
-                "created_at": "2026-04-17 14:00:08.575857"
-            },
-            {
-                "fact": "AUTONOMY 17Apr 11:55: 1 fixes. Disk light cleanup 86%",
-                "created_at": "2026-04-17 13:55:05.473942"
-            },
-            {
-                "fact": "AUTONOMY 17Apr 11:50: 1 fixes. Disk light cleanup 86%",
-                "created_at": "2026-04-17 13:50:05.14896"
-            },
-            {
-                "fact": "AUTONOMY 17Apr 11:45: 1 fixes. Disk light cleanup 86%",
-                "created_at": "2026-04-17 13:45:05.891174"
-            }
-        ],
-        "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": 0,
-        "critical": 0,
-        "warning": 0,
-        "info": 0,
-        "opportunity": 0,
-        "auto_fixed": 0,
-        "fixes_log": [],
-        "recommendations": []
-    },
-    "scan_time_ms": 1934,
-    "gaps": [],
-    "score": 100,
-    "automation": {
-        "coverage": 100,
-        "steps": 30,
-        "total": 30
-    }
-}
\ No newline at end of file
diff --git a/data/v71_action_plan.json b/data/v71_action_plan.json
index a83472846..8c3f56a69 100644
--- a/data/v71_action_plan.json
+++ b/data/v71_action_plan.json
@@ -1,5 +1,5 @@
 {
-    "updated_at": "2026-04-18T00:33:57+00:00",
+    "updated_at": "2026-04-18T00:58:22+00:00",
     "items": [
         {
             "id": "act_seed_1",
@@ -121,6 +121,28 @@
             "status": "backlog",
             "created_at": "2026-04-18T00:33:57+00:00",
             "eta": "V72"
+        },
+        {
+            "id": "act_69e2d70ec8cd3",
+            "title": "action wire ragas",
+            "source": "github-clone",
+            "github_url": "https:\/\/github.com\/explodinggradients\/ragas",
+            "priority": "critical",
+            "category": "hallucination",
+            "status": "backlog",
+            "created_at": "2026-04-18T00:57:50+00:00",
+            "eta": "V72"
+        },
+        {
+            "id": "act_69e2d72e4aa69",
+            "title": "plan add wire ragas priority critical eta V72 github https:\/\/github.com\/explodin",
+            "source": "github-clone",
+            "github_url": "https:\/\/github.com\/explodinggradients\/ragas",
+            "priority": "critical",
+            "category": "rag",
+            "status": "backlog",
+            "created_at": "2026-04-18T00:58:22+00:00",
+            "eta": "V72"
         }
     ]
 }
\ No newline at end of file