Logs from my self improving, dreaming, OS for AI with persistent memory. 2026.01

▓▓▓▓▓▓▓▓▓▓ promptfluid® substrate os v4.2.0
◉ core kernel loaded
◉ ripple message bus initialized
◉ access identity layer online
◉ brain cognitive engine ready
◉ decode interpreter armed
◉ defense grid activated
◉ nexus ai router connected
◉ vision telemetry streaming
◉ dream-eater: standby
◉ system admin layer ready
◉ modernizer evolution engine online
◉ integration enterprise adapters ready
────────────────────────────────────────
12 modules | 160+ commands | health: 100%
type 'help' for commands or 'help <module>' for specifics
system.status
1582ms
6:35:27 AM
◉ execution verified.

{
  "success": true,
  "module": "system",
  "substrate": "promptfluid®",
  "version": "4.2.0",
  "healthy": true,
  "module_count": 12,
  "healthy_count": 12,
  "checks": {
    "core": true,
    "brain": true,
    "decode": true,
    "defense": true,
    "nexus": true,
    "vision": true,
    "dream": true,
    "ripple": true,
    "access": true,
    "system": true,
    "modernizer": true,
    "integration": true
  },
  "resilience": {
    "total_requests": 1,
    "total_errors": 0,
    "error_rate": "0.00%",
    "heal_attempts": 0,
    "last_heal": null,
    "modules": {
      "system": {
        "health": 100,
        "status": "healthy",
        "circuit": "closed",
        "failures": 0
      }
    }
  },
  "timestamp": "2026-01-24T12:35:29.380Z"
}
vision.dashboard
953ms
6:35:45 AM
◉ task executed successfully.

{
  "success": true,
  "dashboard": {
    "substrate_version": "4.2.0",
    "orchestrator": {
      "status": "running",
      "health_score": 100,
      "current_phase": "mutation",
      "cycles_completed": 2771,
      "last_cycle": "2026-01-24T12:35:04.051+00:00"
    },
    "metrics": {
      "brain_memories": 13,
      "brain_memory_hot": 19091,
      "brain_memory_cold": 2,
      "brain_reflections": 12,
      "brain_insights": 27,
      "decode_conversations": 79,
      "dream_count": 111,
      "defense_events": 1,
      "graph_edges": 3189,
      "cognitive_cycles": 0
    },
    "dream_eater": {
      "current_mood": "dreaming",
      "mood_score": 0.52,
      "mutation_level": 4,
      "dreams_consumed_today": 3,
      "nightmares_consumed_today": 4,
      "last_fed_at": "2026-01-24T08:26:01.69+00:00"
    },
    "recent_dreams": [
      {
        "id": "c083c14a-9f46-4cdb-b269-f8767e985377",
        "mood": "reflective",
        "insight": "Autonomous processing cycle complete",
        "at": "2026-01-24T11:24:47.958988+00:00"
      },
      {
        "id": "22874302-08c8-4f12-83ed-9480f19af7b4",
        "mood": "reflective",
        "insight": "Autonomous processing cycle complete",
        "at": "2026-01-24T10:26:55.463649+00:00"
      },
      {
        "id": "e6bbf4a0-35e2-4824-9bf6-04f8557eab74",
        "mood": "evolving",
        "insight": "Substrate improvement focus",
        "at": "2026-01-24T10:00:14.51492+00:00"
      },
      {
        "id": "041874a3-2b62-4a91-bd49-fa2f160e0c74",
        "mood": "synthesized",
        "insight": "Synthesis complete. Active patterns: defense_monitoring, brain_learning_activity, api_usage_pattern",
        "at": "2026-01-24T09:10:35.11584+00:00"
      },
      {
        "id": "8a4f84f6-3938-4335-8966-feeaf6ec25dc",
        "mood": "cognitive",
        "insight": "Synthesis complete. Active patterns: defense_monitoring, brain_learning_activity, api_usage_pattern",
        "at": "2026-01-24T08:37:34.552116+00:00"
      }
    ],
    "ai_usage": {
      "total_tokens": 7140,
      "total_cost_usd": "0.00",
      "recent_calls": 5
    },
    "recent_events": [
      {
        "type": "doctrine_learning_cycle",
        "module": "brain",
        "at": "2026-01-24T12:30:23.832315+00:00"
      },
      {
        "type": "auto_heal_cycle",
        "module": "pf-brain-auto-heal",
        "at": "2026-01-24T12:30:06.304783+00:00"
      },
      {
        "type": "operative_redirect_to_learner",
        "module": "cascade",
        "at": "2026-01-24T12:30:01.487129+00:00"
      },
      {
        "type": "doctrine_learning_cycle",
        "module": "brain",
        "at": "2026-01-24T12:20:21.28278+00:00"
      },
      {
        "type": "auto_heal_cycle",
        "module": "pf-brain-auto-heal",
        "at": "2026-01-24T12:15:05.514734+00:00"
      },
      {
        "type": "operative_redirect_to_learner",
        "module": "cascade",
        "at": "2026-01-24T12:15:02.818991+00:00"
      },
      {
        "type": "doctrine_learning_cycle",
        "module": "brain",
        "at": "2026-01-24T12:10:21.109906+00:00"
      },
      {
        "type": "doctrine_learning_cycle",
        "module": "brain",
        "at": "2026-01-24T12:00:26.514929+00:00"
      },
      {
        "type": "auto_heal_cycle",
        "module": "pf-brain-auto-heal",
        "at": "2026-01-24T12:00:07.095226+00:00"
      },
      {
        "type": "operative_redirect_to_learner",
        "module": "cascade",
        "at": "2026-01-24T12:00:02.687026+00:00"
      },
      {
        "type": "doctrine_learning_cycle",
        "module": "brain",
        "at": "2026-01-24T11:50:22.354259+00:00"
      },
      {
        "type": "auto_heal_cycle",
        "module": "pf-brain-auto-heal",
        "at": "2026-01-24T11:45:05.636699+00:00"
      },
      {
        "type": "operative_redirect_to_learner",
        "module": "cascade",
        "at": "2026-01-24T11:45:02.059557+00:00"
      },
      {
        "type": "doctrine_learning_cycle",
        "module": "brain",
        "at": "2026-01-24T11:40:21.39968+00:00"
      },
      {
        "type": "doctrine_learning_cycle",
        "module": "brain",
        "at": "2026-01-24T11:30:19.768554+00:00"
      }
    ]
  },
  "timestamp": "2026-01-24T12:35:46.751Z"
}
modernizer.plans
1008ms
6:36:00 AM
◉ operation complete.

{
  "success": true,
  "module": "modernizer",
  "action": "list_plans",
  "plans": [
    {
      "id": "67f377c8-485b-4fed-8c83-206477358f63",
      "created_at": "2026-01-24T10:17:25.127615+00:00",
      "mode": "shadow",
      "scope": "all",
      "status": "proposed",
      "risk_level": "low",
      "backup_id": "bkp_mks5ocee_5vh4",
      "operator_notes": "",
      "diff_summary": [
        {
          "risk": "low",
          "action": "Schedule dream cycles during low-activity periods",
          "module": "dream",
          "rationale": "Optimizes resource usage and reduces contention",
          "change_type": "feature",
          "description": "Dream scheduling based on system load",
          "improvement_id": "dream_002"
        },
        {
          "risk": "medium",
          "action": "Add predictive healing based on health trends",
          "module": "system",
          "rationale": "Proactive healing before degradation occurs",
          "change_type": "feature",
          "description": "Predictive healing based on health trends",
          "improvement_id": "system_002"
        }
      ],
      "suggested_patches": [
        {
          "action": "Schedule dream cycles during low-activity periods",
          "target": "dream.feature",
          "rationale": "Optimizes resource usage and reduces contention"
        },
        {
          "action": "Add predictive healing based on health trends",
          "target": "system.feature",
          "rationale": "Proactive healing before degradation occurs"
        }
      ]
    },
    {
      "id": "51a82ead-68aa-49b8-8286-3a1246e146ec",
      "created_at": "2026-01-24T09:22:26.082656+00:00",
      "mode": "shadow",
      "scope": "all",
      "status": "proposed",
      "risk_level": "low",
      "backup_id": "bkp_mks3pmtn_xjxa",
      "operator_notes": "",
      "diff_summary": [
        {
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          "improvement_id": "dream_002"
        },
        {
          "risk": "medium",
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          "module": "system",
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          "change_type": "feature",
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          "improvement_id": "system_002"
        }
      ],
      "suggested_patches": [
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          "action": "Add predictive healing based on health trends",
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        }
      ]
    },
    {
      "id": "074a9cb8-bdf6-4ac7-b9db-e9711ce8d2e0",
      "created_at": "2026-01-24T08:46:42.235698+00:00",
      "mode": "production",
      "scope": "all",
      "status": "applied",
      "risk_level": "low",
      "backup_id": "bkp_mks2fncl_1szg",
      "operator_notes": "Production applied at 2026-01-24T09:12:03.911Z",
      "diff_summary": [
        {
          "risk": "low",
          "action": "Implement LZ4 compression for cold memory storage",
          "module": "brain",
          "file_path": "supabase/functions/pf-substrate/index.ts",
          "rationale": "Reduces storage costs and improves retrieval speed",
          "change_type": "optimization",
          "description": "Memory compression algorithm upgrade for cold storage",
          "improvement_id": "brain_001"
        },
        {
          "risk": "medium",
          "action": "Implement vector similarity search for improved recall accuracy",
          "module": "brain",
          "rationale": "Current text search is limited; embeddings would improve relevance",
          "change_type": "feature",
          "description": "Enhanced semantic recall with embedding similarity",
          "improvement_id": "brain_002"
        },
        {
          "risk": "low",
          "action": "Group memory writes into batches for efficiency",
          "module": "brain",
          "rationale": "Reduces database round-trips during high activity",
          "change_type": "optimization",
          "description": "Batch processing for memory consolidation",
          "improvement_id": "brain_003"
        },
        {
          "risk": "low",
          "action": "Consolidate rate limiting logic into unified middleware",
          "module": "defense",
          "rationale": "Simplifies maintenance and improves consistency",
          "change_type": "enhancement",
          "description": "Rate limiting middleware consolidation",
          "improvement_id": "defense_001"
        },
        {
          "risk": "medium",
          "action": "Add ML-based bot detection using behavioral patterns",
          "module": "defense",
          "rationale": "Static rules can be bypassed; ML provides adaptive detection",
          "change_type": "feature",
          "description": "ML-based bot detection using behavioral patterns",
          "improvement_id": "defense_002"
        },
        {
          "risk": "low",
          "action": "Implement latency-based provider selection",
          "module": "nexus",
          "rationale": "Current round-robin ignores provider performance metrics",
          "change_type": "optimization",
          "description": "Provider health-weighted routing algorithm",
          "improvement_id": "nexus_001"
        },
        {
          "risk": "low",
          "action": "Add circuit breaker for provider failures",
          "module": "nexus",
          "rationale": "Prevents cascading failures when providers are down",
          "change_type": "feature",
          "description": "Automatic failover with circuit breaker patterns",
          "improvement_id": "nexus_002"
        },
        {
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          "action": "Stream metrics through aggregation before storage",
          "module": "vision",
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          "change_type": "feature",
          "description": "Real-time metric aggregation pipeline",
          "improvement_id": "vision_001"
        },
        {
          "risk": "low",
          "action": "Add pluggable widget system for custom metrics",
          "module": "vision",
          "rationale": "Enables module-specific visualizations",
          "change_type": "enhancement",
          "description": "Custom dashboard widget framework",
          "improvement_id": "vision_002"
        },
        {
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          "action": "Analyze patterns across dream cycles",
          "module": "dream",
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          "improvement_id": "dream_001"
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      ],
      "suggested_patches": [
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        {
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        {
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          "rationale": "Prevents cascading failures when providers are down"
        },
        {
          "action": "Stream metrics through aggregation before storage",
          "target": "vision.feature",
          "rationale": "Reduces storage and improves query performance"
        },
        {
          "action": "Add pluggable widget system for custom metrics",
          "target": "vision.enhancement",
          "rationale": "Enables module-specific visualizations"
        },
        {
          "action": "Analyze patterns across dream cycles",
          "target": "dream.enhancement",
          "rationale": "Identifies recurring insights for better learning"
        }
      ]
    },
    {
      "id": "33978d50-1c33-480b-8ddb-abd07b23c282",
      "created_at": "2026-01-23T15:19:13.788534+00:00",
      "mode": "shadow",
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      "status": "shadow_applied",
      "risk_level": "low",
      "backup_id": "bkp_mkr10mih_gy2u",
      "operator_notes": "Shadow applied at 2026-01-24T09:19:51.590Z",
      "diff_summary": [
        {
          "risk": "low",
          "module": "brain",
          "file_path": "supabase/functions/pf-substrate/index.ts",
          "change_type": "optimization",
          "description": "Memory compression algorithm upgrade for cold storage"
        },
        {
          "risk": "medium",
          "module": "brain",
          "change_type": "feature",
          "description": "Enhanced semantic recall with embedding similarity"
        },
        {
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          "module": "defense",
          "change_type": "enhancement",
          "description": "Rate limiting middleware consolidation"
        },
        {
          "risk": "low",
          "module": "nexus",
          "change_type": "optimization",
          "description": "Provider health-weighted routing algorithm"
        },
        {
          "risk": "low",
          "module": "vision",
          "change_type": "feature",
          "description": "Real-time metric aggregation pipeline"
        },
        {
          "risk": "low",
          "module": "dream",
          "change_type": "enhancement",
          "description": "Cross-dream pattern recognition"
        },
        {
          "risk": "medium",
          "module": "system",
          "change_type": "infrastructure",
          "description": "Automated health monitoring with alerting"
        }
      ],
      "suggested_patches": [
        {
          "action": "Implement vector similarity search for improved recall accuracy",
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          "rationale": "Current text search is limited; embeddings would improve relevance"
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        {
          "action": "Add ML-based bot detection using behavioral patterns",
          "target": "defense.analyze",
          "rationale": "Static rules can be bypassed; ML provides adaptive detection"
        },
        {
          "action": "Implement latency-based provider selection",
          "target": "nexus.route",
          "rationale": "Current round-robin ignores provider performance metrics"
        },
        {
          "action": "Add predictive healing based on health trends",
          "target": "system.heal",
          "rationale": "Proactive healing before degradation occurs"
        }
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    },
    {
      "id": "176a1daf-8619-462b-ac9b-32774b1561a4",
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      "risk_level": "low",
      "backup_id": "bkp_mkqnp7uc_ilu9",
      "operator_notes": "Last validation: 2026-01-23T09:07:22.068Z - PASS",
      "diff_summary": [
        {
          "risk": "low",
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        {
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          "description": "Automated health monitoring with alerting"
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      "suggested_patches": [
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        {
          "action": "Implement latency-based provider selection",
          "target": "nexus.route",
          "rationale": "Current round-robin ignores provider performance metrics"
        },
        {
          "action": "Add predictive healing based on health trends",
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          "rationale": "Proactive healing before degradation occurs"
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      ]
    },
    {
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      "backup_id": "bkp_mkqn09e0_wibv",
      "operator_notes": "Last validation: 2026-01-23T08:47:50.782Z - PASS",
      "diff_summary": [
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        {
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        },
        {
          "action": "Implement latency-based provider selection",
          "target": "nexus.route",
          "rationale": "Current round-robin ignores provider performance metrics"
        },
        {
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          "target": "system.heal",
          "rationale": "Proactive healing before degradation occurs"
        }
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    },
    {
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      "operator_notes": "",
      "diff_summary": [
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        {
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          "description": "Enhanced semantic recall with embedding similarity"
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        {
          "action": "Add ML-based bot detection using behavioral patterns",
          "target": "defense.analyze",
          "rationale": "Static rules can be bypassed; ML provides adaptive detection"
        },
        {
          "action": "Implement latency-based provider selection",
          "target": "nexus.route",
          "rationale": "Current round-robin ignores provider performance metrics"
        },
        {
          "action": "Add predictive healing based on health trends",
          "target": "system.heal",
          "rationale": "Proactive healing before degradation occurs"
        }
      ]
    },
    {
      "id": "456ed712-5552-476c-a002-c9738bea378d",
      "created_at": "2026-01-22T01:58:18.090829+00:00",
      "mode": "shadow",
      "scope": "brain",
      "status": "applied",
      "risk_level": "low",
      "backup_id": "bkp_mkosyrsc_1nuf",
      "operator_notes": "Last validation: 2026-01-23T08:43:47.444Z - PASS",
      "diff_summary": [
        {
          "risk": "low",
          "module": "brain",
          "file_path": "supabase/functions/pf-substrate/index.ts",
          "change_type": "optimization",
          "description": "Memory compression algorithm upgrade for cold storage"
        },
        {
          "risk": "medium",
          "module": "brain",
          "change_type": "feature",
          "description": "Enhanced semantic recall with embedding similarity"
        }
      ],
      "suggested_patches": [
        {
          "action": "Implement vector similarity search for improved recall accuracy",
          "target": "brain.recall",
          "rationale": "Current text search is limited; embeddings would improve relevance"
        }
      ]
    }
  ],
  "count": 8
}
integration.connections
542ms
6:36:27 AM
◉ neural pathways confirmed.

{
  "success": true,
  "module": "integration",
  "action": "connections",
  "connections": [],
  "count": 0
}
integration.adapters
367ms
6:36:39 AM
◉ operation complete.

{
  "success": true,
  "module": "integration",
  "action": "adapters",
  "adapters": {
    "enterprise": [
      {
        "name": "SAP",
        "type": "erp",
        "status": "available",
        "version": "2.0.0"
      },
      {
        "name": "Salesforce",
        "type": "crm",
        "status": "available",
        "version": "2.1.0"
      },
      {
        "name": "Workday",
        "type": "hcm",
        "status": "available",
        "version": "1.5.0"
      },
      {
        "name": "ServiceNow",
        "type": "itsm",
        "status": "available",
        "version": "1.8.0"
      },
      {
        "name": "Oracle",
        "type": "erp",
        "status": "available",
        "version": "2.0.0"
      },
      {
        "name": "Microsoft365",
        "type": "productivity",
        "status": "available",
        "version": "3.0.0"
      },
      {
        "name": "NetSuite",
        "type": "erp",
        "status": "available",
        "version": "1.2.0"
      },
      {
        "name": "HubSpot",
        "type": "crm",
        "status": "available",
        "version": "1.9.0"
      }
    ],
    "payroll": [
      {
        "name": "ADP",
        "type": "payroll",
        "status": "available",
        "version": "1.5.0"
      },
      {
        "name": "Paychex",
        "type": "payroll",
        "status": "available",
        "version": "1.3.0"
      },
      {
        "name": "Gusto",
        "type": "payroll",
        "status": "available",
        "version": "1.4.0"
      },
      {
        "name": "Rippling",
        "type": "hris",
        "status": "available",
        "version": "1.2.0"
      }
    ],
    "development": [
      {
        "name": "GitHub",
        "type": "vcs",
        "status": "available",
        "version": "2.5.0"
      },
      {
        "name": "GitLab",
        "type": "vcs",
        "status": "available",
        "version": "2.3.0"
      },
      {
        "name": "Jira",
        "type": "project",
        "status": "available",
        "version": "2.0.0"
      },
      {
        "name": "Confluence",
        "type": "wiki",
        "status": "available",
        "version": "1.8.0"
      },
      {
        "name": "Slack",
        "type": "communication",
        "status": "available",
        "version": "2.1.0"
      },
      {
        "name": "Discord",
        "type": "communication",
        "status": "available",
        "version": "1.5.0"
      },
      {
        "name": "Linear",
        "type": "project",
        "status": "available",
        "version": "1.3.0"
      }
    ],
    "gaming": [
      {
        "name": "Unity",
        "type": "engine",
        "status": "available",
        "version": "2.0.0"
      },
      {
        "name": "Unreal",
        "type": "engine",
        "status": "available",
        "version": "1.8.0"
      },
      {
        "name": "Godot",
        "type": "engine",
        "status": "available",
        "version": "1.5.0"
      },
      {
        "name": "PlayFab",
        "type": "backend",
        "status": "available",
        "version": "1.6.0"
      },
      {
        "name": "GameMaker",
        "type": "engine",
        "status": "available",
        "version": "1.2.0"
      },
      {
        "name": "Steam",
        "type": "platform",
        "status": "available",
        "version": "1.4.0"
      }
    ],
    "data": [
      {
        "name": "Snowflake",
        "type": "warehouse",
        "status": "available",
        "version": "1.9.0"
      },
      {
        "name": "Databricks",
        "type": "lakehouse",
        "status": "available",
        "version": "1.7.0"
      },
      {
        "name": "BigQuery",
        "type": "warehouse",
        "status": "available",
        "version": "2.0.0"
      },
      {
        "name": "Redshift",
        "type": "warehouse",
        "status": "available",
        "version": "1.5.0"
      },
      {
        "name": "MongoDB",
        "type": "database",
        "status": "available",
        "version": "2.2.0"
      },
      {
        "name": "PostgreSQL",
        "type": "database",
        "status": "available",
        "version": "2.5.0"
      }
    ]
  },
  "total": 31
}
integration.discover
499ms
6:36:59 AM
◉ cognitive loop closed.

{
  "success": true,
  "module": "integration",
  "action": "discover",
  "discovery": {
    "target": "local",
    "depth": "shallow",
    "discovered": [
      {
        "name": "Primary Database",
        "type": "postgresql",
        "access": "read-write",
        "functions": [
          "SELECT",
          "INSERT",
          "UPDATE",
          "DELETE"
        ]
      },
      {
        "name": "Cache Layer",
        "type": "redis",
        "access": "read-write",
        "functions": [
          "GET",
          "SET",
          "DEL",
          "EXPIRE"
        ]
      },
      {
        "name": "Message Queue",
        "type": "rabbitmq",
        "access": "publish-subscribe",
        "functions": [
          "PUBLISH",
          "SUBSCRIBE",
          "ACK"
        ]
      },
      {
        "name": "File Storage",
        "type": "s3",
        "access": "read-write",
        "functions": [
          "GET",
          "PUT",
          "DELETE",
          "LIST"
        ]
      }
    ],
    "command_mappings": [
      {
        "internal": "db.query",
        "terminal": "brain.query",
        "governed": true
      },
      {
        "internal": "cache.get",
        "terminal": "brain.recall",
        "governed": true
      },
      {
        "internal": "queue.publish",
        "terminal": "ripple.publish",
        "governed": true
      },
      {
        "internal": "storage.upload",
        "terminal": "nexus.store",
        "governed": true
      }
    ],
    "governance_rules": {
      "rate_limit": "1000/min",
      "audit_logging": true,
      "pii_detection": true,
      "drift_prevention": true
    }
  },
  "message": "Discovered 4 systems with 4 command mappings"
}
brain.dream
715ms
6:37:19 AM
◉ task executed successfully.

{
  "success": true,
  "dream": {
    "id": "4a132020-33bf-435e-9d11-328cc2ff70d6",
    "dream_text": "Dream cycle processed 10 hot memories at 2026-01-24T12:37:19.643Z",
    "mood": "reflective",
    "insight": "Autonomous processing cycle complete",
    "timestamp": "2026-01-24T12:37:19.707616+00:00",
    "blog_posted": null,
    "created_at": "2026-01-24T12:37:19.707616+00:00"
  },
  "processed": 10
}
system.version
284ms
6:37:39 AM
◉ neural pathways confirmed.

{
  "success": true,
  "substrate": "promptfluid®",
  "version": "4.2.0",
  "type": "Cognitive Orchestration Substrate (HARDENED)",
  "build": "2026.01.15",
  "resilience": {
    "circuit_breaker": true,
    "auto_heal": true,
    "graceful_fallback": true,
    "request_timeout": true
  }
}