Add understanding engine, conversation interface, meditation engine, unified launcher

agents/base_agent.py

@@ -0,0 +1,124 @@
+#!/usr/bin/env python3
+"""
+Vitalis Base Agent
+Self-directed execution loop with memory, tools, and self-correction.
+"""
+import time
+from abc import ABC, abstractmethod
+from typing import Any, Dict, List, Optional
+from pathlib import Path
+import json
+
+class BaseTool:
+    name: str        = "base_tool"
+    description: str = "Override this"
+
+    def run(self, **kwargs) -> Any:
+        raise NotImplementedError
+
+class AgentMemory:
+    def __init__(self, path: Optional[Path] = None):
+        self.path = path or (Path.home() / ".vitalis_workspace" / "agent_memory.json")
+        self._store: List[Dict] = self._load()
+
+    def _load(self) -> List[Dict]:
+        if self.path.exists():
+            try:
+                return json.loads(self.path.read_text())
+            except Exception:
+                return []
+        return []
+
+    def add(self, role: str, content: str):
+        self._store.append({"role": role, "content": content, "ts": time.time()})
+        self.path.parent.mkdir(parents=True, exist_ok=True)
+        self.path.write_text(json.dumps(self._store[-200:], indent=2))
+
+    def recent(self, n: int = 10) -> List[Dict]:
+        return self._store[-n:]
+
+    def clear(self):
+        self._store = []
+        if self.path.exists():
+            self.path.unlink()
+
+class BaseAgent(ABC):
+    MAX_STEPS     = 20
+    STEP_DELAY    = 0.5
+
+    def __init__(self, name: str = "VitalisAgent"):
+        self.name    = name
+        self.memory  = AgentMemory()
+        self.tools: Dict[str, BaseTool] = {}
+        self._steps  = 0
+        self._running = False
+
+    def register_tool(self, tool: BaseTool):
+        self.tools[tool.name] = tool
+        print(f"[AGENT:{self.name}] Tool registered: {tool.name}")
+
+    def use_tool(self, tool_name: str, **kwargs) -> Any:
+        tool = self.tools.get(tool_name)
+        if not tool:
+            return f"ERROR: Tool '{tool_name}' not found. Available: {list(self.tools.keys())}"
+        try:
+            result = tool.run(**kwargs)
+            self.memory.add("tool", f"{tool_name}({kwargs}) → {str(result)[:200]}")
+            return result
+        except Exception as e:
+            err = f"Tool '{tool_name}' failed: {e}"
+            self.memory.add("error", err)
+            return err
+
+    @abstractmethod
+    def think(self, state: Dict) -> Dict:
+        """Override: decide next action given current state."""
+        pass
+
+    @abstractmethod
+    def act(self, decision: Dict) -> Any:
+        """Override: execute the decided action."""
+        pass
+
+    @abstractmethod
+    def is_done(self, state: Dict) -> bool:
+        """Override: return True when goal is reached."""
+        pass
+
+    def run(self, goal: str, initial_state: Optional[Dict] = None) -> Any:
+        print(f"[AGENT:{self.name}] Starting. Goal: {goal}")
+        self.memory.add("system", f"Goal: {goal}")
+        state = initial_state or {"goal": goal, "step": 0, "results": []}
+        self._running  = True
+        self._steps    = 0
+        last_result    = None
+
+        while self._running and self._steps < self.MAX_STEPS:
+            if self.is_done(state):
+                print(f"[AGENT:{self.name}] Goal reached in {self._steps} steps.")
+                break
+
+            try:
+                decision   = self.think(state)
+                result     = self.act(decision)
+                last_result = result
+                state["step"]    = self._steps
+                state["results"].append({"step": self._steps, "decision": decision, "result": str(result)[:300]})
+                self.memory.add("assistant", f"Step {self._steps}: {decision} → {str(result)[:150]}")
+            except Exception as e:
+                print(f"[AGENT:{self.name}] Step {self._steps} error: {e}")
+                self.memory.add("error", str(e))
+                state["last_error"] = str(e)
+
+            self._steps += 1
+            time.sleep(self.STEP_DELAY)
+
+        if self._steps >= self.MAX_STEPS:
+            print(f"[AGENT:{self.name}] Max steps reached ({self.MAX_STEPS}).")
+
+        self._running = False
+        return last_result
+
+    def stop(self):
+        self._running = False
+        print(f"[AGENT:{self.name}] Stopped.")

api/.env.example

@@ -0,0 +1,4 @@
+DATABASE_URL=sqlite:///vitalis.db
+JWT_SECRET=change-this-to-something-long-and-random
+SECRET_KEY=another-secret-change-this
+FLASK_DEBUG=1

api/app.py

@@ -0,0 +1,43 @@
+import os
+from flask import Flask, jsonify
+from flask_cors import CORS
+from extensions import db
+from auth import auth_bp
+
+def create_app(config: dict = None) -> Flask:
+    app = Flask(__name__)
+    app.config["SQLALCHEMY_DATABASE_URI"] = os.getenv(
+        "DATABASE_URL", "sqlite:///vitalis.db"
+    )
+    app.config["SQLALCHEMY_TRACK_MODIFICATIONS"] = False
+    app.config["SECRET_KEY"] = os.getenv("SECRET_KEY", "dev-secret-change-me")
+
+    if config:
+        app.config.update(config)
+
+    CORS(app, resources={r"/api/*": {"origins": "*"}})
+    db.init_app(app)
+
+    # Register blueprints
+    app.register_blueprint(auth_bp)
+
+    @app.errorhandler(404)
+    def not_found(e):
+        return jsonify({"error": "Not found"}), 404
+
+    @app.errorhandler(500)
+    def server_error(e):
+        return jsonify({"error": "Internal server error"}), 500
+
+    @app.get("/health")
+    def health():
+        return jsonify({"status": "ok", "service": "vitalis-api"})
+
+    with app.app_context():
+        db.create_all()
+
+    return app
+
+if __name__ == "__main__":
+    app = create_app()
+    app.run(debug=os.getenv("FLASK_DEBUG", "1") == "1", port=5000)

api/extensions.py

@@ -0,0 +1,2 @@
+from flask_sqlalchemy import SQLAlchemy
+db = SQLAlchemy()

api/requirements.txt

@@ -0,0 +1,6 @@
+flask>=3.0
+flask-sqlalchemy>=3.0
+flask-cors>=4.0
+pyjwt>=2.8
+werkzeug>=3.0
+python-dotenv>=1.0

auth/__init__.py

@@ -0,0 +1,2 @@
+from .routes import auth_bp
+__all__ = ['auth_bp']

auth/middleware.py

@@ -0,0 +1 @@
+# JWT Middleware Placeholder

auth/models.py

@@ -0,0 +1,25 @@
+from datetime import datetime, timezone
+from extensions import db
+
+class User(db.Model):
+    __tablename__ = "users"
+
+    id            = db.Column(db.Integer, primary_key=True)
+    email         = db.Column(db.String(255), unique=True, nullable=False, index=True)
+    password_hash = db.Column(db.String(512), nullable=False)
+    role          = db.Column(db.String(50), default="user", nullable=False)
+    is_active     = db.Column(db.Boolean, default=True, nullable=False)
+    created_at    = db.Column(db.DateTime, default=lambda: datetime.now(timezone.utc))
+    last_login    = db.Column(db.DateTime, nullable=True)
+
+    def to_dict(self):
+        return {
+            "id":         self.id,
+            "email":      self.email,
+            "role":       self.role,
+            "is_active":  self.is_active,
+            "created_at": self.created_at.isoformat(),
+        }
+
+    def __repr__(self):
+        return f"<User {self.email}>"

auth/routes.py

@@ -0,0 +1 @@
+# Auth Routes Placeholder

benchmark_20260531_1923.txt

@@ -0,0 +1,58 @@
+
+╔══════════════════════════════════════════╗
+║    VITALIS FSI — BENCHMARK SUITE v2.0    ║
+╚══════════════════════════════════════════╝
+
+[1] VECTORIZATION SPEED
+    100 vectors: 0.02ms avg per vector
+    Rating: FAST
+
+[2] SIMILARITY ACCURACY
+    'authenticate user login' vs 'user login authentication'
+    sim=0.513 | PASS
+    'write database query' vs 'render html template'
+    sim=-0.009 | PASS
+    'scaffold module class' vs 'create new module structure'
+    sim=0.348 | PASS
+    Accuracy: 3/3
+
+[3] MEMORY STORE/RECALL SPEED
+    Store: 74.52ms avg
+    Recall: 8.62ms avg
+    Total slots: 2349
+
+[4] PATTERN RETRIEVAL
+[RESONANCE] Strengthened: write → 2.000
+    [PATTERN] Learned: write user authentication → slot pattern_27
+[RESONANCE] Strengthened: scaffold → 2.000
+    [PATTERN] Learned: scaffold database module → slot pattern_27
+[RESONANCE] Strengthened: write → 2.000
+    [PATTERN] Learned: write unit test for router → slot pattern_27
+    Query: 'user login auth'
+    Retrieved: src/auth.py (sim=0.429)
+    Result: PASS
+
+[5] DEEP COGNITION LAYER
+    Complexity ANALYTICAL task: MODERATE (score=0.5919) | PASS
+    Complexity TRIVIAL task: SIMPLE (score=0.4266) | PASS
+    Composition novelty: 0.6816 | PASS
+    Growth index: 5.5984
+    Identity coherence: 0.0306
+    Next boundary: What
+    Deep Cognition: PASS
+
+[6] AUTONOMOUS SLEEP DECISION
+[MIND] Awakening cognitive systems...
+[MIND] Cognitive layer online.
+[RESONANCE] Strengthened: scaffold → 2.000
+[RESONANCE] Strengthened: write → 2.000
+[REASONING] Mode shift: EXECUTION → EXPLORATORY (sim=0.229)
+[RESONANCE] Strengthened: analyze → 2.000
+    Sleep decision: needs_dream=False
+    Reason: Signals: ['rule_entropy']
+    Signals fired: ['rule_entropy']
+    Sleep Decision: PASS
+
+╔══════════════════════════════════════════╗
+║            BENCHMARK COMPLETE            ║
+╚══════════════════════════════════════════╝

generated/analytical/analyze_complexity.py

@@ -0,0 +1,10 @@
+def analyze_complexity(target):
+    """
+    Analytical module: complexity
+    Generated at alignment -0.012
+    """
+    metrics = {}
+    metrics["target"] = str(target)
+    metrics["length"] = len(str(target))
+    metrics["complexity"] = len(str(target).split())
+    return metrics

generated/analytical/analyze_memory.py

@@ -0,0 +1,10 @@
+def analyze_memory(target):
+    """
+    Analytical module: memory
+    Generated at alignment 0.002
+    """
+    metrics = {}
+    metrics["target"] = str(target)
+    metrics["length"] = len(str(target))
+    metrics["complexity"] = len(str(target).split())
+    return metrics

generated/analytical/analyze_resonance.py

@@ -0,0 +1,10 @@
+def analyze_resonance(target):
+    """
+    Analytical module: resonance
+    Generated at alignment 0.002
+    """
+    metrics = {}
+    metrics["target"] = str(target)
+    metrics["length"] = len(str(target))
+    metrics["complexity"] = len(str(target).split())
+    return metrics

generated/analytical/analyze_system.py

@@ -0,0 +1,10 @@
+def analyze_system(target):
+    """
+    Analytical module: system
+    Generated at alignment 0.006
+    """
+    metrics = {}
+    metrics["target"] = str(target)
+    metrics["length"] = len(str(target))
+    metrics["complexity"] = len(str(target).split())
+    return metrics

generated/analytical/verify_test.py

@@ -0,0 +1,4 @@
+def verify_test(data):
+    """Verification unit — ANALYTICAL mode."""
+    assert data is not None, "Data must not be None"
+    return {"verified": True, "data": data}

generated/execution/architect_meta_learning.py

@@ -0,0 +1,12 @@
+def meta_learning(input_data):
+    """
+    Sovereign module: meta_learning
+    Generated by Vitalis FSI at cycle 598.
+    Alignment: 0.113 | Confidence: 0.889
+    """
+    result = _process_meta_learning(input_data)
+    return result
+
+def _process_meta_learning(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "meta_learning"}

generated/execution/build_distributed.py

@@ -0,0 +1,12 @@
+def distributed(input_data):
+    """
+    Sovereign module: distributed
+    Generated by Vitalis FSI at cycle 199.
+    Alignment: 0.102 | Confidence: 0.886
+    """
+    result = _process_distributed(input_data)
+    return result
+
+def _process_distributed(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "distributed"}

generated/execution/explore_sovereign.py

@@ -0,0 +1,12 @@
+def sovereign(input_data):
+    """
+    Sovereign module: sovereign
+    Generated by Vitalis FSI at cycle 779.
+    Alignment: 0.168 | Confidence: 0.909
+    """
+    result = _process_sovereign(input_data)
+    return result
+
+def _process_sovereign(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "sovereign"}

generated/execution/implement_causal.py

@@ -0,0 +1,12 @@
+def causal(input_data):
+    """
+    Sovereign module: causal
+    Generated by Vitalis FSI at cycle 599.
+    Alignment: 0.139 | Confidence: 0.899
+    """
+    result = _process_causal(input_data)
+    return result
+
+def _process_causal(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "causal"}

generated/execution/implement_change.py

@@ -0,0 +1,12 @@
+def change(input_data):
+    """
+    Sovereign module: change
+    Generated by Vitalis FSI at cycle 999.
+    Alignment: 0.088 | Confidence: 0.881
+    """
+    result = _process_change(input_data)
+    return result
+
+def _process_change(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "change"}

generated/execution/implement_fault.py

@@ -0,0 +1,12 @@
+def fault(input_data):
+    """
+    Sovereign module: fault
+    Generated by Vitalis FSI at cycle 147.
+    Alignment: 0.157 | Confidence: 0.905
+    """
+    result = _process_fault(input_data)
+    return result
+
+def _process_fault(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "fault"}

generated/execution/implement_garbage.py

@@ -0,0 +1,12 @@
+def garbage(input_data):
+    """
+    Sovereign module: garbage
+    Generated by Vitalis FSI at cycle 399.
+    Alignment: 0.098 | Confidence: 0.884
+    """
+    result = _process_garbage(input_data)
+    return result
+
+def _process_garbage(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "garbage"}

generated/execution/implement_key.py

@@ -0,0 +1,12 @@
+def key(input_data):
+    """
+    Sovereign module: key
+    Generated by Vitalis FSI at cycle 799.
+    Alignment: 0.091 | Confidence: 0.882
+    """
+    result = _process_key(input_data)
+    return result
+
+def _process_key(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "key"}

generated/execution/implement_rollback.py

@@ -0,0 +1,12 @@
+def rollback(input_data):
+    """
+    Sovereign module: rollback
+    Generated by Vitalis FSI at cycle 1197.
+    Alignment: 0.096 | Confidence: 0.884
+    """
+    result = _process_rollback(input_data)
+    return result
+
+def _process_rollback(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "rollback"}

generated/execution/scaffold_api.py

@@ -0,0 +1,12 @@
+def api(input_data):
+    """
+    Sovereign module: api
+    Generated by Vitalis FSI at cycle 49.
+    Alignment: 0.057 | Confidence: 0.870
+    """
+    result = _process_api(input_data)
+    return result
+
+def _process_api(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "api"}

generated/execution/scaffold_authentication.py

@@ -0,0 +1,12 @@
+def authentication(input_data):
+    """
+    Sovereign module: authentication
+    Generated by Vitalis FSI at cycle 781.
+    Alignment: 0.206 | Confidence: 0.922
+    """
+    result = _process_authentication(input_data)
+    return result
+
+def _process_authentication(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "authentication"}

generated/execution/scaffold_communication.py

@@ -0,0 +1,12 @@
+def communication(input_data):
+    """
+    Sovereign module: communication
+    Generated by Vitalis FSI at cycle 776.
+    Alignment: 0.058 | Confidence: 0.870
+    """
+    result = _process_communication(input_data)
+    return result
+
+def _process_communication(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "communication"}

generated/execution/scaffold_data.py

@@ -0,0 +1,12 @@
+def data(input_data):
+    """
+    Sovereign module: data
+    Generated by Vitalis FSI at cycle 787.
+    Alignment: 0.050 | Confidence: 0.868
+    """
+    result = _process_data(input_data)
+    return result
+
+def _process_data(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "data"}

generated/execution/scaffold_inference.py

@@ -0,0 +1,12 @@
+def inference(input_data):
+    """
+    Sovereign module: inference
+    Generated by Vitalis FSI at cycle 771.
+    Alignment: 0.151 | Confidence: 0.903
+    """
+    result = _process_inference(input_data)
+    return result
+
+def _process_inference(data):
+    # Core logic — evolves through resonance
+    return {"status": "active", "data": data, "module": "inference"}

generated/execution/write_identity.py

@@ -0,0 +1,8 @@
+# Vitalis FSI — Generated Output
+# Intent: write identity verification unit
+# Mode: EXECUTION | Cycle: 757
+# Confidence: 0.929
+
+def execute_identity():
+    """Sovereign execution unit."""
+    return True

generated/execution/write_load.py

@@ -0,0 +1,8 @@
+# Vitalis FSI — Generated Output
+# Intent: write load balancer
+# Mode: EXECUTION | Cycle: 48
+# Confidence: 0.853
+
+def execute_load():
+    """Sovereign execution unit."""
+    return True

generated/execution/write_pattern.py

@@ -0,0 +1,8 @@
+# Vitalis FSI — Generated Output
+# Intent: write pattern recognition unit
+# Mode: EXECUTION | Cycle: 792
+# Confidence: 0.930
+
+def execute_pattern():
+    """Sovereign execution unit."""
+    return True

generated/execution/write_reasoning.py

@@ -0,0 +1,8 @@
+# Vitalis FSI — Generated Output
+# Intent: write reasoning unit
+# Mode: EXECUTION | Cycle: 788
+# Confidence: 0.891
+
+def execute_reasoning():
+    """Sovereign execution unit."""
+    return True

generated/execution/write_sovereign.py

@@ -0,0 +1,8 @@
+# Vitalis FSI — Generated Output
+# Intent: write sovereign memory engine
+# Mode: EXECUTION | Cycle: 1190
+# Confidence: 0.915
+
+def execute_sovereign():
+    """Sovereign execution unit."""
+    return True

generated/exploratory/analyze_complexity.py

@@ -0,0 +1,12 @@
+def explore_complexity(seed_concept):
+    """
+    Exploratory module: complexity
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_99_concept_21
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "complexity", "variants": variants}

generated/exploratory/analyze_distributed.py

@@ -0,0 +1,12 @@
+def explore_distributed(seed_concept):
+    """
+    Exploratory module: distributed
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_994_concept_4
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "distributed", "variants": variants}

generated/exploratory/analyze_memory.py

@@ -0,0 +1,12 @@
+def explore_memory(seed_concept):
+    """
+    Exploratory module: memory
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_99_concept_21
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "memory", "variants": variants}

generated/exploratory/analyze_resonance.py

@@ -0,0 +1,12 @@
+def explore_resonance(seed_concept):
+    """
+    Exploratory module: resonance
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_994_concept_4
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "resonance", "variants": variants}

generated/exploratory/analyze_system.py

@@ -0,0 +1,12 @@
+def explore_system(seed_concept):
+    """
+    Exploratory module: system
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_985_concept_19
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "system", "variants": variants}

generated/exploratory/architect_data.py

@@ -0,0 +1,12 @@
+def explore_data(seed_concept):
+    """
+    Exploratory module: data
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_979_concept_13
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "data", "variants": variants}

generated/exploratory/architect_event.py

@@ -0,0 +1,12 @@
+def explore_event(seed_concept):
+    """
+    Exploratory module: event
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_996_concept_6
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "event", "variants": variants}

generated/exploratory/architect_security.py

@@ -0,0 +1,12 @@
+def explore_security(seed_concept):
+    """
+    Exploratory module: security
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_998_concept_8
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "security", "variants": variants}

generated/exploratory/architect_tiered.py

@@ -0,0 +1,12 @@
+def explore_tiered(seed_concept):
+    """
+    Exploratory module: tiered
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_982_concept_16
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "tiered", "variants": variants}

generated/exploratory/design_consensus.py

@@ -0,0 +1,12 @@
+def explore_consensus(seed_concept):
+    """
+    Exploratory module: consensus
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_989_concept_23
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "consensus", "variants": variants}

generated/exploratory/explore_abstraction.py

@@ -0,0 +1,12 @@
+def explore_abstraction(seed_concept):
+    """
+    Exploratory module: abstraction
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_996_concept_6
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "abstraction", "variants": variants}

generated/exploratory/explore_cognitive.py

@@ -0,0 +1,12 @@
+def explore_cognitive(seed_concept):
+    """
+    Exploratory module: cognitive
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_981_concept_15
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "cognitive", "variants": variants}

generated/exploratory/explore_novel.py

@@ -0,0 +1,12 @@
+def explore_novel(seed_concept):
+    """
+    Exploratory module: novel
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_992_concept_2
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "novel", "variants": variants}

generated/exploratory/implement_change.py

@@ -0,0 +1,12 @@
+def explore_change(seed_concept):
+    """
+    Exploratory module: change
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_9_concept_3
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "change", "variants": variants}

generated/exploratory/implement_fault.py

@@ -0,0 +1,12 @@
+def explore_fault(seed_concept):
+    """
+    Exploratory module: fault
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_998_concept_8
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "fault", "variants": variants}

generated/exploratory/implement_key.py

@@ -0,0 +1,12 @@
+def explore_key(seed_concept):
+    """
+    Exploratory module: key
+    Generated under EXPLORATORY mode — high creativity.
+    Novel pattern synthesis from concept: abstract_9_concept_3
+    """
+    variants = []
+    base = str(seed_concept)
+    variants.append({"variant": 0, "pattern": base})
+    variants.append({"variant": 1, "pattern": base[::-1]})
+    variants.append({"variant": 2, "pattern": base.upper()})
+    return {"exploration": "key", "variants": variants}