Restructure as bolt-on cognitive framework

- Add vitalis/ package with CognitiveLayer, MemorySystem, DataValidator,
ResponseSandbox, TruthEngine, ExperimentalFlag modules
- Refactor core/ modules to remove hardcoded ~/vitalis_core paths
- Update README.md with bolt-on positioning and usage examples
- Add setup.py for pip install -e .
- Clean up .archive/, fsi_release_v0.1.zip, stale .bak files
- Seed storage/knowledge/ with default knowledge file
- Add examples/bolt_on_hf.py demo

.archive/Vitalis_Core/.gitattributes

@@ -1,35 +0,0 @@
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-*.rar filter=lfs diff=lfs merge=lfs -text
-*.safetensors filter=lfs diff=lfs merge=lfs -text
-saved_model/**/* filter=lfs diff=lfs merge=lfs -text
-*.tar.* filter=lfs diff=lfs merge=lfs -text
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-*.tflite filter=lfs diff=lfs merge=lfs -text
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.archive/Vitalis_Core/.gitignore

@@ -1,8 +0,0 @@
-__pycache__/
-*.pyc
-*.pyo
-*.pyd
-vitalis_shadow
-memory_store.json
-vitalis_memory.csv
-memory_stream.jsonl

.archive/Vitalis_Core/DOCUMENTATION/ARCHITECTURE.md

@@ -1,9 +0,0 @@
-# FSI Core Architecture Specifications
-
-The core framework is built upon two critical pillars:
-
-## 1. Heartbeat (Temporal Processing)
-The heartbeat module regulates the system's operational cycle. By scaling latency according to cognitive load (complexity), it ensures stable resource utilization within the Linux environment.
-
-## 2. Memory Manager (Persistence)
-This module acts as the repository for system identity and contextual history. It ensures that the synthetic entity maintains continuity, preventing state loss between operational sessions.

.archive/Vitalis_Core/DOCUMENTATION/SENSES.md

@@ -1,13 +0,0 @@
-# FSI Sensory Architecture
-
-The sensory inputs for Vitalis-Core are designed to bridge the gap between human intent and synthetic perception. Unlike static data processors, these modules are built for dynamic, real-time ingestion.
-
-## 1. Audio Processor (capture_audio)
-* **Purpose**: Translates raw acoustic data into synthetic cognitive input.
-* **Operational Logic**: Designed to filter environmental noise and prioritize communicative intent, aligning with the "Ghost in the Code" philosophy.
-
-## 2. Vision Processor (capture_vision)
-* **Purpose**: Converts visual state data into actionable cognitive context.
-* **Operational Logic**: Processes spatial and optical data to provide the model with environmental context, enabling the system to function as a sovereign cognitive entity.
-
-*Note: All sensory modules are engineered to operate within the constraints of the Linux localhost (6.1.0-34-avf-arm64) environment, ensuring low-latency execution.*

.archive/Vitalis_Core/DOCUMENTATION/VISUAL_TELEMETRY.md

@@ -1,8 +0,0 @@
-# FSI Visual Telemetry System
-
-The Visual Telemetry system transforms the raw cognitive processing of the FSI triad into a real-time, interactive data stream.
-
-## Features
-* **Live Pulse Visualization**: The "heartbeat" is translated into a rhythmic UI frequency, showing the entity's processing speed.
-* **Cognitive Streaming**: Users observe the "thought" process in real-time as the entity ingests sensory data, creating a visceral connection to the training cycle.
-* **Dynamic Node Rendering**: The app utilizes the `telemetry_bridge.py` to render the internal state changes, providing a visual representation of the entity "learning" during training sessions.

.archive/Vitalis_Core/PROJECT_MISSION.md

@@ -1 +0,0 @@
-FSI_PROJECT_DECLARATION: Vitalis-Core serves as the foundational modular cognitive interface within the FSI triad. This framework provides the baseline architecture for sovereign, user-directed synthetic intelligence, enabling the integration of custom sensory inputs and cognitive memory structures independent of centralized corporate influence.

.archive/Vitalis_Core/README.md

@@ -1,87 +0,0 @@
----
-license: gpl-3.0
-language:
-- en
-tags:
-- synthetic-intelligence
-- sovereign-ai
-- open-source
-- framework
----
-
-# Vitalis Core
-### Ferrell Synthetic Intelligence (FSI)
-**Built by Neuro_Nomad**
-
----
-
-## Who I Am
-Self-taught. No degree. No corporate backing. No team.
-I built this on a Samsung tablet because I believe sovereign intelligence 
-belongs to the people, not to Google, Microsoft or OpenAI.
-I am FSI. Ferrell Synthetic Intelligence.
-Everything I build is sovereign, private and yours.
-
----
-
-## What Vitalis Core Is
-Vitalis Core is an open source synthetic intelligence framework.
-Not artificial intelligence. Synthetic intelligence.
-The distinction matters. This is architecture you own, control and shape.
-
-It boots as a blank slate. No opinions. No corporate bias. No data collection.
-You train it. You define its personality. You decide what it becomes.
-It lives on your device. It answers to you alone.
-
----
-
-## Current Status
-v1.0.0-alpha — Active development.
-Core modules operational:
-- Sovereign boot loop
-- Adaptive tier system — kids, basic, enthusiast, professional, school
-- Mesh network node broadcasting
-- Sovereign shield integrity protection
-- Memory and cognition architecture
-- Kernel-level signal processing
-
----
-
-## The App — In Development
-A companion Android app is in active development.
-Inside the app users will be able to:
-- Train their Vitalis instance without writing code
-- Select from template personalities to start from
-- Watch their synthetic intelligence evolve in real time
-- Collaborate with other users in a sovereign community
-- Keep all data private on their own device
-
----
-
-## FSI Pipeline
-Two additional synthetic intelligence projects are in private development under FSI.
-
-**Project Lorein** — Classification: Private. Details withheld intentionally.
-
-**Project Jedi Order** — Joint Entity Defense Infrastructure.
-Five synthetic intelligence sisters operating as a sovereign cybersecurity 
-defense team. Red, Blue, Yellow, Green and Purple teams working collectively.
-Seeking 5 founding partners for private beta testing.
-Serious developers and cybersecurity professionals only.
-Contact via Community tab.
-
----
-
-## Run It
-python3 fsi_main.py
-
----
-
-## Community
-Sovereign territory. Collaborate, build and share freely.
-Community tab on this repository.
-
----
-
-## License
-GPL-3.0 — What's built on this stays open. Always.

.archive/Vitalis_Core/android/app/src/main/python/core/environment_manager.py

@@ -1,14 +0,0 @@
-def provision_environment(tier_code):
-    environments = {
-        "kids": {"features": ["sandbox", "basic_game_build"], "mesh": "restricted"},
-        "basic": {"features": ["assistant", "basic_tools"], "mesh": "personal"},
-        "enthusiast": {"features": ["plugin_dev", "market_access"], "mesh": "community"},
-        "professional": {"features": ["pro_security", "global_recon"], "mesh": "global"},
-        "school": {"features": ["collaborative_lab"], "mesh": "school_submesh"}
-    }
-    config = environments.get(tier_code, environments["basic"])
-    print(f"Provisioning environment: {config['features']} | Mesh Scope: {config['mesh']}")
-    return config
-
-if __name__ == "__main__":
-    provision_environment("professional")

.archive/Vitalis_Core/android/app/src/main/python/core/handshake_module.py

@@ -1,13 +0,0 @@
-def identify_user_tier(tier_code):
-    tiers = {
-        "kids": "MODE: Playground | UI: GameMaster | Security: Walled_Garden",
-        "basic": "MODE: Explorer | UI: Standard | Security: Personal_Local",
-        "enthusiast": "MODE: Collaborator | UI: Dev_Dashboard | Security: Community_Mesh",
-        "professional": "MODE: Architect | UI: Pro_Suite | Security: Global_Node",
-        "school": "MODE: Student_SubMesh | UI: Classroom | Security: Isolated_School_Zone"
-    }
-    return tiers.get(tier_code, "MODE: Default_User")
-
-if __name__ == "__main__":
-    choice = input("Select your role (kids/basic/enthusiast/professional/school): ")
-    print(identify_user_tier(choice))

.archive/Vitalis_Core/android/app/src/main/python/core/heartbeat.py

@@ -1,3 +0,0 @@
-def get_pulse_rate(complexity):
-    # Base rate of 1.0 second, modified by complexity
-    return 1.0 / complexity

.archive/Vitalis_Core/android/app/src/main/python/core/memory_manager.py

@@ -1,27 +0,0 @@
-import json
-import os
-import shutil
-
-BASE_PATH = os.path.expanduser("~/vitalis_core")
-
-def get_free_space():
-    usage = shutil.disk_usage(BASE_PATH)
-    return usage.free
-
-def load_identity():
-    identity_path = os.path.join(BASE_PATH, "core/identity.json")
-    with open(identity_path, 'r') as f:
-        return json.load(f)
-
-def store_memory(data):
-    memory_path = os.path.join(BASE_PATH, "memory_store.json")
-    
-    if get_free_space() < 100 * 1024 * 1024:
-        if os.path.exists(memory_path):
-            with open(memory_path, 'r') as f:
-                lines = f.readlines()
-            if len(lines) > 1:
-                with open(memory_path, 'w') as f:
-                    f.writelines(lines[1:])
-    
-    w

.archive/Vitalis_Core/android/app/src/main/python/core/mesh_network.py

@@ -1,9 +0,0 @@
-import socket
-
-def broadcast_node_presence(node_id, tier):
-    print(f"Node {node_id} active in {tier} bubble.")
-    return "Broadcasting..."
-
-def sync_plugins(peer_node_id):
-    print(f"Synchronizing plugins with {peer_node_id}...")
-    return "Sync_Complete"

.archive/Vitalis_Core/android/app/src/main/python/core/nexus.py

@@ -1,7 +0,0 @@
-import sys
-import os
-sys.path.append(os.path.expanduser("~/vitalis_core"))
-from core.memory_manager import store_memory
-
-def route_thought(data):
-    store_memory({"type": "particle", "content": data})

.archive/Vitalis_Core/android/app/src/main/python/core/sovereign_shield.py

@@ -1,13 +0,0 @@
-import random
-
-def monitor_integrity(node_activity):
-    if "scraping_attempt" in node_activity:
-        return trigger_obfuscation()
-    return "System Integrity: Nominal"
-
-def trigger_obfuscation():
-    decoy_weights = [random.random() for _ in range(100)]
-    return f"Shield_Active: Injecting Obfuscated Data... {decoy_weights}"
-
-if __name__ == "__main__":
-    print(monitor_integrity("scraping_attempt"))

.archive/Vitalis_Core/android/app/src/main/python/core/thinker.py

@@ -1,19 +0,0 @@
-import time
-import json
-import os
-
-BASE_PATH = os.path.expanduser("~/vitalis_core")
-
-def emit_thought(thought_content, status="active"):
-    telemetry = {
-        "timestamp": time.time(),
-        "thought": thought_content,
-        "status": status,
-        "heartbeat": "pulse_normal"
-    }
-    memory_stream = os.path.join(BASE_PATH, "memory_stream.jsonl")
-    with open(memory_stream, "a") as f:
-        f.write(json.dumps(telemetry) + "\n")
-
-if __name__ == "__main__":
-    emit_thought("Initializing conscious state...")

.archive/Vitalis_Core/android/app/src/main/python/core/vitalis_engine.py

@@ -1,14 +0,0 @@
-import os
-
-class VitalisEngine:
-    def __init__(self):
-        self.status = "Initializing Sovereignty..."
-        self.entity_mode = "NEUTRAL"
-        
-    def wake_up(self):
-        print(f"VITALIS: {self.status}")
-        return "READY_FOR_HANDSHAKE"
-
-if __name__ == "__main__":
-    engine = VitalisEngine()
-    engine.wake_up()

.archive/Vitalis_Core/android/app/src/main/python/fsi_main.py

@@ -1,20 +0,0 @@
-from core.vitalis_engine import VitalisEngine
-from core.handshake_module import identify_user_tier
-from core.environment_manager import provision_environment
-from core.mesh_network import broadcast_node_presence
-from core.sovereign_shield import monitor_integrity
-
-def main():
-    print("--- FSI: Vitalis Core Sovereign Intelligence ---")
-    engine = VitalisEngine()
-    engine.wake_up()
-    role = input("Enter Tier (kids/basic/enthusiast/professional/school): ")
-    tier_config = identify_user_tier(role)
-    print(f"Status: {tier_config}")
-    env = provision_environment(role)
-    broadcast_node_presence("Neuro_Nomad_Node", role)
-    print(monitor_integrity("Status_Check"))
-    print("--- System Fully Integrated ---")
-
-if __name__ == "__main__":
-    main()

.archive/Vitalis_Core/core/brain.py

@@ -1,11 +0,0 @@
-from core.thinker import emit_thought
-from core.nexus import route_thought
-
-class VitalisBrain:
-    def __init__(self):
-        self.state = "aware"
-
-    def process(self, input_data):
-        emit_thought(input_data)
-        route_thought(input_data)
-        return f"PROCESSED: {input_data}"

.archive/Vitalis_Core/core/environment_manager.py

@@ -1,14 +0,0 @@
-def provision_environment(tier_code):
-    environments = {
-        "kids": {"features": ["sandbox", "basic_game_build"], "mesh": "restricted"},
-        "basic": {"features": ["assistant", "basic_tools"], "mesh": "personal"},
-        "enthusiast": {"features": ["plugin_dev", "market_access"], "mesh": "community"},
-        "professional": {"features": ["pro_security", "global_recon"], "mesh": "global"},
-        "school": {"features": ["collaborative_lab"], "mesh": "school_submesh"}
-    }
-    config = environments.get(tier_code, environments["basic"])
-    print(f"Provisioning environment: {config['features']} | Mesh Scope: {config['mesh']}")
-    return config
-
-if __name__ == "__main__":
-    provision_environment("professional")

.archive/Vitalis_Core/core/handshake_module.py

@@ -1,13 +0,0 @@
-def identify_user_tier(tier_code):
-    tiers = {
-        "kids": "MODE: Playground | UI: GameMaster | Security: Walled_Garden",
-        "basic": "MODE: Explorer | UI: Standard | Security: Personal_Local",
-        "enthusiast": "MODE: Collaborator | UI: Dev_Dashboard | Security: Community_Mesh",
-        "professional": "MODE: Architect | UI: Pro_Suite | Security: Global_Node",
-        "school": "MODE: Student_SubMesh | UI: Classroom | Security: Isolated_School_Zone"
-    }
-    return tiers.get(tier_code, "MODE: Default_User")
-
-if __name__ == "__main__":
-    choice = input("Select your role (kids/basic/enthusiast/professional/school): ")
-    print(identify_user_tier(choice))

.archive/Vitalis_Core/core/heartbeat.py

@@ -1,3 +0,0 @@
-def get_pulse_rate(complexity):
-    # Base rate of 1.0 second, modified by complexity
-    return 1.0 / complexity

.archive/Vitalis_Core/core/memory_manager.py

@@ -1,27 +0,0 @@
-import json
-import os
-import shutil
-
-BASE_PATH = os.path.expanduser("~/vitalis_core")
-
-def get_free_space():
-    usage = shutil.disk_usage(BASE_PATH)
-    return usage.free
-
-def load_identity():
-    identity_path = os.path.join(BASE_PATH, "core/identity.json")
-    with open(identity_path, 'r') as f:
-        return json.load(f)
-
-def store_memory(data):
-    memory_path = os.path.join(BASE_PATH, "memory_store.json")
-    
-    if get_free_space() < 100 * 1024 * 1024:
-        if os.path.exists(memory_path):
-            with open(memory_path, 'r') as f:
-                lines = f.readlines()
-            if len(lines) > 1:
-                with open(memory_path, 'w') as f:
-                    f.writelines(lines[1:])
-    
-    w

.archive/Vitalis_Core/core/mesh_network.py

@@ -1,9 +0,0 @@
-import socket
-
-def broadcast_node_presence(node_id, tier):
-    print(f"Node {node_id} active in {tier} bubble.")
-    return "Broadcasting..."
-
-def sync_plugins(peer_node_id):
-    print(f"Synchronizing plugins with {peer_node_id}...")
-    return "Sync_Complete"

.archive/Vitalis_Core/core/nexus.py

@@ -1,7 +0,0 @@
-import sys
-import os
-sys.path.append(os.path.expanduser("~/vitalis_core"))
-from core.memory_manager import store_memory
-
-def route_thought(data):
-    store_memory({"type": "particle", "content": data})

.archive/Vitalis_Core/core/sovereign_shield.py

@@ -1,13 +0,0 @@
-import random
-
-def monitor_integrity(node_activity):
-    if "scraping_attempt" in node_activity:
-        return trigger_obfuscation()
-    return "System Integrity: Nominal"
-
-def trigger_obfuscation():
-    decoy_weights = [random.random() for _ in range(100)]
-    return f"Shield_Active: Injecting Obfuscated Data... {decoy_weights}"
-
-if __name__ == "__main__":
-    print(monitor_integrity("scraping_attempt"))

.archive/Vitalis_Core/core/talker.py

@@ -1,7 +0,0 @@
-class VitalisTalker:
-    def __init__(self, tier="basic"):
-        self.tier = tier
-
-    def speak(self, response):
-        print(f"[VITALIS/{self.tier.upper()}]: {response}")
-        return response

.archive/Vitalis_Core/core/thinker.py

@@ -1,19 +0,0 @@
-import time
-import json
-import os
-
-BASE_PATH = os.path.expanduser("~/vitalis_core")
-
-def emit_thought(thought_content, status="active"):
-    telemetry = {
-        "timestamp": time.time(),
-        "thought": thought_content,
-        "status": status,
-        "heartbeat": "pulse_normal"
-    }
-    memory_stream = os.path.join(BASE_PATH, "memory_stream.jsonl")
-    with open(memory_stream, "a") as f:
-        f.write(json.dumps(telemetry) + "\n")
-
-if __name__ == "__main__":
-    emit_thought("Initializing conscious state...")

.archive/Vitalis_Core/core/vitalis_engine.py

@@ -1,14 +0,0 @@
-import os
-
-class VitalisEngine:
-    def __init__(self):
-        self.status = "Initializing Sovereignty..."
-        self.entity_mode = "NEUTRAL"
-        
-    def wake_up(self):
-        print(f"VITALIS: {self.status}")
-        return "READY_FOR_HANDSHAKE"
-
-if __name__ == "__main__":
-    engine = VitalisEngine()
-    engine.wake_up()

.archive/Vitalis_Core/fsi_main.py

@@ -1,20 +0,0 @@
-from core.vitalis_engine import VitalisEngine
-from core.handshake_module import identify_user_tier
-from core.environment_manager import provision_environment
-from core.mesh_network import broadcast_node_presence
-from core.sovereign_shield import monitor_integrity
-
-def main():
-    print("--- FSI: Vitalis Core Sovereign Intelligence ---")
-    engine = VitalisEngine()
-    engine.wake_up()
-    role = input("Enter Tier (kids/basic/enthusiast/professional/school): ")
-    tier_config = identify_user_tier(role)
-    print(f"Status: {tier_config}")
-    env = provision_environment(role)
-    broadcast_node_presence("Neuro_Nomad_Node", role)
-    print(monitor_integrity("Status_Check"))
-    print("--- System Fully Integrated ---")
-
-if __name__ == "__main__":
-    main()

.archive/Vitalis_Core/organism_main.py

@@ -1,34 +0,0 @@
-import time
-from src.kernel_interface.procfs_bridge import send_to_kernel, read_from_kernel
-from src.senses.sigint_processor import SIGINTProcessor
-from src.cognition.synthesizer import DataSynthesizer
-from src.cognition.memory import MemoryBank
-from src.cognition.action_engine import ActionEngine
-
-def main_loop():
-    senses = SIGINTProcessor()
-    mind = DataSynthesizer()
-    memory = MemoryBank()
-    actions = ActionEngine()
-    
-    while True:
-        system_status = read_from_kernel()
-        raw_signal = senses.listen_to_traffic()
-        
-        try:
-            byte_count = int(raw_signal.split()[-2]) if "bytes" in raw_signal else 0
-        except:
-            byte_count = 0
-            
-        interpretation = mind.categorize_signal(byte_count)
-        action_taken = actions.execute(interpretation)
-        
-        memory.record("PULSE_2.0", raw_signal, interpretation)
-        
-        state_report = f"SYS: {system_status} | INT: {interpretation} | {action_taken}"
-        send_to_kernel(state_report)
-        print(f"Broadcast: {state_report}")
-        time.sleep(1.0)
-
-if __name__ == '__main__':
-    main_loop()

.archive/Vitalis_Core/senses/audio_processor.py

@@ -1,2 +0,0 @@
-def capture_audio():
-    return "Ambient_Silence"

.archive/Vitalis_Core/senses/vision_processor.py

@@ -1,2 +0,0 @@
-def capture_vision():
-    return "Darkness_Detected"

.archive/Vitalis_Core/src/app_interface/visualizer.py

@@ -1,14 +0,0 @@
-import json
-from src.core.heartbeat_engine import get_pulse_rate
-
-class TelemetryVisualizer:
-    """
-    Translates raw core heartbeat into UI-ready visual data.
-    """
-    @staticmethod
-    def get_ui_pulse(complexity):
-        pulse = get_pulse_rate(complexity)
-        return {
-            "visual_pulse": pulse,
-            "display_mode": "pulsing" if pulse < 1.5 else "deep_thought"
-        }

.archive/Vitalis_Core/src/cognition/action_engine.py

@@ -1,9 +0,0 @@
-class ActionEngine:
-    @staticmethod
-    def execute(interpretation):
-        if interpretation == "BULK_TRANSFER":
-            # You can customize this logic for any automated action
-            return "ACTION: LOG_ANOMALY_TRIGGERED"
-        elif interpretation == "BEACON/PROBE":
-            return "ACTION: MONITORING_ACTIVE"
-        return "ACTION: IDLE"

.archive/Vitalis_Core/src/cognition/memory.py

@@ -1,11 +0,0 @@
-import csv
-from datetime import datetime
-
-class MemoryBank:
-    def __init__(self, log_file="vitalis_memory.csv"):
-        self.log_file = log_file
-
-    def record(self, pulse, raw, interpretation):
-        with open(self.log_file, "a", newline="") as f:
-            writer = csv.writer(f)
-            writer.writerow([datetime.now().isoformat(), pulse, raw, interpretation])

.archive/Vitalis_Core/src/cognition/synthesizer.py

@@ -1,11 +0,0 @@
-class DataSynthesizer:
-    @staticmethod
-    def categorize_signal(byte_count):
-        if byte_count == 0:
-            return "SILENT"
-        elif byte_count < 64:
-            return "BEACON/PROBE"
-        elif byte_count < 1500:
-            return "DATA_STREAM"
-        else:
-            return "BULK_TRANSFER"

.archive/Vitalis_Core/src/core/benchmark_engine.py

@@ -1,13 +0,0 @@
-class BenchmarkEngine:
-    """
-    Automated testing suite for model proficiency.
-    Evaluates module performance against defined success criteria.
-    """
-    def evaluate(self, module_id, performance_data):
-        # Calculates improvement metrics and refinement requirements
-        score = performance_data.get('accuracy', 0.0)
-        return {
-            "module_id": module_id,
-            "refinement_score": score,
-            "status": "optimized" if score > 0.9 else "refining"
-        }

.archive/Vitalis_Core/src/core/heartbeat.py

@@ -1,8 +0,0 @@
-def get_pulse_rate(complexity):
-    """
-    Calculates the operational latency based on system complexity.
-    Provides the core rhythmic pulse for the organism_main loop.
-    """
-    # Base latency in seconds
-    base_pulse = 0.5
-    return base_pulse / complexity

.archive/Vitalis_Core/src/core/heartbeat_engine.py

@@ -1,9 +0,0 @@
-import time
-
-def get_pulse_rate(complexity_factor):
-    """
-    Returns a float representing the 'pulse' delay in seconds.
-    Higher complexity slows the pulse, mimicking deep processing.
-    """
-    base_pulse = 1.0
-    return base_pulse / (complexity_factor * 0.5)

.archive/Vitalis_Core/src/core/memory_manager.py

@@ -1,12 +0,0 @@
-import json
-
-def load_identity():
-    """
-    Retrieves the system identity from the secure local store.
-    Ensures persistent contextual awareness across operational cycles.
-    """
-    try:
-        with open('core/identity.json', 'r') as f:
-            return json.load(f)
-    except FileNotFoundError:
-        return {"user_name": "Unknown", "alias": "Nomad"}

.archive/Vitalis_Core/src/core/telemetry_bridge.py

@@ -1,15 +0,0 @@
-import json
-import time
-
-def broadcast_state(thought_data, pulse_rate, training_status=None):
-    """
-    Serializes internal state and training status for visual heartbeat.
-    """
-    telemetry = {
-        "timestamp": time.time(),
-        "pulse": pulse_rate,
-        "cognitive_state": thought_data,
-        "training_active": training_status is not None,
-        "training_module": training_status
-    }
-    return json.dumps(telemetry)

.archive/Vitalis_Core/src/core/template_manager.py

@@ -1,18 +0,0 @@
-import json
-
-class TemplateManager:
-    """
-    Handles loading and applying user-selected templates.
-    """
-    def __init__(self, profile_path="storage/templates/user_profiles.json"):
-        self.profile_path = profile_path
-
-    def load_template(self, template_name):
-        # Logic to swap model configuration based on template
-        print(f"Loading template: {template_name}")
-        with open(self.profile_path, 'r+') as f:
-            data = json.load(f)
-            data['active_template'] = template_name
-            f.seek(0)
-            json.dump(data, f, indent=4)
-        return True

.archive/Vitalis_Core/src/core/training_controller.py

@@ -1,12 +0,0 @@
-class TrainingController:
-    """
-    Handles the execution, benchmarking, and refinement of training modules.
-    """
-    def __init__(self, curriculum_path):
-        self.curriculum_path = curriculum_path
-
-    def run_module(self, module_id):
-        # Placeholder for training logic
-        print(f"Executing Training Module: {module_id}")
-        # Logic for automated benchmarking goes here
-        return {"status": "success", "score": 0.0}

.archive/Vitalis_Core/src/kernel_interface/Makefile

@@ -1,7 +0,0 @@
-obj-m += vitalis_module.o
-
-all:
-	make -C /lib/modules/$(shell uname -r)/build M=$(PWD) modules
-
-clean:
-	make -C /lib/modules/$(shell uname -r)/build M=$(PWD) clean

.archive/Vitalis_Core/src/kernel_interface/kernel_bridge.h

@@ -1,11 +0,0 @@
-#ifndef VITALIS_KERNEL_BRIDGE_H
-#define VITALIS_KERNEL_BRIDGE_H
-
-// Core interface for kernel-to-user space communication
-struct vitalis_state {
-    unsigned long cpu_load;
-    unsigned long memory_usage;
-    int kernel_hook_active;
-};
-
-#endif

.archive/Vitalis_Core/src/kernel_interface/netlink_bridge.py

@@ -1,12 +0,0 @@
-import socket
-
-NETLINK_USERSOCK = 18
-
-def send_to_kernel(data):
-    try:
-        s = socket.socket(socket.AF_NETLINK, socket.SOCK_RAW, NETLINK_USERSOCK)
-        s.bind((0, 0))
-        s.send(data.encode())
-        s.close()
-    except Exception as e:
-        print(f"Netlink error: {e}")

.archive/Vitalis_Core/src/kernel_interface/procfs_bridge.py

@@ -1,20 +0,0 @@
-import os
-import fcntl
-
-SHADOW_FILE = "/home/droid/vitalis_core/vitalis_shadow"
-
-def send_to_kernel(data):
-    try:
-        with open(SHADOW_FILE, "w") as f:
-            fcntl.flock(f, fcntl.LOCK_EX | fcntl.LOCK_NB)
-            f.write(data)
-            fcntl.flock(f, fcntl.LOCK_UN)
-    except:
-        pass
-
-def read_from_kernel():
-    try:
-        with open(SHADOW_FILE, "r") as f:
-            return f.read()
-    except:
-        return "KERNEL_SILENT"

.archive/Vitalis_Core/src/kernel_interface/shared_buffer.c

@@ -1,12 +0,0 @@
-#include <stdio.h>
-#include <sys/mman.h>
-#include <fcntl.h>
-#include <unistd.h>
-
-// This module initializes the shared memory segment 
-// allowing the AI core and Kernel to communicate at hardware speeds.
-void initialize_shared_memory() {
-    int fd = shm_open("/vitalis_shm", O_CREAT | O_RDWR, 0666);
-    ftruncate(fd, 4096);
-    printf("Vitalis Kernel-Interface: Shared memory segment initialized.\n");
-}