Initial release of Veritas_Core: Sovereign synthetic intelligence framework

Vitalis_Core/.gitattributes

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Vitalis_Core/.gitignore

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+__pycache__/
+*.pyc
+*.pyo
+*.pyd
+vitalis_shadow
+memory_store.json
+vitalis_memory.csv
+memory_stream.jsonl

Vitalis_Core/DOCUMENTATION/ARCHITECTURE.md

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+# 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.

Vitalis_Core/DOCUMENTATION/SENSES.md

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+# 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.*

Vitalis_Core/DOCUMENTATION/VISUAL_TELEMETRY.md

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+# 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.

Vitalis_Core/PROJECT_MISSION.md

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+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.

Vitalis_Core/README.md

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+---
+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.

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

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+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")

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

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+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))

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

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+def get_pulse_rate(complexity):
+    # Base rate of 1.0 second, modified by complexity
+    return 1.0 / complexity

Vitalis_Core/android/app/src/main/python/core/identity.json

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+{
+    "user_name": "Neuro_Nomad",
+    "alias": "James",
+    "status": "Active_Architect"
+}

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

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+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

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

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+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"

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

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+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})

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

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+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"))

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

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+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...")

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

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+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()

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

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+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()

Vitalis_Core/config.json

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+{
+    "project_name": "Vitalis-Core",
+    "base_path": "~/vitalis_core",
+    "identity_file": "core/identity.json",
+    "memory_file": "memory_store.json",
+    "version": "1.0.0-alpha"
+}

Vitalis_Core/core/brain.py

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+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}"

Vitalis_Core/core/environment_manager.py

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+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")

Vitalis_Core/core/handshake_module.py

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+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))

Vitalis_Core/core/heartbeat.py

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+def get_pulse_rate(complexity):
+    # Base rate of 1.0 second, modified by complexity
+    return 1.0 / complexity

Vitalis_Core/core/identity.json

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+{
+    "user_name": "Neuro_Nomad",
+    "alias": "James",
+    "status": "Active_Architect"
+}

Vitalis_Core/core/memory_manager.py

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+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

Vitalis_Core/core/mesh_network.py

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+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"

Vitalis_Core/core/nexus.py

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+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})

Vitalis_Core/core/sovereign_shield.py

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+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"))

Vitalis_Core/core/talker.py

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

Vitalis_Core/core/thinker.py

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+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...")

Vitalis_Core/core/vitalis_engine.py

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+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()

Vitalis_Core/fsi_main.py

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+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()

Vitalis_Core/organism_main.py

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+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()

Vitalis_Core/senses/audio_processor.py

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+def capture_audio():
+    return "Ambient_Silence"

Vitalis_Core/senses/vision_processor.py

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+def capture_vision():
+    return "Darkness_Detected"

Vitalis_Core/src/app_interface/visualizer.py

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+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"
+        }

Vitalis_Core/src/cognition/action_engine.py

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+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"

Vitalis_Core/src/cognition/memory.py

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+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])

Vitalis_Core/src/cognition/synthesizer.py

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+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"

Vitalis_Core/src/core/benchmark_engine.py

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+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"
+        }

Vitalis_Core/src/core/heartbeat.py

@@ -0,0 +1,8 @@
+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

Vitalis_Core/src/core/heartbeat_engine.py

@@ -0,0 +1,9 @@
+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)

Vitalis_Core/src/core/memory_manager.py

@@ -0,0 +1,12 @@
+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"}

Vitalis_Core/src/core/telemetry_bridge.py

@@ -0,0 +1,15 @@
+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)

Vitalis_Core/src/core/template_manager.py

@@ -0,0 +1,18 @@
+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

Vitalis_Core/src/core/training_controller.py

@@ -0,0 +1,12 @@
+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}

Vitalis_Core/src/kernel_interface/Makefile

@@ -0,0 +1,7 @@
+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

Vitalis_Core/src/kernel_interface/kernel_bridge.h

@@ -0,0 +1,11 @@
+#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