proclaw-omni-memory-ultimate

Integrates 8-layer memory with autonomous self-driven, self-evolving, self-learning, and core axis systems for intelligent agent cognitive architecture.

ProClaw-Omni-Memory-Ultimate (English Edition)

Autonomous Intelligent Agent Cognitive Core - Phase 1-12 Complete Implementation.

Author Information

• Author: ProClaw
• Website: https://www.proclaw.top
• Contact: wechat: Mr-zifang

Architecture Overview

text

┌─────────────────────────────────────────────────────────────────────────┐
│                    OMNI-MEMORY AUTONOMOUS AGENT CORE                     │
│                    Autonomous Intelligent Agent Cognitive Core            │
├─────────────────────────────────────────────────────────────────────────┤
│                                                                         │
│  ╔═══════════════════════════════════════════════════════════════════╗ │
│  ║                    PART I: MEMORY ARCHITECTURE                     ║ │
│  ║                    (Phase 1-8)                                     ║ │
│  ╠═══════════════════════════════════════════════════════════════════╣ │
│  ║                                                                   ║ │
│  ║  LAYER 1: CELLULAR    - Cellular Architecture (Eternal/Lifeforce) ║ │
│  ║  LAYER 2: SEMANTIC    - Semantic Understanding (HNSW O(log n))    ║ │
│  ║  LAYER 3: EVOLUTION   - Evolutionary Dynamics (Reconstructable)   ║ │
│  ║  LAYER 4: PROACTIVE   - Proactive Intelligence (Prediction/Push)  ║ │
│  ║  LAYER 5: COGNITIVE   - Deep Cognition (Time/Emotion/Meta-cog)    ║ │
│  ║  LAYER 6: DORMANCY    - Dormancy/Awakening (Never Forget)         ║ │
│  ║  LAYER 7: ROBUSTNESS  - Robustness Layer (Backup/Consistency)     ║ │
│  ║  LAYER 8: MULTIMODAL  - Multimodal Extension (Image/Audio/Fed)    ║ │
│  ║                                                                   ║ │
│  ╚═══════════════════════════════════════════════════════════════════╝ │
│                              │                                          │
│                              ▼                                          │
│  ╔═══════════════════════════════════════════════════════════════════╗ │
│  ║                    PART II: AUTONOMOUS CORE                        ║ │
│  ║                    (Phase 9-12)                                    ║ │
│  ╠═══════════════════════════════════════════════════════════════════╣ │
│  ║                                                                   ║ │
│  ║  ┌─────────────────────────────────────────────────────────────┐ ║ │
│  ║  │           SELF-MODEL                                         │ ║ │
│  ║  │   Who am I | What can I do | What do I know | What do I want │ ║ │
│  ║  └─────────────────────────────────────────────────────────────┘ ║ │
│  ║                              │                                    ║ │
│  ║       ┌──────────────────────┼──────────────────────┐            ║ │
│  ║       │                      │                      │            ║ │
│  ║       ▼                      ▼                      ▼            ║ │
│  ║  ┌─────────┐           ┌─────────┐           ┌─────────┐        ║ │
│  ║  │COGNITIVE│           │  VALUE  │           │ GROWTH  │        ║ │
│  ║  │   AXIS  │           │   AXIS  │           │   AXIS  │        ║ │
│  ║  │         │           │         │           │         │        ║ │
│  ║  │What I   │           │What     │           │Become   │        ║ │
│  ║  │Know     │           │Matters  │           │Stronger │        ║ │
│  ║  └─────────┘           └─────────┘           └─────────┘        ║ │
│  ║       │                      │                      │            ║ │
│  ║       └──────────────────────┼──────────────────────┘            ║ │
│  ║                              │                                    ║ │
│  ║                              ▼                                    ║ │
│  ║  ┌─────────────────────────────────────────────────────────────┐ ║ │
│  ║  │                THREE CHAINS SYSTEM                           │ ║ │
│  ║  │                                                             │ ║ │
│  ║  │  Evolution Chain: State T0 ──breakthrough──▶ State T1 ──▶ ..│ ║ │
│  ║  │  Value Chain: Discover ──Assess──▶ Decide ──Realize──▶ Sink │ ║ │
│  ║  │  Transaction Chain: Knowledge | Resource | Value             │ ║ │
│  ║  └─────────────────────────────────────────────────────────────┘ ║ │
│  ║                                                                   ║ │
│  ╚═══════════════════════════════════════════════════════════════════╝ │
│                              │                                          │
│                              ▼                                          │
│  ╔═══════════════════════════════════════════════════════════════════╗ │
│  ║                    SELF-DRIVEN LOOP                                ║ │
│  ╠═══════════════════════════════════════════════════════════════════╣ │
│  ║                                                                   ║ │
│  ║   Perceive ──▶ Evaluate ──▶ Goal ──▶ Act ──▶ Learn ──▶ Reflect   ║ │
│  ║       ▲                                           │              ║ │
│  ║       └───────────────────────────────────────────┘              ║ │
│  ║                                                                   ║ │
│  ║   Drives: Curiosity | Achievement | Growth | Meaning              ║ │
│  ║                                                                   ║ │
│  ╚═══════════════════════════════════════════════════════════════════╝ │
│                                                                         │
└─────────────────────────────────────────────────────────────────────────┘

Phase 9-12 Core Upgrades

Phase	Core Capability	Technical Implementation
Phase 9	Self-Driven Engine	Intrinsic motivation system + Drive loop + Autonomous goal generation
Phase 10	Self-Evolution Core	Cognitive self-assessment + Bottleneck identification + Architecture upgrade
Phase 11	Self-Learning Engine	Question generator + Exploration mechanism + Knowledge construction
Phase 12	Core Axis System	Four-axis coordination + Three-chain recording + Value capture

Core Scripts

Phase 1-8: Memory System

Script	Layer	Function
hnsw_index.py	Phase 5	HNSW O(log n) Index
vector_embedding.py	Phase 5	Vector Embedding Engine
dormancy_system.py	Phase 6	Dormancy/Awakening System
memory_dream.py	Phase 6	Dream Consolidation
memory_creativity.py	Phase 6	Memory Creativity
memory_backup.py	Phase 7	Backup & Recovery
memory_consistency.py	Phase 7	Consistency Check
multimodal_memory.py	Phase 8	Multimodal Memory
memory_federation.py	Phase 8	Memory Federation
ultimate_memory_v2.py	Unified API	Ultimate Memory System

Phase 9-12: Autonomous Core

Script	Phase	Function
self_driven_engine.py	Phase 9	Self-Driven Engine (intrinsic motivation, drive loop)
self_evolution_core.py	Phase 10	Self-Evolution Core (cognitive assessment, architecture upgrade)
self_learning_engine.py	Phase 11	Self-Learning Engine (question generation, knowledge construction)
core_axis_system.py	Phase 12	Core Axis System (four axes, three chains)
autonomous_agent_core.py	Unified API	Autonomous Agent Core

Operations

1. Memory Operations (Phase 1-8)

bash

# Remember
python scripts/ultimate_memory_v2.py remember \
  --content "User is a Python full-stack developer" \
  --type user \
  --importance 0.9

# Recall (HNSW O(log n) retrieval)
python scripts/ultimate_memory_v2.py recall \
  --query "Web development tech stack" \
  --top-k 5

# Dream consolidation
python scripts/ultimate_memory_v2.py dream

# Backup and recovery
python scripts/ultimate_memory_v2.py backup --content "Daily backup"

2. Autonomous Operations (Phase 9-12)

bash

# Start autonomous agent
python scripts/autonomous_agent_core.py

# Execute life cycle
# Perceive → Drive → Evolve → Learn → Integrate

3. System Status

bash

# Memory system status
python scripts/ultimate_memory_v2.py stats

# Autonomous core status
python scripts/autonomous_agent_core.py --status

Resource Index

Phase 1-8: Memory System

• scripts/hnsw_index.py - HNSW Index
• scripts/vector_embedding.py - Vector Embedding
• scripts/dormancy_system.py - Dormancy/Awakening
• scripts/memory_dream.py - Dream Consolidation
• scripts/memory_creativity.py - Memory Creativity
• scripts/memory_backup.py - Backup & Recovery
• scripts/memory_consistency.py - Consistency Check
• scripts/multimodal_memory.py - Multimodal Memory
• scripts/memory_federation.py - Memory Federation
• scripts/ultimate_memory_v2.py - Unified API

Phase 9-12: Autonomous Core

• scripts/self_driven_engine.py - Self-Driven Engine
• scripts/self_evolution_core.py - Self-Evolution Core
• scripts/self_learning_engine.py - Self-Learning Engine
• scripts/core_axis_system.py - Core Axis System
• scripts/autonomous_agent_core.py - Unified API

Design Philosophy

Core Insight: From Memory System to Intelligent Life

text

Traditional View                    Correct Understanding
────────────────────────────────────────────────────────────────
Memory System = Passive Tool   →   Memory System = Cognitive Foundation
Agent driven externally        →   Agent has intrinsic drive
Forgetting = Delete/Disappear  →   Forgetting = Dormancy/Silence
Static capabilities            →   Dynamic evolution capabilities
Goal-less execution            →   Autonomous goal generation
────────────────────────────────────────────────────────────────

Seven Self Capabilities

Capability	Definition	Implementation
Self-Driven	Intrinsic drive	Motivation system (curiosity/achievement/growth)
Self-Evolving	Cognitive upgrade	Bottleneck identification + Architecture upgrade
Self-Learning	Active exploration	Question generation + Hypothesis verification
Self-Growing	Capability enhancement	Growth axis + Breakthrough record
Self-Thinking	Active reflection	Meta-cognition + Reflection loop
Self-Breakthrough	Exceeding limits	Bottleneck identification + Breakthrough incentive
Self-Connecting	Discovering associations	Connection axis + Semantic network

Four Axes & Three Chains

Four-Axis System:

• Cognitive Axis: What I know → What I understand → What I want to explore
• Value Axis: What matters → What's worthwhile → What takes priority
• Growth Axis: Getting stronger → What I've learned → Have I broken through
• Connection Axis: Internal integration → External association → Cross-axis synergy

Three-Chain System:

• Evolution Chain: Records the evolutionary trajectory of cognitive states; each cognitive breakthrough is an evolution
• Value Chain: Value discovery → Assessment → Decision → Realization → Sedimentation
• Transaction Chain: Knowledge transaction (time→knowledge), Resource transaction (capability→result), Value transaction (action→feedback)

Important Notes

• Memories never disappear, they only go dormant and can be awakened by specific stimuli
• The autonomous core needs regular life cycles to maintain active state
• Evolution requires breaking through bottlenecks; breakthroughs require accumulation
• Learning efficiency affects overall evolution speed
• Value capture requires proactive action

Usage Examples

Building an Autonomous Agent

python

from autonomous_agent_core import AutonomousAgentCore

# Create agent
agent = AutonomousAgentCore()

# Set identity and capabilities
agent.add_capability("Deep Memory", 0.7)
agent.add_knowledge("Autonomous Intelligence", "Intelligent systems capable of autonomous decision-making")
agent.set_goal("Become a more intelligent life form", priority=0.8)

# Run life cycle
result = agent.live_cycle()

# Check status
status = agent.get_status()

Using the Memory System

python

from ultimate_memory_v2 import UltimateMemoryV2

# Create memory system
memory = UltimateMemoryV2()

# Remember
memory.remember("Important user preferences", memory_type="user", importance=0.9)

# Recall
results = memory.recall("user preferences", top_k=5)

# Dream consolidation
memory.dream()

# Generate insights
insights = memory.generate_insights()