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A personal self-optimization system combining structured memory, modular architecture, and AI integration.

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SOLO — v0.2 CLI Prototype

Overview

SOLO is a personal self-optimization system designed to function as a second brain and structured life operating system.

This version (v0.2) represents the foundational CLI-based journal and memory prototype. It focuses on building core memory infrastructure from scratch before integrating advanced AI components or UI systems.

This snapshot exists as a milestone before architectural refactoring.


Purpose of This Version

This version was intentionally built procedurally to:

  • Reinforce core Python fundamentals
  • Practice JSON persistence and state mutation
  • Understand memory system design at a low level
  • Avoid premature abstraction
  • Bootstrap architectural thinking through implementation

Rather than relying on external frameworks, this version prioritizes understanding how memory systems behave internally.


Current Features

Journal System

  • Create structured journal entries
  • Delete journal entries
  • View individual entries
  • List all entries
  • Store entries in JSON format
  • Timestamped entries
  • ID-based indexing

Tag System

  • Structured nested tag library
  • Tag validation
  • Manual tag assignment
  • Tag-based filtering

CLI Menu

  • Menu-based navigation
  • Entry selection by ID
  • Confirmation prompts for destructive actions

Current Architecture

main.py → Entry point
menu.py → CLI routing logic
log_entry.py → Entry creation logic
utils.py → Shared utility functions

memory/
SoloJournalMemory.json
SoloTagLibrary.json

This version is procedural and file-based.
State is loaded and saved per operation.


Architectural Limitations (Intentional)

This version:

  • Uses procedural utility functions
  • Reloads JSON state on each operation
  • Has no domain-based class architecture
  • Has no separation between notebook memory and core memory
  • Has no semantic search
  • Has no UI layer
  • Has no AI integration

These limitations are acknowledged and intentional.


Why This Snapshot Exists

This commit marks the transition from:

Procedural prototype

Domain-based architecture

The next phase of development will:

  • Refactor memory logic into domain store classes
  • Separate Journal Memory from Core Memory
  • Establish architectural boundaries
  • Prepare for UI integration
  • Integrate open-source AI components strategically

This snapshot preserves the learning-first implementation before refactoring.


Roadmap (Next Phase)

v0.3 Goals

  • Introduce JournalStore class
  • Introduce CoreMemoryStore class
  • Centralize memory ownership
  • Improve state management
  • Prepare for semantic retrieval layer
  • Begin UI migration (move beyond CLI)

Future phases may integrate:

  • Local LLM (Ollama)
  • Retrieval layer (LlamaIndex)
  • Voice input (Whisper)
  • GUI interface
  • Network Ops orchestration module

Long-Term Vision

SOLO is intended to evolve into:

  • A modular life operating system
  • A structured memory engine
  • A contextual awareness system
  • A responsive AI-assisted personal architecture

The innovation lies not in rebuilding infrastructure, but in designing the system architecture and identity layer around it.


Status

Stable CLI prototype.
Pre-refactor milestone.
Ready for architectural evolution.

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A personal self-optimization system combining structured memory, modular architecture, and AI integration.

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