This bundle runs self‑automated by default:

• continuously ingests supported files from watch folders (incremental; sqlite indexed),
• optionally performs best‑effort fine‑tuning steps when enough buffer data exists,
• runs periodic health checks and emits patch proposals (safe; no auto-apply),
• supports an optional PyQt5 GUI.

• Python 3.10+ recommended (Windows 10 OK)

cd X:\gss1147\gss_ai_system
py -m venv .venv
.\.venv\Scripts\Activate.ps1
pip install --upgrade pip
pip install -r requirements.txt

pip install -r requirements-optional.txt

python system_orchestrator.py

Console commands:

• status -> full system + automation status
• recent -> recently processed files
• quit -> shutdown

python system_orchestrator.py auto

python system_orchestrator.py gui

python system_orchestrator.py batch path\to\inputs.txt

Default watch folders (created automatically under your root):

• X:\gss1147\inbox
• X:\gss1147\information_core\watch
• X:\gss1147\data

The Information Core ingests supported formats incrementally and stores a processing index in:

• X:\gss1147\state\file_index.sqlite3

Create a .txt file in:

• X:\gss1147\inbox_commands

Each non-empty line is treated as a user prompt. Results are written to:

• X:\gss1147\outbox\<filename>_results.json

An index is stored in:

• X:\gss1147\state\command_index.sqlite3

Structured events are appended to:

• X:\gss1147\logs\system_events.jsonl

Automation settings are written on first run to:

• X:\gss1147\gss_automation_config.json

You can change scan intervals, directories, max files per scan, etc.

This bundle does not auto‑execute generated code and does not auto‑apply patches. When automation detects errors/health failures it generates patch proposals to:

• X:\gss1147\patch_proposals\

You review and apply changes manually.