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TCHUEKAM/README.md

TCHUEKAM — Autonomous Enterprise Intelligence Platform

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  [SOVEREIGN ENGINE CORE] [RELEASE: 6 JUIN 2026] [Cameroon Agentic Intelligence]
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1. Product Positioning & Market Focus

TCHUEKAM (or Sovereign.OS) is the first autonomous agentic AI platform developed in Cameroon, engineered by Giantect Empire (Inventor: TCHUEKAM Loic Rostand).

Unlike standard cloud-bound generalist assistants, TCHUEKAM is a B2B enterprise operating intelligence system designed for 100% offline, zero-cloud data residency. It protects local client secrets under strict legal compliance frameworks, making it the premier deployment choice for high-security environments, beginning with Law Firms (Cabinets d'Avocats) in Yaoundé and Douala.


2. The 5 Operational Pillars

TCHUEKAM compiles and executes five native corporate capabilities entirely on local host hardware:

+---------------------------------------------------------------------------------+
|                              SOVEREIGN CORE ENGINE                              |
+---------------------------------------------------------------------------------+
|                                                                                 |
|  [Pillar 1: Smart Briefing]  -->  Summarizes email/WhatsApp threads into a      |
|                                   2-minute morning executive brief.             |
|                                                                                 |
|  [Pillar 2: Company Brain]   -->  Indexes historical files (contracts, invoices)|
|                                   into a local semantic QA database.            |
|                                                                                 |
|  [Pillar 3: PL Analytics]    -->  Queries local spreadsheets using plain        |
|                                   natural language (Python/Pandas execution).   |
|                                                                                 |
|  [Pillar 4: File Intel]      -->  Instant search across all local drives        |
|                                   indexed via SQLite FTS5 (<6ms resolution).    |
|                                                                                 |
|  [Pillar 5: Doc Ops Center]  -->  Cross-checks file inconsistencies, missing    |
|                                   signatures, and duplicate archives.           |
+---------------------------------------------------------------------------------+

3. Technology Stack & Workspace Structure

The codebase is structured into clean modular layers:

  • tchuekam-agent/app/: The Python core processor running the main agent orchestration loop.
    • tools/: Atomic system controllers (database crawling, terminal execution, filesystem operations, memory graphs).
    • agent/: State models, prompt assembly scripts, and safety locks.
    • skills/: Specialist instruction modules for specific tasks.
  • TchuEkaM/: Node.js Slack / chat gateway connector bridging the localized engine with enterprise messaging environments.
  • ~/.tchuekam/ (or $TCHUEKAM_HOME): Secure, local metadata persistence vault holding custom SQLite indexes and session memories entirely offline.

4. Quick-Start Deployment (Core execution)

To initialize TCHUEKAM in a new local environment:

  1. Verify Python 3.11 and compile the virtual environment:
    cd tchuekam-agent/app
    uv venv --python 3.11
    uv sync
  2. Setup your environment variables (.env):
    DEEPSEEK_API_KEY=sk-your-key-here
  3. Trigger Initial Background Drive Crawl:
    .\venv\Scripts\python.exe -c "import sys; sys.path.append('.'); from tools.tchuekam_indexer import run_background_index; run_background_index(['C:\\Users\\CLINIC\\Documents'])"
  4. Boot TCHUEKAM interactive console:
    .\venv\Scripts\python.exe cli.py

Engineered by Giantect Empire. Strictly offline secured.

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