Knowledge, Roadmap & Appendix

Knowledge Store Summary

Domain Categories (15)

Ingestion Pipeline

Boot Loading

• BrainController.boot_system() loads knowledge from E:\Data\condrox\knowledge when the backend is empty
• Loading can be skipped by setting CONDROX_SKIP_KNOWLEDGE_LOAD=1 environment variable
• Knowledge root path is configurable via NOVASPIRE_KNOWLEDGE_ROOT environment variable
• 21,917 items loaded across 15 domains at boot time

Remaining Issues

BM25 Knowledge Retrieval Quality (RESOLVED)

All 3 previously failing queries now pass after BM25 improvements. The fixes include stop word filtering, a 2-pass stemmer, exact match boost, and a query coverage bonus.

Pending AI-OS Phases

Roadmap

Near-Term

Long-Term (Future Phases)

Appendix: Commands

# Run all tests
python -m pytest tests/ -v

# Run API server
python -m uvicorn api.main:app --reload

# Import smoke check
python -c "from core import BrainController; bc = BrainController(); print(bc.boot_system().success)"

# Download all knowledge datasets (parallel, official sources)
python scripts/download_official_datasets.py

# Download a single source
python scripts/download_official_datasets.py --source gsm8k

# Download C4 with limited shards (testing)
python scripts/download_official_datasets.py --source c4 --max-files 2

# Run full ingestion in background (detached)
powershell -ExecutionPolicy Bypass -File scripts/run_full_ingestion.ps1

# Run conversation stress test
python scripts/conversation_stress_test.py 20 8 1000

# Run conversation intelligence simulation
python scripts/conversation_intelligence_sim.py

# Run creative stack demo
python scripts/demo_creative.py

# Run comprehensive conversation test suite
python scripts/conversation_suite.py

Appendix: Directory Layout

C:\Users\pctob\Desktop\Condrox AI Coder
├── core/                 # Core Intelligence Layer
│   ├── brain/            # BrainController, BrainState, BrainConfig
│   ├── pipeline/         # 18-stage cognitive pipeline
│   ├── memory/           # Semantic memory
│   ├── knowledge/        # Vector knowledge backend + loader
│   ├── cognition/        # Reasoning, context, strategy, meta-learning
│   ├── engines/          # HWA, PBE, DCL, Heartbeat
│   ├── personality/      # Profile-based response styling
│   ├── security/         # Input/output security
│   ├── ethics/           # Content policy checks
│   ├── boot/             # Boot orchestration
│   ├── conversational/   # 26 CI components (Phase 2: COMPLETE)
│   ├── agents/           # 5 mode agents (Phase 3: COMPLETE)
│   ├── creative/         # Emotion to Music stack (Phase 4: COMPLETE)
│   ├── storage/          # SQLite persistence backend (Phase 9: COMPLETE)
│   ├── word_identity/    # Word Identity System (Phase 14: COMPLETE)
│   └── os/               # AI Operating System (Phase 13-A: COMPLETE, 13-B: PENDING)
├── api/                  # FastAPI REST service + admin routes
├── dashboard/            # React 19 + TypeScript + Vite frontend
├── tests/                # pytest suite (938 passing)
├── config/               # YAML + JSON configuration
├── Docs/                 # All project documentation
├── scripts/              # Utility scripts
├── k8s/                  # Kubernetes manifests
├── monitoring/           # Prometheus config
├── Report/               # Professional report system
├── Fullraport/           # This full system report
├── requirements.txt
├── Dockerfile
├── docker-compose.yml
├── LICENSE
├── README.md
├── AGENTS.md
├── PROGRESS.md
└── index.md

Appendix: Dependencies

Appendix: API Endpoints