Rithesh Bashetty@Rithesh

## What This Project Actually Does - Simulates multi-gate telemetry validation - Provides a strict / moderate / soft prompt grounding builder - Uses environment variables (no hardcoded secrets) - Includes structured logging - Comes with a complete pytest test suite - Has GitHub Actions CI This is **not** a production RAG system, and it does **not** call real IBM watsonx, Milvus, FAISS, Redis, or PostgreSQL services. --- ## Quick Start ```bash git clone https://github.com/AnticipatedD/VANE-SPACE-SLA.git cd VANE-SPACE-SLA python -m venv .venv source .venv/bin/activate # Windows: .venv\Scripts\activate pip install -r requirements.txt cp .env.example .env pytest --cov=. --cov-report=term python vane_space_init.py ``` --- ## Project Structure VANE-SPACE-SLA/ ├── vane_space_init.py ├── strict_prompt_builder.py ├── requirements.txt ├── .env.example ├── .github/workflows/ci.yml ├── tests/ │ ├── test_vane_space_init.py │ └── test_strict_prompt_builder.py └── README.md --- ## Author **MD ABUL HOSSAIN** IBM Business Partner Plus European F&T Expert ID: EX2026D1473148 Web of Science ResearcherID: QQZ-6739-2026 | ORCID: 0009-0004-4378-5298 Microsoft Learn Level 10 (90 badges, 17 trophies)

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🌎 Online Hackathon | 💻 Month-long challenge | Dates: Sep 1–30, 2026 | 🏆 $10,000 Prize Pool ($5k cash + $5k in AAI credits) A month-long online challenge run by lablab.ai together with AssemblyAI, the Voice AI infrastructure company for builders. Every participant builds on AssemblyAI. You can join at any point — registration stays open for the whole build window, so you can start on day one or pick the project up halfway through and still submit. 🌍 Fully online hackathon. Join and build from anywhere in the world.