Engineering
Production RAG Engineering Kit
Build RAG applications around reliable engineering contracts: document versions, safe updates, access boundaries, and answers with traceable evidence.
₹1,999INR · one-time purchase
No store account required. After verified payment, save your ZIP within the 30-minute access window. Delivery details
Review the license and purchase terms and refund policy. Hosting, API usage, ongoing engineering support and future versions are excluded unless expressly listed.
What’s included and what to expect
Includes a typed Python library and operator CLI, atomic document ingestion, SQLite vector storage, hybrid keyword/vector retrieval, tenant and group filtering, structured citations, cache invalidation, bounded retries, token accounting, and evaluation. Run the deterministic baseline without a cloud account, or connect to local Ollama models for semantic retrieval and generation.
The ZIP includes implementation, tests, realistic examples, architecture decisions, recovery procedures, Docker and CI tooling, and instructions for AI coding agents. Designed for a bounded local corpus, with clear extension paths and documented limits. Citation checks validate source quotes; application-specific evaluation is still essential for answer quality.
By Atul Sutar. One-time purchase. Digital download. Non-refundable except where required by applicable law.
Who it’s for
Developers building retrieval and generation around a bounded local corpus.
Requirements and supported scope
- Python development environment and a bounded local corpus.
- No cloud account or model needed for the deterministic baseline.
- Ollama and suitable local resources for optional real-model retrieval and generation.
Release details
- Version
- 1.0.1
- Delivery
- ZIP · 136 KB
- Filename
- production-rag-engineering-kit-v1.0.1.zip
- License
- Individual commercial license — draft; legal review pending. Ask about license terms before purchasing.
Why purchase this instead of generating it with AI?
AI can generate similar code and is useful for adapting these materials. The purchase gives you a specific engineering foundation to inspect: integrated examples, tests, documented decisions and explicit boundaries. Compare the included verification and limitations with your needs. You still need to configure, test and review changes for your own environment.
Start with the delivered version
Extract the ZIP and read its QUICKSTART or README before installing dependencies or deploying. Keep a copy of the archive and your order reference. Contact the store if download access expires or the file is unusable.