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Sandeep · Sandy-SP · AI Solutions Engineer

I build AI systems that ship.

I've worked in software since 2016, self-taught, across finance, web design, e-commerce and gaming.In 2023 I turned my focus to AI and taught myself retrieval-augmented generation, multi-agent systems and agentic workflows.I live in open-source tooling: I test new AI tools in my spare time and bring what holds up into my client and personal projects.

How I build

Three habits that keep AI systems honest.

  1. 01Retrieve

    Ground every answer in a source.

    Chunk documents by meaning rather than character count, combine vector search with keyword search, re-rank, and return citations with every answer so people can check it.

    Pinecone · pgvector · BM25 · re-rankers

  2. 02Orchestrate

    Small agents with clear contracts.

    Each agent gets one job, typed tool schemas, and a budget. A critic step reviews the output before anything is written back. State lives in a graph you can replay.

    LangGraph · LangChain · FastAPI · AsyncIO

  3. 03Evaluate

    Measure before it ships.

    Evaluation suites run in CI like unit tests. Every production failure becomes a regression case, so the same mistake is caught the next time.

    Ragas · DeepEval · Docker · GitHub Actions

Explore

01Work9 projectsOpen-source tools for LLM context, local models, audio data and privacy.02Journey10 stopsFrom QA in Hyderabad to AI engineering in the US, on a globe.03Stack4 layersThe tools I use across AI, backend, cloud and front end.

Contact

Let's build something useful.

I'm open to AI engineering roles and to consulting.Email is the fastest way to reach me.

Email me LinkedIn ↗GitHub ↗