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mankala29/README.md

Hi there, I’m Sweta 👋

Software Engineer (Product Strategy) | Data Engineer | Platform & Analytics


I build data and software systems that are reliable, scalable, and actually useful.
My sweet spot sits at the intersection of data engineering, product thinking, and platform design — turning complex systems into things teams can trust and move fast with.

🧠 What I do

  • Build and shape data systems that enable faster product iteration and trustworthy decision-making
  • Work on product-facing engineering problems with a strong focus on strategy and impact
  • Translate business problems into clean, maintainable technical solutions
  • Care deeply about data quality, governance, and long-term system health

🔭 I'm currently working on

Designing and evolving data systems for high signal, high risk environments, while exploring how modern data platforms can move from data delivery → decision leverage

✨ I believe great engineering is calm, intentional, and built to last.

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  1. c11-wasm-verified-expr-compiler c11-wasm-verified-expr-compiler Public

    A verified expression compiler with WASM + CUDA backends and a Lean 4 correctness proof. Zero sorry. Zero axioms. Kernel-checked.

    Lean

  2. trace-guard trace-guard Public

    How context quality affects LLM fraud detection — Mistral AI eval experiment with Pass³, DeepEval, LLM-as-judge, and counterfactual sensitivity

    Python

  3. the-context-problem the-context-problem Public

    An experiment proving that LLM output quality is determined by context quality that covers retrieval degradation, MVCC snapshot isolation, feedback loops, and token budget prioritization.

    Python

  4. llm-gateway llm-gateway Public

    Governance-Aware LLM Gateway: FastAPI + Claude with context scoping, risk flags, confidence thresholds, and audit logging

    Python

  5. log-observability-pipeline log-observability-pipeline Public

    Real-time log ingestion and anomaly detection pipeline using Kafka, Apache Flink, Vector, and MinIO

    Python

  6. polaris-with-minio polaris-with-minio Public

    Setting up Apache Polaris Catalog with Minio

    Jupyter Notebook