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Achievement: Pull Sharkx2Achievement: YOLO

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Achievement: Pull Sharkx2Achievement: YOLO

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loki1001/README.md
Visual summary of Lokaranjan Munta's work across model serving, grounded agents, evaluation and replay, and cloud AI platforms; details follow.

Software engineer at Cisco building AI platform systems across model serving, retrieval-grounded agents, LLM evaluation and replay, and cloud-native infrastructure.

Master of Computer Science student at UIUC · Open to: Applied AI / AI Platform · Backend · Infrastructure · Forward-Deployed Engineering

Current engineering focus

  • Model infrastructure: GPU-backed vLLM serving, Qwen3 embeddings, and LiteLLM/OpenAI-compatible model integrations.
  • Grounded agent systems: RAG and MCP retrieval with diagnostic context; developing direct source-code inspection and evidence guardrails.
  • Evaluation and reliability: defect- and code-derived ground truth, deterministic and LLM-as-a-judge scoring, Temporal replay, PostgreSQL/S3 persistence, Grafana observability, and CI-integrated regression testing.

Public work & contributions

🔌 Couchbase JetBrains Plugin

OPEN SOURCE · JAVA/SWING

Built a dialog and runner for configuring, executing, and stopping Couchbase Pillowfight workloads from JetBrains IDEs.
View merged PR #20 →

🗺️ Along The Way

TEAM CONTRIBUTION · REACT/TYPESCRIPT

Implemented route-aware discovery and detour filtering with Google Maps/Places, plus Firebase persistence for routes and Gemini-assisted chat.
Explore five merged PRs →

🥘 MealMate

APPLIED AI · DJANGO

Built pantry-aware recipe generation, authenticated recipe storage, and recipe-scoped cooking assistance.
Explore the project →

More experiments: QuantumGameHub — four simulator-backed Qiskit demos exploring interference, entanglement, Bernstein–Vazirani, and measurement-driven art.

Working stack

  • Models and inference: vLLM · Qwen3 embeddings · LiteLLM · AWS Bedrock · OpenAI-compatible APIs
  • Agents, retrieval, and evaluation: Python · MCP · RAG · LanceDB · LLM-as-a-judge
  • Backend and orchestration: Java · TypeScript · Temporal · PostgreSQL · S3
  • Platform and operations: Kubernetes · Helm · Docker · AWS · Grafana · GitHub Actions

Pinned Loading

  1. Couchbase-Ecosystem/couchbase_jetbrains_plugin Couchbase-Ecosystem/couchbase_jetbrains_plugin Public

    A Couchbase Plugin for the Jetbrains Platform

    Java 11 1

  2. MealMate MealMate Public

    Django application for pantry-aware recipe generation and contextual cooking assistance with OpenAI.

    Python

  3. ChessNeuralNetwork ChessNeuralNetwork Public

    Playable chess AI combining minimax/alpha-beta search with a CNN position evaluator trained from Stockfish-labeled positions.

    Python 3 1

  4. JustChung/along-the-way JustChung/along-the-way Public

    A web app to find destinations along a route

    TypeScript

  5. CS4250FinalProject CS4250FinalProject Public

    Python

  6. QuantumGameHub QuantumGameHub Public

    Four simulator-backed Qiskit demos exploring interference, entanglement, Bernstein–Vazirani, and measurement-driven art.

    Python