Yogesh Murugan

Proof of Experience

Tredence Inc. · Sep 2025 – Present

Architected an OTLP-based distributed tracing gateway on FastAPI, asyncio and grpcio receiving traces across agents, APIs and MCP servers.
Built a pipeline for PII redaction (credentials, cards, emails), rule-based error detection and dual-tier storage in PostgreSQL and ADLS Gen2 Delta Lake.
Integrated Arize Phoenix for LLM span inspection, latency dashboards and automated evaluations for hallucination, toxicity and relevance.
Developed an end-to-end Text-to-SQL application with LangGraph, LangChain and Azure OpenAI to convert natural language into executable SQL.
Orchestrated agents: Intent Classifier, Date Standardizer, Entity Matching, Divide-and-Conquer Reasoning, CoT Refiner and SQL Fixer, with schema RAG retrieval and LangSmith tracing.
Built an enterprise AI agent execution engine in Python 3.10+ using Hexagonal Architecture.
Routed requests via Azure Service Bus to Databricks-hosted Anthropic Claude with Unity Catalog tools, streaming real-time responses to Web and Teams via Azure Web PubSub.

fxis.ai · Apr 2025 – Sep 2025

Optirise Softwares · Apr 2023 – Apr 2025

Developed a hybrid classifier using Regex, BERT and DeepSeek LLM, achieving 99% accuracy.
Implemented anomaly detection routines and statistical feature engineering to optimize classification speed and context understanding for enterprise log streams.
Built a Query Agent with FastAPI, Weaviate and GPT-4 featuring dynamic retrieval depth (top_k = 10 / 40 / 120) and chunked summarization.
Engineered a chunked summarization fallback pipeline with direct answer extraction and vector deduplication to deliver contextual responses without token limit errors.

JSpiders - Training & Development Center · Mar 2022 – Dec 2022

No completed sessions yet. Anything Yogesh finishes shows up here with the evidence behind it.