RM
exploring software engineering & data roles

// hi, I'm

Software engineer based in Long Beach, building Python backends, REST APIs, and AI-powered applications with a focus on LLM systems, RAG, and reliable, well-tested software.

I'm a software engineer building Python backends, REST APIs, and AI-powered applications. I focus on shipping reliable, scalable, and well-tested software from ETL pipelines and event-driven automation to services that stay dependable in production.

I'm skilled in large language model (LLM) systems, retrieval-augmented generation (RAG), and machine learning, with hands-on work across semantic search, embeddings, prompt engineering, and model evaluation.

  • Open toSoftware engineering roles
  • Based inLong Beach, CA
  • FocusBackend · APIs · AI/ML
Full-time

Python Engineer

PayGURU Technosoft Private Limited

Built and maintained Python backend services and REST APIs across 25+ client sites for 5,000+ active users. Built and maintained 10+ Python backend services and REST APIs (FastAPI) across 25+ client sites, cutting manual operations by 60%+ via automated onboarding, sync, and reporting. Designed ETL and data pipelines processing 50,000+ daily records into validated datasets, with monitoring and alerting that sustained 99.5%+ uptime in production. Developed event-driven automation services and scheduled jobs in Python to streamline repetitive operational workflows. Triaged and resolved 100+ defects via root-cause analysis and hotfix deployments for 5,000+ active users.

PythonFastAPIREST APIsETLAsyncIOEvent-Driven
Internship

Data Science Intern

SlashMark IT

Developed Python and SQL backend APIs and data workflows supporting 2,000+ users. Developed Python and SQL backend APIs and data workflows supporting 2,000+ users, taking 3+ features end-to-end from scoping to deployment. Built data processing and image classification modules with Python ML libraries, reducing manual review effort by approximately 35%. Refactored legacy services and added unit tests to eliminate recurring production failures.

PythonSQLMLpytestGit
Observability · AI

Observability & Incident Debugging Platform

Traces, metrics, and RAG-assisted root cause

An observability stack that instruments FastAPI microservices with OpenTelemetry and streams traces, logs, and metrics into ClickHouse, with a RAG assistant that suggests incident root causes. Instrumented three FastAPI microservices with OpenTelemetry, streaming telemetry via Redpanda into ClickHouse and sustaining ~8K events/sec in k6 load tests. Rewrote the payment service in Go with gRPC for internal calls, cutting p99 latency from ~210 ms to 45 ms. Added a RAG incident assistant: a fine-tuned DistilBERT tags incidents, runbooks are retrieved from Qdrant, and the Claude API suggests root causes, rejecting answers without evidence citations.

GoPythonPyTorchOpenTelemetryClickHouseQdrantClaude API
View on GitHub
Distributed · Infra

Event Contract Quarantine & Replay Platform

Schema-validated Kafka events with safe replay

A Go service that validates Kafka events against versioned JSON Schema contracts, quarantines bad payloads with full lineage, and safely replays them once fixed. Validated Kafka events against versioned JSON Schema contracts, quarantining bad payloads to PostgreSQL with full lineage for later replay. Built an idempotent, Redis-deduplicated replay path with tests covering duplicate delivery and mid-replay schema changes. Deployed on Kubernetes with Helm and AWS provisioned via Terraform; verified zero event loss with pod-kill chaos tests and GitHub Actions CI.

GoKafkaKubernetesTerraformAWSRedisPostgreSQL
View on GitHub
LLM · RAG

LLM-Powered Knowledge Assistant

RAG over a large knowledge base

An LLM-powered retrieval-augmented generation (RAG) application that answers natural-language questions over a large knowledge base using semantic search and source-grounded generation. Engineered the retrieval pipeline, including chunking, embeddings, and vector search over pgvector with reranking, to improve relevance and minimize hallucinations. Added a RAGAS-style evaluation harness to catch quality regressions and flag low-confidence responses before output. Containerized the service with Docker.

PythonFastAPILangChainOpenAI APIpgvectorDocker
ML · Real-Time

Real-Time Risk Detection & Alerting Pipeline

Vision + weather fused for context-aware alerts

A real-time pipeline that trains a CNN image classifier and fuses predictions with live weather APIs to generate context-aware risk alerts. Cut end-to-end inference latency by 50%+ using AsyncIO-based concurrent fetching and batched TensorFlow inference. Structured modular, independently testable components (ingestion, validation, inference, alerting) for reliable deployment.

PythonTensorFlowOpenCVAsyncIOREST APIs
NLP · Data

NLP Sentiment Analysis & Triage System

Dual-model classification with SQL persistence

A dual-model NLP pipeline combining lexicon scoring and fine-tuned BERT for sentiment classification, with results persisted to a normalized SQL schema. Built a dual-model NLP pipeline (lexicon scoring plus fine-tuned BERT) for sentiment classification, benchmarking accuracy trade-offs and persisting results to a normalized SQL schema.

PythonHugging FaceBERTNLTKSQL

Languages

  • Python
  • Java
  • C/C++
  • SQL
  • JavaScript/TypeScript
  • HTML/CSS

AI / ML / LLM

  • LLM Applications
  • RAG
  • Prompt Engineering
  • Embeddings
  • Semantic Search
  • NLP
  • Transformers
  • TensorFlow
  • Hugging Face
  • scikit-learn
  • OpenAI API
  • LangChain

Backend & APIs

  • FastAPI
  • Flask
  • REST API Design
  • AsyncIO
  • Event-Driven Architecture

Data & DevOps

  • PostgreSQL (pgvector)
  • MySQL
  • MongoDB
  • Vector Databases
  • Data Pipelines
  • Pandas
  • NumPy
  • AWS
  • Azure
  • Docker
  • CI/CD (GitHub Actions)
  • Git
  • pytest
  • Postman
  • RAGAS

// let's talk

Got a role, a project, or a great coffee spot in mind?

I'm open to software engineering opportunities and always happy to chat. The fastest way to reach me is email.

// off the clock

Good coffee around Los Angeles

When I'm not shipping pipelines, I'm usually chasing a good flat white. A few of my favorite spots around the city:

  • La La Land Kind CafeLos Angeles
  • Chamberlain CoffeeLos Angeles
  • Salted Butter CompanyLos Angeles
  • Reinne's PlaceLong Beach
  • BLK Dot CoffeeLong Beach