San Francisco, California · Open to relocate

Building intelligent data platforms and LLM products with real-world impact.

AI & Data Engineer specializing in production GenAI, RAG evaluation, agent reliability, and data-platform engineering. My GitHub portfolio now maps directly to the roles I target: MCP developer tooling, AI reliability, enterprise RAG, agent orchestration, real-time decisioning, and data quality.

Impact metrics

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Public GitHub repositories

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AI/data portfolio systems

0%

Time-to-production decrease

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Retrieval accuracy increase

Primary focus

GenAI orchestration, RAG/agent reliability, streaming analytics, and data-quality control planes.

About

I design decision intelligence systems that blend streaming data, vector search, LLM reasoning, and reliability gates. My background spans production GenAI accelerators, Snowflake/AKS data platforms, and public GitHub systems built for repeatable evaluation.

Recent portfolio work includes MCP code-intelligence tooling, RAG evaluation, agent safety scorecards, access-aware enterprise search, workflow orchestration, decision intelligence, data contracts, lineage, and a local marketing lakehouse. Each project is linked from the projects page for role-specific tailoring.

RAG evaluation, citations, grounding, and hallucination-risk checks

MCP developer tools for repository memory, architecture search, trace, and impact analysis

Agent orchestration with retries, budgets, HITL checkpoints, and traces

Data contracts, lakehouse quality gates, lineage, and real-time decision monitoring

Skills

Core stack

Programming & Frameworks

PythonJavaJavaScript/TypeScriptBashC++Node.jsReactSpring BootFastAPIFlaskDjangoQTLangGraph

AI & Machine Learning

LangChainLlamaIndexGemini APIsTensorFlowKerasPyTorchRAG PipelinesPrompt EngineeringSageMakerMLflowKubeflow

Cloud & DevOps

AWS (Lambda, S3, CloudWatch, CodeDeploy)AzureGCPDockerKubernetesGitCI/CD PipelinesN8N

Data Engineering & Analytics

KafkaPostgreSQLMySQLSnowflakeMongoDBBigQuerySupabasePineconeChromaDBTableauPower BIStreamlitETL PipelinesConfluent Kafka Cloud

Security, Monitoring & Automation

RESTful APIsOAuthSAMLJWTMicroservicesDevSecOpsPrometheusGrafanaELK Stack

Experience

Lead Data Engineer

Allata

Mar 2025 – Present
  • Ingested and harmonized streaming marketing data into a Snowflake Medallion architecture across LinkedIn, TikTok, Meta, BingAds, GoogleAds, DV360, CM360, Impact.
  • Automated ETL pipelines using Python, GitLab, and Azure Kubernetes Service (AKS).
  • Delivered Tableau dashboards on the Snowflake Gold layer for real-time insights across 5+ KPIs.
  • Increased dashboard adoption by 45% and reduced manual report requests by 60%.
Client Story: Unified Data Platform for Fitness Education Leader

AI Software Developer

Gamut Source LLC

Mar 2024 – Mar 2025
  • Built a multimodal GenAI accelerator with LangChain, Streamlit, and open-source LLMs; reduced time-to-production by 80% with LLM-as-a-Judge + MLflow automation.
  • Developed RAG and fine-tuning pipelines on Databricks using PyTorch, Python, and PySpark; improved retrieval accuracy by 38% and cut latency by 27%.
  • Shortened model deployment cycles by about 40%.

AI / Full Stack Software Engineer

Aasquare Academy

May 2023 – Feb 2024
  • Automated an AI newsletter engine using FastAPI, LangChain, and LlamaIndex; reduced manual workload by 70% with SMTP personalization.
  • Implemented serverless CI/CD with Docker, AWS Lambda, and CodeDeploy using blue/green deployments; reduced deployment failures by 55% and release time by 40%.
  • Built N8N workflows for RAG querying and integrations; improved test reliability with PyTest, JUnit, and review protocols to 85% coverage.

Projects

Project archive

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Open the full project page with GitHub repositories grouped around MCP developer tooling, AI reliability, RAG evaluation, agent orchestration, data quality, decision intelligence, and applied systems.

Certifications

  • Academy Accreditation - Databricks Fundamentals — Databricks (Issued Jan 2026)
  • Claude Code: A Highly Agentic Coding Assistant — DeepLearning.AI (Issued Aug 2025)
  • AI Software Developer — micro1 (Issued May 2025)
  • AWS Cloud Practitioner — Amazon
  • TensorFlow Developer Certificate
  • Prompt Engineering for Vision Models — DeepLearning.AI (Issued May 2024)
  • Build Your Generative AI Productivity Skills with Microsoft and LinkedIn — Microsoft (Issued Apr 2024)
  • Alteryx Foundational Micro-Credential — Alteryx (Issued Mar 2024, Expires Mar 2026)
  • Machine Learning Fundamentals Micro-Credential — Alteryx (Issued Mar 2024, Expires Mar 2026)
  • TensorFlow on Google Cloud — Google Cloud Training Online (Issued Mar 2024)
  • Microsoft Technology Associate (MTA) — Microsoft (Issued Jun 2019)
  • Building Systems with ChatGPT API — DeepLearning.AI
  • ChatGPT Prompt Engineering for Developers — DeepLearning.AI
  • Evaluating and Debugging Generative AI — DeepLearning.AI
  • Finetuning Large Language Models — DeepLearning.AI
  • LangChain for LLM Application Development — DeepLearning.AI
  • Research Based Winter Training — National Chung Cheng University
  • Robotics Industrial Training — Nanhua University

Education

MS Computer Science

California State University, Northridge

Jan 2022 – May 2024

BTech Computer Science

Kalinga Institute of Industrial Technology

Jul 2017 – May 2021

Socials

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Contact

Open to AI/Data Engineering roles focused on GenAI platforms, RAG/agent reliability, data platforms, and decision intelligence systems. GitHub projects are linked for fast role-specific review.

Email

sameermir2195@gmail.com

Phone

(+1) 469-967-9022