MS.

Senior AI Engineer · Pampanga, PH

Mollie May
Simpron.

From intelligent agents to production infrastructure, I build AI systems that turn complex workflows into measurable business results.

8+ years across AI, software engineering, and cloud-native systems.

Explore my work ↗Let’s connect
40%Less manual coordinationProject management assistant
50K+Feedback records / dayRetail intelligence engine
95%Classification accuracyMultilingual documents
99.9%Service uptimeCritical document processing
01 / Selected work

Engineering with impact.

Selected initiatives from my professional experience, spanning enterprise AI, data platforms, and distributed systems.

6 projects

01 / AI Advance Consulting

Multi-agent project assistant

Designed a modular LLM-powered assistant that connects meeting conversations to project execution.

40%reduction in manual coordination
GPT-4oLangGraphRAGMCPAzure AI Search
Explore the implementation
  • Automated meeting summaries, task extraction, and Jira/Slack updates.
  • Built custom Model Context Protocol servers for standardized information exchange between agents.
  • Used Power BI to monitor accuracy, response times, and engagement; deployed through Azure OpenAI and Azure ML.

02 / AI Advance Consulting

Retail sentiment intelligence

Built a sentiment engine to analyze consumer reviews, support transcripts, and retail channel feedback at scale.

92%accuracy across 50,000+ daily feedback records
BERTPandasAirflowRedisDocker
Explore the implementation
  • Fine-tuned BERT models and performed exploratory analysis to identify satisfaction drivers and purchasing trends.
  • Automated ingestion and retraining with Airflow and Docker; added Redis caching to reduce inference latency.
  • Insights contributed to a 15% increase in customer satisfaction and brand loyalty through messaging and product improvements.

03 / KREBSoft

Multilingual document intelligence

Engineered resilient processing for Japanese, English, and Chinese Safety Data Sheets (SDSs).

95%document classification accuracy
Document AIClaudeGPT-4GeminiPython
Explore the implementation
  • Automated document type, language composition, and format quality detection.
  • Implemented fallback mechanisms between LLMs to improve processing resilience.
  • Translated complex regulatory requirements into technical specifications with chemical domain experts.

04 / KREBSoft

Chemical data platform

Built a pipeline that collects chemical substance data from regulatory sources into a centralized information system.

24-hourscheduled crawler deployment cycle
BigQueryCloud RundbtGitHub Actions
Explore the implementation
  • Implemented parallel-processing crawlers for NITE CHRIP and TSCA regulatory databases.
  • Built cloud-native ETL with Cloud Storage and BigQuery; established dbt staging models and source configurations.
  • Added dbt_expectations quality checks and automated crawler deployment as Cloud Run jobs.

05 / New Dawn AI

Distributed backend services

Developed Node.js and Go services for transaction processing, authentication, validation, and risk assessment.

5Go microservices targeted for performance improvements
GoNode.jsgRPCKafkaGraphQL
Explore the implementation
  • Optimized HTTP clients, addressed memory leaks, and implemented context-based timeouts.
  • Improved gRPC connection management and DNS caching behavior in Kubernetes for resilient rolling updates.
  • Migrated REST APIs to GraphQL on a Go backend and integrated with a React frontend.

06 / New Dawn AI

Cloud delivery & application security

Connected secure APIs, asynchronous messaging, and automated delivery for scalable applications.

GKEcontainer orchestration and delivery
KubernetesDockerPub/SubOAuth 2.0JWT
Explore the implementation
  • Built CI/CD pipelines with GitHub Actions, Docker, and Google Kubernetes Engine.
  • Used Google Cloud Pub/Sub for reliable asynchronous messaging in healthcare application microservices.
  • Implemented OAuth 2.0 and JWT authentication with Passport.js; integrated Elasticsearch for improved data retrieval.
02 / Career journey

A foundation built in production.

Jan 2026 – Present

Senior AI Engineer

AI Advance Consulting Corporation

  • Built multi-agent LLM applications and custom MCP servers for enterprise workflows.
  • Deployed AI solutions with Azure OpenAI and Azure ML, with evaluation, monitoring, and security controls.
  • Automated data ingestion and retraining pipelines; delivered consumer insights that contributed to a 15% increase in customer satisfaction and brand loyalty.
Nov 2021 – Dec 2026

Senior Software Engineer

KREBSoft inc.

  • Engineered resilient multilingual AI document processing with fallback mechanisms across LLMs.
  • Built chemical data crawlers and cloud ETL pipelines using BigQuery, Cloud Run, and dbt.
  • Automated deployments with GitHub Actions and supported 99.9% uptime for critical document processing services.
Jun 2016 – Oct 2021

Software Developer II

New Dawn AI LLC

  • Developed Node.js and Go microservices, REST and GraphQL APIs, and React integrations.
  • Improved service performance and resilience with gRPC, Kafka, and Google Cloud Pub/Sub.
  • Built secure authentication and CI/CD pipelines with Docker, Kubernetes, and GitHub Actions.
03 / Technical toolkit

Across the full stack.

From model orchestration and data quality to APIs, infrastructure, and operational reliability.

AI & orchestration

Multi-agent workflows, retrieval, model integration, and runtime evaluation.

GPT-4oClaudeGeminiLangGraphMCPRAGBERTAzure OpenAIAzure ML

Data & analytics

Ingestion, transformation, exploration, and quality-controlled data pipelines.

PythonPandasNumPyMatplotlibAirflowdbtBigQueryPower BIAzure AI Search

Backend & interfaces

APIs and distributed services with secure authentication and reliable messaging.

GoNode.jsExpress.jsReactRESTGraphQLgRPCKafkaOAuth 2.0JWT

Cloud & operations

Container delivery, orchestration, storage, and service reliability.

Google CloudAzureDockerKubernetesGKECloud RunGitHub ActionsJenkinsRedisPostgreSQLMongoDBElasticsearch
04 / Education

The foundations.

Bachelor of Computer Science

University of the Philippines Diliman

Aug 2012 – May 2016

Let’s build something
that makes a difference.

Connect with me about AI engineering, intelligent workflows, and scalable software.

mollie.simpron@outlook.com ↗+1 (689) 353-4340Pampanga, Philippines