Real-Time Sentiment Insights
End-to-end analytics integrating OpenSearch, Amazon Comprehend, and Bedrock for LLM-driven sentiment and threat insight generation.
https://github.com/jitter-ai/aiml-realtime-opensearch-comprehend-sentiment-insights
AI/ML, Cybersecurity & Splunk Engineering
Agentic systems, RAG pipelines, threat detection, Splunk engineering, and SOC modernization across regulated industries. End to end.
LangGraph / Redis MCP / OpenSearch / LangChain / Bedrock / Python / FastAPI / Terraform / Docker / GitHub Actions / Glue / Kinesis / Iceberg / Spark / Kubernetes
Splunk / OpenSearch / Bedrock / LangChain / LangGraph / Redis MCP / MITRE ATT&CK / SIEM / SOAR / CrowdStrike / Tenable / SailPoint
AWS Glue / SageMaker / Fraud Detector / OpenSearch / Terraform / Docker / EKS
Splunk Enterprise / Splunk Enterprise Security (ES) / SageMaker / Bedrock / Glue / Kinesis
End-to-end analytics integrating OpenSearch, Amazon Comprehend, and Bedrock for LLM-driven sentiment and threat insight generation.
https://github.com/jitter-ai/aiml-realtime-opensearch-comprehend-sentiment-insights
Streaming fraud-detection architecture using Amazon MSK, Kinesis, OpenSearch, and Fraud Detector for live anomaly and risk scoring.
A cloud-shaped AI platform you can run on hardware you own: GitOps-managed Kubernetes, governed model serving, and one authenticated gateway for every AI tool, built to lift onto Amazon EKS.
AWS Workshop Studio is the platform where I built and delivered hands-on workshops for re:Invent - self-paced cloud environments that attendees deploy in their own AWS account to learn by doing. Each workshop is a full guided catalog with step-by-step instructions.
Hands-on workshop at re:Invent 2024. Built a retrieval-augmented generation (RAG) application using Amazon OpenSearch Service as the vector database and Amazon Bedrock Knowledge Bases for LLM-powered document intelligence. Attendees deployed the full stack - OpenSearch index, Bedrock model, and a search UI - in their own AWS account via a self-paced catalog.
https://catalog.workshops.aws/workshops/17bf325f-ea97-4011-b03a-8b7f68b2efd0/en-US
Hands-on workshop at re:Invent 2024. Demonstrated a healthcare-focused RAG chatbot emphasizing data governance, lineage tracking, and secure transformation pipelines. Covered Glue, Iceberg, and Bedrock for compliant, auditable AI - a live environment that attendees kept after the session.
https://catalog.workshops.aws/workshops/fd5d13ca-90a1-4d1e-b690-20020567e85c/en-US
AWS PartnerCast is the live-streamed partner enablement program where I built and presented technical sessions - the same format as re:Invent - deploying solutions for clients and partners to demonstrate different capabilities in AI, security, and analytics. Tap any link to watch.
Applied Generative AI and ML to Splunk security analytics by bridging OpenSearch, SageMaker, and Bedrock for conversational threat investigation.
Presentation https://vimeo.com/1104611723 Demo https://vimeo.com/1104611963
Unified SIEM by integrating Splunk and OpenSearch with OCSF normalization for real-time detection engineering and automated incident response.
Presentation https://vimeo.com/1104592171 Demo https://vimeo.com/1104592118
Real-time fraud detection with Amazon MSK, Kinesis, OpenSearch, and Fraud Detector for streaming analytics, ML-based risk scoring, and multi-sink alerting.
Presentation https://vimeo.com/1104604778 Demo https://vimeo.com/1104604690