Jev: The AI Model That Doesn't Generate Text
The AI industry has spent the last few years making language models better at generating text.
Available for Cloud & AI Architecture Consulting
Cloud & AI Solutions Architect
Designing resilient AWS cloud platforms and taking generative AI systems from prototype to production.
I help startups and enterprises architect, migrate, and optimize mission-critical AWS workloads — and build production-ready generative AI, RAG, and agentic systems with a rigorous focus on reliability, security, and cost efficiency.
What I Do
AWS Architecture Design
Reference architectures for secure, scalable, and resilient systems aligned with the AWS Well-Architected Framework, including the Generative AI Lens.
Generative AI & LLM Solutions
Production-grade AI applications on Amazon Bedrock and SageMaker: RAG over private knowledge, prompt and evaluation pipelines, guardrails, and cost-aware model selection.
AI Agents & Intelligent Automation
Tool-using agents and event-driven workflows that automate document processing, support operations, and internal back-office tasks with human-in-the-loop controls.
Data Platforms & MLOps
Ingestion, vector stores, feature and embedding pipelines, model deployment, monitoring, and retraining workflows that keep AI systems accurate over time.
Cloud Migration & Modernization
Phased migration strategies, re-platforming, and modernization of legacy workloads to cloud-native, serverless, and AI-ready AWS services.
DevOps & Platform Reliability
CI/CD automation, infrastructure as code, observability, operational runbooks, and incident-ready systems for production cloud and AI workloads.
Core Technologies
AWS Core & Compute
Foundational infrastructure, compute, and networking for production services.
ECS
EKS
Lambda
Step Functions
API Gateway
S3
CloudFront
VPC
Applied AI & Bedrock
Foundational and fine-tuned model infrastructure on managed AWS AI stacks.
Amazon Bedrock
SageMaker
Bedrock Knowledge Bases
Guardrails
RAG Pipelines
Claude / Llama
Databases & Vector Stores
High-throughput transactional, analytical, and semantic search data stores.
Aurora RDS
DynamoDB
OpenSearch
pgvector
Redis
Athena
Platform & Infrastructure as Code
Declarative automation, delivery pipelines, and deep observability.
Terraform
Docker
Kubernetes
GitHub Actions
CloudWatch
OpenTelemetry
Proof & Outcomes
Reliable Cloud Migrations
Delivered staged AWS migrations with rollback-safe releases, cutover planning, and zero unplanned downtime for mission-critical systems.
AI Moved to Production
Turned fragile AI prototypes into governed, monitored services with grounded retrieval, latency optimization, and automated evaluation checkpoints.
Accelerated Delivery Pipelines
Implemented CI/CD and immutable infrastructure automation that eliminated manual deployment toil and increased release velocity.
Cloud & Inference Cost Discipline
Reduced compute and LLM token expenditures through architectural right-sizing, caching, model tiered routing, and usage-aware scaling.
Recent Writing
Read all articles
AWS Landing Zone - A Technical Guide to Enterprise Cloud Foundations
When an organization starts using AWS, the first few teams can usually create resources manually:
If You Can’t Measure Your LLM, You Can’t Reliably Improve It
Many AI teams monitor latency and token usage but still don't know why their production AI system is failing.
Stop Choosing Models by Benchmark Score
A model that ranks #1 on a public benchmark may be the wrong model for your production workload.
Vector Search Isn't Always Enough for RAG
Vector search is powerful because it retrieves documents based on semantic meaning, not just exact words.
Why RAG Needs End-to-End Evaluation?
A production RAG system is not one component. It is a multi-stage retrieval and generation pipeline, and every stage can introduce failure.
Developer & Data Tools
Email Verifier
Free bulk Email Verifier tool. Validate syntax, DNS/MX records, and disposable addresses with instant CSV export.
Browser Image Tools
Private, 100% in-browser image tools: compress, resize, crop, convert, upscale, watermark, and passport photo maker.
Industry Experience: Healthcare systems, B2B SaaS, data platforms, and high-compliance enterprise workloads.
Available for strategic architecture reviews, Well-Architected audits, and hands-on consulting.