MCP Token Cost: I Cut My MCP Server From 15 Tools to 4
Oct 26, 2026
A forward-thinking AI and Cloud Architect with hands-on expertise in Agentic AI, AI agents, AIOps, and DevOps, specializing in building and shipping production AI systems in the cloud. My experience spans multiple industries, where I design autonomous, multi-agent systems and GenAI solutions across LLMs, RAG pipelines, and tool-using agents that solve real problems. As an AWS Community Builder and content creator, I turn complex AI into secure, scalable, and cost-efficient solutions, and I share every step of the journey, the breakthroughs and the hard lessons, through in-depth articles and videos.
Technologies I work with
AWS
Azure
GCP
Kubernetes
Docker
Linux
DevOps
EKS
Git
GitHub
Jenkins
Terraform
Ansible
Databricks
My Career Journey
My Career Journey
Validated Skills & Expertise
Amazon Web Services (AWS)
Validates expertise in:
Amazon Web Services (AWS)
Validates expertise in:
Amazon Web Services (AWS)
Validates expertise in:
Amazon Web Services (AWS)
Validates expertise in:
Amazon Web Services (AWS)
Validates expertise in:
Amazon Web Services (AWS)
Validates expertise in:
Amazon Web Services (AWS)
Validates expertise in:
Microsoft Azure
Validates expertise in:
Microsoft Azure
Validates expertise in:
Google Cloud
Validates expertise in:
Things I have designed and shipped
An open-weight model that reads your subscriptions, predicts which ones are quietly wasting money, and names the exact cheaper plan for each. TabPFN-v2 ranks the ghosts worst first and Gemma 3 writes the verdict, 100% on your laptop, free, with no bank login.
A 100% local agent that triages your read-later backlog and keeps only the few articles worth your morning. TabPFN-v2 predicts what you will actually read and Gemma 3 explains why, fully offline, open-weight, and $0 per run.
A social-stealth game where Amazon Bedrock plays the guard and Strands Decider 2B makes every trust decision with a calibrated confidence score on each call. An Agent Experience Hackathon entry that turns agent decision-making into play.
A pricing copilot for marketplace sellers that runs on your laptop. TabPFN-v2 predicts the sell price from your own sales data and Gemma 3 writes the listing, at $0 per listing, with your data never leaving your machine.
A friendly first-run onboarding agent for any public GitHub repo. Built on AWS Lambda, Amazon Nova Pro (Bedrock), and Strands, it reads the real files, gives one ordered setup path, and turns errors into plain English.
An AWS agent that scores any GitHub repo 0 to 100 before you clone it, and proves which AWS limit is actually current by checking the real source rather than guessing. Read-only and evidence-backed.
Governance and compliance for AI agents on AWS. Traccia policies and guardrails block agents and prove EU AI Act compliance, built with Amazon Bedrock Nova Pro and Strands.
A read-only AWS account investigator crew (Bedrock Nova Pro and Strands) with agent-native observability through Traccia. It catches silent cost waste in multi-agent runs with per-agent cost tracking.
An autonomous operations agent that scans production every 30 minutes, investigates incidents by correlating metrics, logs, deployments, and topology, then opens a pull request with the fix. Built on Kiro Crew and the AWS DevOps Agent over MCP with a read-only IAM model and PR-only remediation.
An offline-first planting planner. TabPFN-v2 forecasts your last spring frost and Gemma 3 writes plain-language planting advice, on your own laptop, with no internet, no account, and no API bill. Nothing you type ever leaves your machine.
AI, Agentic AI & AWS Knowledge Sharing
Oct 26, 2026
Nov 03, 2026
AI agents, AWS, DevOps, and open-source tools, shown on video
1.8K views
Watch on YouTube1.9K views
Watch on YouTube109 views
Watch on YouTubeWhat I build, and how we can collaborate
Autonomous agents and multi-agent systems with tool use, orchestration, and the Model Context Protocol, from prototype to production on AWS.
Production AI infrastructure on AWS: Amazon Bedrock, model hosting, RAG pipelines, and cost-efficient, scalable AI platforms.
AI-driven operations and delivery: intelligent monitoring, automated incident response, CI/CD, and Infrastructure as Code that cut toil and mean time to resolution.
Secure, scalable AWS architecture for GenAI: Amazon Bedrock, foundation models, RAG, and GenAI application design optimized for performance and cost.
Architecture reviews, AIOps and AWS AI strategy, cost and reliability guidance, and hands-on help unblocking your team on agents, Bedrock, and infrastructure.
Sponsored videos, technical articles, tutorials, and honest product reviews for AI and AWS tools, delivered to an audience of 500,000+ views and 1,000,000+ impressions.
Brands I have collaborated with
Open to exciting opportunities and collaborations