I take your AWS GenAI architecture to production
Architecture reviews, implementation sprints, and advisory for teams building with Amazon Bedrock and AgentCore. No theory that’s already in the official docs — real implementation, with the problems that only show up when code runs in a real AWS account.
Who I work with
- CTOs and heads of platform evaluating Bedrock for production who need technical validation before committing budget
- Cloud architects stuck with AgentCore in preview, without reference documentation for real cases
- Platform teams that need to accelerate the GenAI learning curve without hiring a full-time specialist
- Mid-sized companies already experimenting with Bedrock but unsure how to take the prototype to production
How I work
🎯 Production Readiness Review
I review your current or proposed Bedrock/AgentCore architecture before it scales to production. I identify technical risks, non-obvious costs, security gaps, and trade-offs that the official documentation doesn’t mention.
What’s included:
- Architecture analysis against the AWS Well-Architected Framework (with emphasis on the GenAI Lens)
- Review of Guardrails configuration, IAM, and account separation
- Real cost estimation (including OpenSearch Serverless, minimum OCUs, agent token amplification)
- Identification of scalability and latency risks
- Prioritized implementation roadmap
Deliverable: A 15-25 page technical document with prioritized findings, actionable recommendations, and a mitigation roadmap.
Who it’s for: Teams that have already started building and need a second opinion before continuing to invest.
🚀 Implementation Sprint
I work with your team to implement a concrete use case in Bedrock/AgentCore — production agent, enterprise RAG with Knowledge Bases, multi-agent orchestration, whatever you need. Pair programming with your engineers, not PowerPoint deliverables.
What’s included:
- Discovery and architecture design (week 1)
- Guided implementation with IaC (Terraform or CDK)
- Pair programming with your team
- Architecture Decision Records (ADRs) documentation
- Knowledge transfer to the internal team
- Handoff with operational documentation
Deliverable: System running in your AWS account + repository with maintainable code + technical documentation + handoff session with your team.
Who it’s for: Teams with a clear technical problem but who need specific GenAI expertise to avoid losing weeks exploring options.
💡 Advisory Retainer
Continuous support for teams already in production or close to it. An expert by your side without hiring full-time.
What’s included:
- Biweekly or weekly sessions (depending on the plan)
- PR reviews when you need them
- Quick escalation on architecture decisions
- Async Slack/email for specific questions
- Priority access for blocking issues
Who it’s for: Teams with an active GenAI platform that need continuous technical validation without the friction of hiring.
Why work with me
I don’t sell expertise — I demonstrate it. Every article on this blog is born from a real project:
- AgentCore Policy: Stop Your DevOps Agent from Destroying Production — Real Cedar policies implementation with findings not in the documentation
- Bedrock Structured Outputs: From Begging to Contract — Migration of a production agent, eliminated 130 lines of defensive code
- AgentCore Episodic Memory: Agents That Learn from Experience — Real DevOps case with boto3
- Real Benchmark: 5 Chunking Strategies in Knowledge Bases — 25 questions, 7 problems found when deploying with Terraform
What I publish is the sanitized version of the problems I’ve already solved.
Credentials
- AWS Golden Jacket (Top 1% of the global AWS community)
- AWS Community Builder (active)
- Former AWS Ambassador
- AWS User Group Leader
- 20+ in-depth technical articles on Bedrock, AgentCore, RDS, Lambda
- Speaker at international conferences on cloud architecture and GenAI
How we start
Schedule a 30-minute call. No commitment, no pitch. You tell me what you’re building, I tell you if I can help and how. If I’m not the best resource for your problem, I’ll tell you directly.
Prefer email? Write to me directly.
Enterprise projects (>$50K USD) require custom scoping. Let’s talk first.