avinash

AWS · GCP · Terraform · Kubernetes · Python · Go · Anthropic API and agent architectures · FinOps / cost engineering · DevSecOps · incident response. Decade of building and securing cloud infra.

Multi-agent architectures for read-only AI tools. How to keep confirmation bias from leaking across agent boundaries when context gets compacted. Harder than it sounds.

Ghost-hunter — an AI FinOps investigator that reasons through cloud bill spikes one hypothesis at a time. Two-agent design, seven-gate command validator, read-only by construction.

Fractional DevOps/cloud/security retainers for pre-seed startups. Free 20-min cloud-bill audits. Guest posts on AI agents, FinOps, and safe tool design. Not looking for FTE roles.