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Hi, I'm Shreemanto.

I build production AI platforms, backend systems, and cloud infrastructure.

I like building systems that make engineers faster and infrastructure quieter. At Okta I work on AI platforms for investigating production systems, automating ops workflows, and simplifying cloud-native development.

Engineering Philosophy

Good software is invisible.

The best systems are the ones engineers don't have to think about.

Experience

Where I've worked

Full timeline →

Building AI platforms and developer infrastructure at Okta. Most of my time goes into agentic systems that help engineers investigate production issues, automate ops workflows, and move faster on cloud-native work across 18+ AWS production environments.

Key Work

  • Built Infra AI, an internal AI platform integrating infrastructure systems, operational knowledge, and production tooling for contextual infrastructure search across 22+ AWS production environments.
  • Developed production AI agents with Amazon AgentCore and MCP servers for Spinnaker, AWS, Kubernetes, Terraform, Grafana, Datadog, and PagerDuty.
  • Built an AI-driven Terraform plan intelligence service on AWS Bedrock using semantic chunking and hierarchical summarization for deployment summaries and risk assessments at 1,000+ release trains/day.
  • Built The Guardian, an internal agentic AIOps assistant integrating Slack, Confluence, Amazon Kendra, and platform services for on-call incident assistance.
  • Scaled Infra AI from 50 to 1,000+ users with conversational memory, session management, and UX improvements.
  • Migrated AI agent infrastructure from AWS Lambda + ALB to Amazon AgentCore Runtime and Agent Gateway.
  • Reduced infrastructure drift by 70% across 18+ AWS production cells with a distributed Go-based cloud-agnostic drift detection service.
  • Improved deployment throughput 4x (8 hrs to 2 hrs) with a Spinnaker orchestration framework coordinating thousands of concurrent pipelines.
  • Owned and maintained 5+ business-critical platform services for deployment orchestration, infrastructure automation, and SRE workflows across 18+ production environments.

Stack

Amazon AgentCoreAWS BedrockMCPGoPythonKubernetesTerraformSpinnakerAWSGrafanaDatadogPagerDutyAmazon Kendra
Okta website

Projects

Things I've built

All projects →
ProductionAI / ML · 2026

Infra AI

Internal AI platform integrating infrastructure systems, operational knowledge, and production tooling for contextual search across 22+ AWS environments.

The Problem

Investigating production issues meant bouncing between dashboards, CLIs, and docs. Context got lost across dozens of AWS environments.

Amazon AgentCoreAWS BedrockMCPPythonKubernetesTerraformSpinnakerGrafanaDatadogPagerDutyAWS
ProductionAI / ML · 2026

The Guardian

Internal agentic AIOps assistant that gives on-call engineers contextual incident help through Slack, Confluence, Amazon Kendra, and platform services.

Amazon AgentCoreAWS BedrockAmazon KendraSlackConfluence+2
ProductionAI / ML · 2025

Terraform Plan Intelligence

AWS Bedrock service that summarizes and risk-assesses Terraform plans for 1,000+ release trains/day, including plans with tens of thousands of resource changes.

AWS BedrockTerraformPythonSpinnakerAWS