TBSystemTanmay
Bhuskute

War Stories

Production ownership, research proof.

Timeline first. Resume depth stays one click away.

Resume

I keep the full version one click away.

This page shows role snapshots, outcomes, and tools. The PDF carries the complete recruiter version.
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Impact snapshot

50% downtime reduction44 production upgrades40% deployment effectiveness improvement200% code coverage improvement30% AWS provisioning time reduction95% infra misconfiguration catch rate

Timeline

Work experience

What shipped, what changed, and what was measured.

University of Cincinnati (Research)

AI/ML Research Assistant - Android Bug Reproduction

February 2026 - Present

  • Designed a two-stage memory-augmented LLM method (Gemini 2.5 Pro video-to-memory extraction, then memory-conditioned device automation) that avoids repeated per-scene VLM inference
  • Evaluated against ViBR (GPT-4o + GroundingDINO + CLIP) across 53 successful runs on 20+ real-world Android apps using a provider-agnostic LLM abstraction (Gemini, GPT-4o, Llama, Qwen, MiniCPM)
  • Demonstrated 25.7x latency reduction (39.4s vs 1012.1s avg per run) over exhaustive scene-by-scene VLM replay
PythonGoogle Gemini 2.5 ProVertex AIADBuiautomator2scikit-image

Siemens Industry Software

Software Development Engineer

July 2022 - June 2024

  • Automated Teamcenter X infrastructure workflows with Python (Boto3), replacing legacy Ruby scripts and reducing deployment time by 40% across AWS environments
  • Executed 44 production environment upgrades in 4 months, diagnosing and resolving live infrastructure issues across Linux, EC2, databases, and Teamcenter X services
  • Designed an Ansible-based Blue-Green deployment framework, reducing production upgrade downtime by 50% while enabling reliable rollback and recovery
AWSPythonBoto3REST APIsHashicorp VaultAnsibleGitLab CI/CDShellKubernetesArgoCDHelmAmazon EFSDynamoDB

Siemens Industry Software

Software Developer Intern

March 2022 - June 2022

  • Automated provisioning of AWS resources with Terraform, reducing deployment time by 30%
  • Developed a Go + Terratest framework, catching 95% of misconfigurations pre-production
  • Optimized DevOps workflows with Ansible, reducing environment setup time from hours to minutes
AWSTerraformAnsibleTerratestGo

Government of Maharashtra

Software Developer Intern

September 2021 - December 2021

  • Built and deployed a full-stack React and MySQL workflow application that digitized departmental record management
  • Automated manual processes, improving operational efficiency by 40%
React.jsMySQLFull-Stack DevelopmentUI/UX DesignProcess Automation

Skills

Compact technical map

Grouped tools, no fake proficiency meters.

Languages

JavaPythonJavaScriptTypeScriptC/C++SQLGoRustHTML5CSS3PowerShell

Frontend and backend

ReactNext.jsVue.jsD3.jsLeafletTailwind CSSBootstrapMaterial-UISassCore UINode.jsDjangoFlaskFastAPIExpress.jsGraphQLREST APIsMicroservices ArchitectureServerless ArchitectureWebSockets

Cloud, DevOps, and tools

GitGitHubGitLab CI/CDJenkinsAWS (S3, EC2, Lambda, SQS)DockerKubernetesArgoCDHelmTerraformLinuxBashSonarQubeAzureGoogle Cloud PlatformNginxApachePolarionJiraSlackDropboxAdobe AcrobatPhotoshopPostmanVS Code

AI, ML, and data libraries

PostgreSQLMySQLMongoDBDynamoDBOracle DBElasticsearchRedisFirebaseVector DatabasesGeminiVertex AIPyTorchTensorFlowscikit-learnLangChainpandasNumPyBERTLlama 3.1MatplotlibOpenCVYOLOv7MATLABJestPytestJUnit

Education

Academic foundation

Concise, course-focused, and connected to current AI systems work.

August 2024 - December 2026 (Expected)

Master of Science in Computer Science

University of Cincinnati

Advanced AlgorithmsDeep LearningIntelligent Data AnalysisDatabase Theory

August 2018 - July 2022

Bachelor of Engineering in Computer Engineering

AISSMS College of Engineering, Pune, India (Savitribai Phule Pune University)

GPA 9.14/10 (3.76/4.0)

Data MiningData AnalyticsMachine LearningObject-Oriented Programming

Código Madrid Club (Technical Club)

Next

Experience connects to projects.

Project pages show the architecture, implementation, and trade-offs behind the same systems work.

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