Sumalatha Bhuchupalle-Senior Python Developer & AI Engineer | Team Leader
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Experience
Copilot Cloud Security Chatbot | AI / LLM
Banyan Cloud
Conversational AI assistant for cloud infrastructure and security queries
- Designed FastAPI backend with multi-turn conversation handler, token budgeting, and context window management.
- Integrated Amazon Bedrock (Claude 3 Sonnet/Haiku); built RAG pipeline with MongoDB chat history and semantic search.
- Implemented Factory Pattern for modular LLM provider switching; reduced model onboarding effort by 60%.
- Reduced LLM inference cost by 35% through model tiering (Haiku vs Sonnet) and prompt/entity consolidation.
Tech: Python, FastAPI, Amazon Bedrock, MongoDB, Streamlit, Pydantic.
BC_CDR: Cloud Detection & Response | AI / Cybersecurity
Banyan Cloud
Real-time AWS threat detection using LLMs, UEBA, and vector analytics
- Built UEBA engine processing millions of CloudTrail/GuardDuty events to detect behavioural anomalies in real time.
- Integrated Amazon Bedrock LLMs for narrative threat analysis and structured automated incident summarisation.
- Designed vector embedding pipeline (MongoDB Atlas) for entity behaviour comparison and semantic anomaly detection.
Tech: Python, FastAPI, AWS, MongoDB Atlas, Amazon Bedrock, Pydantic, Motor (Async).
Cloud Security & Governance Platform (CSPM + CIEM)
Banyan Cloud
Multi-cloud compliance posture monitoring, misconfiguration detection, and entitlement governance
- Built policy evaluation engine assessing AWS, Azure, GCP, and OCI resources against CIS, SOC2, and ISO 27001 benchmarks; scaled to 1M+ evaluations per scan cycle.
- Implemented IAM entitlement discovery (AWS IAM, Azure RBAC, GCP IAM); surfaced over-privileged identities and enforced least-privilege at scale.
- Built risk-scoring engine and governance dashboards with prioritised remediation workflows for security teams.
Incident Service Management (ITSM)
Banyan Cloud
ITIL-compliant IT incident reporting, tracking, and resolution platform
- Designed and implemented end-to-end incident lifecycle management to streamline reporting, tracking, and resolution of IT incidents.
- Built ITSM modules for service requests and change requests; integrated automated notifications and SLA-based escalation workflows.
Senior Python Developer & AI Engineer | Team Leader
Banyan Cloud
Cloud Security SaaS
- Led a 6-engineer team delivering CSPM, CIEM, DSPM, and CDR SaaS products from architecture to production.
- Architected high-throughput REST APIs with FastAPI and Flask; served millions of multi-cloud resource records.
- Integrated Amazon Bedrock (Anthropic Claude) LLMs for AI-driven threat analysis, natural language querying, and intelligent alerting.
- Engineered vector embedding pipelines (MongoDB Atlas Vector Search) for behavioural baseline comparison and semantic anomaly detection.
- Implemented multi-cloud SDK integrations (AWS Boto3, Azure SDK, GCP, OCI) for unified resource inventory and compliance reporting.
- Built OAuth2/JWT authentication flows with AWS Cognito, Okta, and Azure AD; enforced RBAC and least-privilege across all APIs.
- Collaborated with DevOps teams on deployment workflows (Jenkins, GitHub Actions); coordinated releases across Dev, Test, Pre-Prod, and Production environments.
- Reduced API latency by 40% via async I/O (asyncio, Motor), DB indexing, and query optimisation.
- Mentored 4 junior developers; conducted regular code reviews and enforced coding standards; improved team sprint velocity by 25%.
Procurement Module
Banyan Cloud
Employee procurement and product request management system
- Developed full procurement module using Python, Django, Bootstrap, HTML, and PostgreSQL; consumed Django REST APIs.
- Responsible for end-to-end project lifecycle: design, development, testing, and bug fixing.
Industry Experience
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Experienced in Information Technology.
Business Area Experience
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Experienced in Information Technology, Product Development, Project Management, Business Intelligence, Operations, and Procurement.
Summary
Results-driven Senior Python Developer and AI Engineer with 6.5 years of experience building scalable microservices, REST APIs, and cloud-native applications on AWS, GCP, and Azure. Proven expertise in LLM integration (Amazon Bedrock / Anthropic Claude), RAG pipelines, vector embeddings, and AI-powered product development. Deep knowledge of FastAPI, Flask, MongoDB, PostgreSQL, and multi-cloud security (CSPM, CIEM, DSPM, CDR). Team Leader at Banyan Cloud, leading a 6-person engineering team delivering enterprise SaaS products. Hands-on with Agile/Scrum, CI/CD pipelines, and compliance frameworks (CIS, SOC2, HIPAA, ISO 27001).
Skills
- Ai / Llm: Amazon Bedrock, Anthropic Claude, Llm Integration, Prompt Engineering, Rag, Vector Embeddings, Ueba, Nlp, Semantic Search
- Frameworks: Fastapi, Flask, Django, Pydantic, Motor (Async), Streamlit
- Cloud & Devops: Aws (Bedrock, Cognito, Lambda, S3, Ec2), Azure, Gcp, Oci, Git, Github, Jenkins, Docker, Swagger/Openapi
- Databases: Postgresql, Mongodb, Mongodb Atlas (Vector Search)
- Security / Compliance: Cspm, Ciem, Dspm, Cdr, Cis Benchmarks, Soc2, Hipaa, Iso 27001
- Auth / Identity: Oauth2, Jwt, Aws Cognito, Okta, Azure Active Directory
Languages
Education
Yogi Vemana University
M.Sc. · Computer Science · India
Certifications & licenses
Django (Certified)
Python (Certified)
Statistics
Experience
Global Experience
Expertise
Qualifications
Profile
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