Totem
Collaborator
Collaborating on an agent-native identity and authorization platform that lets one company verify who an AI agent represents and whether it has current permission for a specific request.
Software engineer / AI systems / Quant research
Samiel
Azmaien.
Georgia Tech CS student building search infrastructure and model-evaluation workflows, now collaborating on Totem's cross-company agent identity layer.
Experience timeline
The Journey
Amazon Web Services
Software Engineer Intern
Authored the HLD for a Unified Search MCP service exposing lexical and semantic search through MCP tools for Amazon Q and future internal AI agents.
Designed the adapter layer across IAM/SigV4 auth, FastMCP tool handling, API Gateway/Lambda routing, request validation, provider mapping, normalized results, observability, and Beta tests.
Andromeda
Co-Founder & Project Lead · Hacklanta 2026
Co-founded and led a four-person Georgia Tech team exploring an AI-powered prediction-market analytics and paper-trading platform for probability-driven strategy research.
Built a Next.js/TypeScript prototype with TradingView Lightweight Charts, Python backtesting, Supabase accounts, real-time P&L tracking, and time-series probability datasets. The project concluded after Hacklanta 2026.
Anthropic Projects
AI Model Evaluation & Coding Task Contributor
Evaluate model responses across reasoning, correctness, instruction-following, clarity, and communication quality, then assign structured preference rankings with written rationales.
Create OpenCode/API comparison tasks, golden solutions, and adversarial failing tests for engineering prompts that current models struggle to solve.
Lattice Science Publication
Publisher / Editorial Board Member
Authored and published research on FND MRI analysis and GPU-HBM predictive caching in peer-reviewed journals, established an h-index of 1, and contributed editorial review work.
Georgia Tech Aerospace Research Program
Researcher, Dr. Kelly Griendling Lab
Worked on modular planetary rover concepts for habitability analysis using soil, air, and magnetic-field sensing; supported design, simulation, testing, and research communication.
Singareddy Information Technologies
Software Developer Intern
Built Java Spring Boot REST APIs, PostgreSQL workflows, React components, and SMTP email features. Improved interface efficiency by 15.4% and completed seven Oracle Cloud certificates.
Featured work
Projects with receipts.
Current collaboration
Totem
An agent-native identity and authorization layer for checking who an AI agent represents and whether it has current permission for an exact cross-company request.
GPU Architecture + Markov Caching
ISEFModeled V100 memory-block transitions with Markov chains and neural prediction. Reported 85% L1 cache hit rate, 40% lower memory overhead, and 25% faster data transfer.
FND Neural Network Analysis
PaperMRI-derived quality features for logistic regression and dense neural-network experiments, paired with an accompanying paper and explicit public-sample limitations.
Swing State Probabilities
GitHubExploratory TSA Data Science project analyzing recent election results and precinct-level swing-score heuristics across Gwinnett County.
Hacklanta 2026 · Concluded
Andromeda
A concluded four-person Hacklanta 2026 exploration of prediction-market analytics and paper trading. The frontend remains public as an archive; its backend services have been retired.
Technical repertoire
Built for systems, data, and trusted agents.
Systems & Data
AWS, Lambda, API Gateway, IAM/SigV4, FastMCP, REST APIs, Spring Boot, PostgreSQL, Supabase, OpenSearch, Docker.
Quant & ML
PyTorch, NumPy, pandas, scikit-learn, probability, statistical modeling, time-series analysis, backtesting, Markov chains.
Languages
Python, Java, C++, C, TypeScript, JavaScript, SQL, Bash, Git.