Ankit Arayan
Tripathy
AI Systems Engineer
I build software around language models, retrieval and agent workflows.
Selected Work
Clustering Aircraft Telemetry Space
02Agent Architecture
OnboardAI
Agent workflow and automation system
PythonFastAPIGemini APIAsync
Stateful Workflow Execution Graph
03Inference Model
Agriguard
Edge computer vision system
PythonTensorFlowOpenCVTPU
Edge Device Serving Latency
04Backend Infrastructure
Quarry
AI knowledge and retrieval system
PythonFastAPIPostgreSQLLangGraphpgvector
Vector Retrieval & Memory Matrix
About
I started with backend engineering and gradually moved toward AI systems.
Today I work on the software around language models: retrieval, tool use, agent workflows, APIs and the infrastructure required to make these systems work together.
My interest is in understanding what happens underneath the abstractions and building the systems myself.
Focus Areas
01
LLM SYSTEMSAPIs, context handling, tool use
02
RETRIEVALEmbeddings, vector search, ranking
03
AGENT WORKFLOWSState, tools, orchestration, MCP
04
BACKENDAPIs, asynchronous systems, databases
05
INFERENCEServing, latency, throughput
Technology Stack
Languages
Python
C
C++
AI / ML
PyTorch
TensorFlow
Scikit-learn
AI Systems
LLM APIs
RAG
Embeddings
LangGraph
MCP
Backend
FastAPI
PostgreSQL
Redis
pgvector
Infrastructure
Docker
Linux
Git
GitHub