| about: | Engineer and architect who builds and ships production AI agent systems - multi-turn reasoning, RAG, tool orchestration, and full-stack integrations - with a strong security and reliability lens. As team lead, built production agentic platform (FastAPI, React, LlamaIndex, sandboxed code
execution) and IntentFrame (open-source agentic security runtime with policy enforcement,
PyPI). 8+ years delivering Python services, Linux production workflows, and client-facing AI
platforms (Arc.dev/Codementor, 93+ reviews). IIT BHU (B.Tech) and Google Summer of
Code(GSOC) alum. Combines hands-on agent engineering with adversarial testing and clear technical reporting for engineering and product teams. Core Competencies
* AI Agent Engineering & Production Systems - Multi-turn agents · tool orchestration &
dynamic tool registry · RAG (LlamaIndex, vector search) · planning loops · streaming execution
· agent-agnostic integrations (LangChain, AutoGen, OpenAI Agents SDK, MCP) · FastAPI ·
React/TypeScript · Docker · AWS · production debugging · PyPI packaging
* LLM Applications & Full-Stack Delivery - Python services · API design & third-party
integrations · auth/session flows · multi-tenant backends · mobile & web (React Native, Flutter,
Android) · real-time systems · Linux environments · automation & test scripting
* AI Security & Reliability - Policy enforcement · action validation · prompt-injection defense ·
agent tool misuse testing · red-team scenarios · pre-launch security reviews · fail-closed runtime
design
* ML, Research & Deep Systems - Adversarial ML · TensorFlow · reverse engineering ·
Java/Kotlin · bytecode & reflection analysis · attack-surface mapping · root-cause analysis ·
structured remediation reporting GitHub: https://github.com/maniotrix
IntentFrame: https://github.com/intentframe/intentframe
Portfolio: https://prince-ai-architect.vercel.app/
Contact Info: prince.mst13@iitbhu.ac.in |