SathwikAmburi

Leveraging AI for secure software development, developer training, and practical AI engineering systems.

PhD candidate at Siemens and Universität der Bundeswehr München.

Explore Profile

Context Engineering

Designing task state, evidence, tool outputs, and interaction history for reliable model behavior

Harness Engineering

Tools, permissions, observability, feedback loops, and verification around AI agents

AI Engineering

Turning research ideas into FastAPI services, Next.js interfaces, and usable AI systems

Signal Console

Munich, Germany

Sathwik Amburi

PhD Candidate

Context

Structured evidence

Harness

Verified runtime

Stack

ADK + Arize

Research Pipeline

Secure coding

Context design

Harness design

AI evaluation

profile.ts

constsathwik: Person={
name: 'Sathwik Amburi',
doingPhD: true,
research: ['Secure Software', 'Context Engineering', 'Harness Engineering'],
languages: ['Python', 'TypeScript', 'Rust', 'R', 'C++'],
frameworks: ['Next.js', 'FastAPI', 'Google ADK', 'React'],
engineersReliableAI: () => boolean{
return(
this.doingPhD&&
this.research.includes("Harness Engineering")
);
}
};

AI for Secure Software Development

Leveraging GenAI to support secure coding education, vulnerability reasoning, developer feedback, and practical security workflows.

Context and Harness Engineering

Designing what models see and the runtime around them: task context, tool access, permissions, observability, and verification.

AI Engineering Systems

Building research prototypes with Next.js, FastAPI, Google ADK, Arize, local models, and evaluation workflows.