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Agent orchestration

QualGent AI Assistant

An enterprise QA copilot routing across 45+ tools and sub-agents from a single orchestrator.

Role
Software Engineer Intern
Organisation
QualGent (YC X25)
Year
2025
Status
Shipped
Agent orchestration2025

45+

tools and sub-agents unified

Problem

QA teams had capability scattered across a dozen surfaces: test history in one place, tickets in another, app knowledge in a third. Every question meant stitching them together by hand.

Approach

I built QualGent's flagship assistant: one orchestrator that could reach everything. The interesting engineering was in routing, not generation. With 45+ tools available, picking the right three is the whole problem.

What I built

An enterprise QA copilot built as a Gemini 2.5 Pro orchestrator on Google ADK, routing across 45+ tools and sub-agents and deployed on Vertex AI Agent Engine through a gated Cloud Build pipeline.

Architecture

  1. Gemini 2.5 Pro orchestrator on Google ADK, routing across 45+ tools and sub-agents with shared state management.

  2. Tool surface spanning RAG retrieval, an MCP Postgres/pgvector Toolbox, and Jira and Linear through OAuth.

  3. Deployed to Vertex AI Agent Engine via gated Cloud Build, so agent changes ship through the same review gate as code.

Impact

Unified 45+ autonomous agents and tools behind one interface, becoming the primary way QA engineers at QualGent queried app knowledge, test history, and issue trackers.

45+

tools and sub-agents unified

Contact

Building something in this world? Let’s talk.

I’m always up for a conversation about agents, developer tools, or a product you think should exist. The fastest way to reach me is email.

baliutkarsh2@gmail.com