BALAKUMAR K.
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02 / PLATFORM ARCHITECTURE

A shared foundation for product agents

I helped shape a shared Java framework used across product agents, contributing architectural decisions that made the runtime reusable.

MY ROLEKey architectural contributor
FOCUSJava · Agent orchestration · Data modeling

The problem

As agent features grow, rebuilding orchestration, prompt handling, conversation storage, and tool integration for each feature creates repeated work and inconsistent behavior.

What I owned

I was a key contributor to the framework’s architecture. My decisions included keeping prompts in YAML and making orchestration adaptable to different kinds of agents. I also co-designed conversation storage across MySQL and Cassandra.

Engineering decisions

01

Separate configuration from execution

Versioned prompts and agent configuration allow product behavior to evolve without tying every change to a different execution loop.

02

Keep the runtime adaptable

A common orchestration layer supports different agent roles while allowing product-specific tools and integrations.

03

Treat conversations as product data

Conversation metadata, messages, and execution history need a coherent model that supports both the user experience and operational investigation.

The result

The framework is used across the product’s agents, including conversational and application-building experiences. My role was shared architectural ownership alongside the team.

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