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Azure Agent Runtime & Evaluation Platform
Azure Agent Runtime & Evaluation Platform is a project by Akash Renuka Ashok (AI Engineer). A prototype modular runtime for orchestrating tool-enabled AI agents with controlled context, execution tracing, evaluation and API integration.
- Role
- AI Engineer
- Category
- Agent Systems
- Stack
- C#, .NET 8, Semantic Kernel, Azure OpenAI, FastAPI, PostgreSQL, Python
The problem
Multi-step AI agents need controlled permissions, bounded context and measurable evaluation to be trustworthy in production.
What Akash owned
Designed and built the runtime, its evaluation pipelines, and the exposed APIs and telemetry.
Highlights
- Designed structured agent permissions and control flows
- Implemented session and context-window management to control token use
- Built prompt-regression, safety-validation and evaluation pipelines
- Exposed REST APIs and added telemetry, monitoring and deployment documentation
Outcome
Produced a working prototype foundation for running tool-enabled agents with traceability and repeatable evaluation.
More work by Akash Renuka Ashok:
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