
Worked on juspay/clairvoyance to enhance voice agent capabilities and observability in distributed AI workflows. Developed features in Python focused on backend development, tracing, and natural language processing, including implementing turn-context tracing for tool spans to improve trace clarity and debugging efficiency. Improved the voice agent by refining tool scope handling, follow-up logic, and contextual relevance, while also restoring stable error handling and logging for HITL workflows. Streamlined the codebase by removing redundant files and ensuring consistent user interaction design. These contributions reduced interaction friction, enabled more accurate tool-driven outcomes, and strengthened the reliability and maintainability of the repository.
December 2025 (juspay/clairvoyance) delivered substantive Voice Agent improvements, with scope-aware tool usage, smarter follow-up logic, and targeted code cleanup. Reinstated stable error handling and logging for HITL workflows to improve reliability and observability. Overall, these changes enhance user experience, reduce interaction friction, and enable more accurate tool-driven outcomes.
December 2025 (juspay/clairvoyance) delivered substantive Voice Agent improvements, with scope-aware tool usage, smarter follow-up logic, and targeted code cleanup. Reinstated stable error handling and logging for HITL workflows to improve reliability and observability. Overall, these changes enhance user experience, reduce interaction friction, and enable more accurate tool-driven outcomes.
November 2025: Focused on enhancing observability in juspay/clairvoyance by implementing turn-context tracing for tool spans to ensure proper nesting within the overall turn span. This change improves trace clarity, reduces debugging time, and enables more accurate Langfuse operation analysis. Committed as 44f03d9712fea6185498275ab9664e0d32aaa069 with message 'Add turn context to tool spans for proper trace nesting in Langfuse'.
November 2025: Focused on enhancing observability in juspay/clairvoyance by implementing turn-context tracing for tool spans to ensure proper nesting within the overall turn span. This change improves trace clarity, reduces debugging time, and enables more accurate Langfuse operation analysis. Committed as 44f03d9712fea6185498275ab9664e0d32aaa069 with message 'Add turn context to tool spans for proper trace nesting in Langfuse'.

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