juspay/clairvoyance
Jun 2025 – Oct 2025
5 Months active
Languages Used
PythonTypeScriptEnvironment Variables
Technical Skills
Code OrganizationConfiguration ManagementDistributed TracingLangfuseLoggingObservability
Manas Narra
PROFILE
Manas Narra
Manas Narra developed and enhanced core observability, analytics, and speech-to-text features for the juspay/clairvoyance repository over five months. He implemented centralized logging and tracing using Python and OpenTelemetry, improving production visibility and debugging efficiency. Manas integrated Langfuse for prompt and response tracking, expanded analytics with robust timezone handling, and enabled dynamic session-based data flows. He engineered multi-provider STT support, standardized model usage, and introduced configurable audio feedback for tool processing, leveraging environment variables for deployment flexibility. His work included backend bug fixes, API integration, and code refactoring, resulting in more reliable, maintainable, and data-driven voice agent operations.
Overall Statistics
Feature vs Bugs
89%Features
Repository Contributions
17Total
Bugs
1
Commits
17
Features
8
Lines of code
1,455
Activity Months5
Your Network
123 people
Work History
October 2025
1 Commits
Oct 1, 2025October 2025 monthly summary for juspay/clairvoyance: Delivered a critical currency handling bug fix in the Update Offer flow. Fixed an issue where the update offer tool could fail due to an incorrect currency payload by defaulting currency to INR, ensuring correct operation with the expected currency across offers. This change, implemented in commit 82f7c0fab33a8b8b31b34a9a0a65a9040326ee76, improves pricing accuracy and reduces production risk in multi-currency scenarios.
1 Commits
Oct 1, 2025October 2025 monthly summary for juspay/clairvoyance: Delivered a critical currency handling bug fix in the Update Offer flow. Fixed an issue where the update offer tool could fail due to an incorrect currency payload by defaulting currency to INR, ensuring correct operation with the expected currency across offers. This change, implemented in commit 82f7c0fab33a8b8b31b34a9a0a65a9040326ee76, improves pricing accuracy and reduces production risk in multi-currency scenarios.
October 2025
September 2025
4 Commits • 2 Features
Sep 1, 2025September 2025 monthly summary: Delivered targeted enhancements to STT flexibility and UX feedback for clairvoyance, with a focus on business value and deployment resilience. Implemented multi-provider STT support (OpenAI Whisper managed via env var for MIA, plus Deepgram and Soniox) and standardized STT model usage to improve transcription accuracy and simplify deployment across environments. Enforced language handling policies to reduce transcription errors (English for Sana, multilingual for other voice agents) while maintaining inclusive support. Introduced an optional tool-processing sound cue, configurable via environment variables, with fallbacks to existing text-to-speech phrases if the sound asset is unavailable or the feature is disabled, improving user feedback during tool calls. These changes enable backend provider swaps with minimal risk and provide clearer real-time cues during operations, reducing runtime friction for agents and end-users.
September 2025
4 Commits • 2 Features
Sep 1, 2025September 2025 monthly summary: Delivered targeted enhancements to STT flexibility and UX feedback for clairvoyance, with a focus on business value and deployment resilience. Implemented multi-provider STT support (OpenAI Whisper managed via env var for MIA, plus Deepgram and Soniox) and standardized STT model usage to improve transcription accuracy and simplify deployment across environments. Enforced language handling policies to reduce transcription errors (English for Sana, multilingual for other voice agents) while maintaining inclusive support. Introduced an optional tool-processing sound cue, configurable via environment variables, with fallbacks to existing text-to-speech phrases if the sound asset is unavailable or the feature is disabled, improving user feedback during tool calls. These changes enable backend provider swaps with minimal risk and provide clearer real-time cues during operations, reducing runtime friction for agents and end-users.
August 2025
4 Commits • 2 Features
Aug 1, 2025August 2025 — juspay/clairvoyance: Implemented end-to-end analytics and STT enhancements for the voice agent to improve observability, reliability, and provider flexibility. Key investments include session-scoped analytics with sessionId propagation to analytics and Breeze API; initialization of session-scoped analytics; added request_id support for end-to-end tracing; dynamic STT support for AssemblyAI and OpenAI with refactored service selection; VAD parameter handling improvements and log filtering. Also fixed UI/analytics propagation bugs to ensure accurate metrics.
4 Commits • 2 Features
Aug 1, 2025August 2025 — juspay/clairvoyance: Implemented end-to-end analytics and STT enhancements for the voice agent to improve observability, reliability, and provider flexibility. Key investments include session-scoped analytics with sessionId propagation to analytics and Breeze API; initialization of session-scoped analytics; added request_id support for end-to-end tracing; dynamic STT support for AssemblyAI and OpenAI with refactored service selection; VAD parameter handling improvements and log filtering. Also fixed UI/analytics propagation bugs to ensure accurate metrics.
August 2025
July 2025
5 Commits • 2 Features
Jul 1, 2025July 2025: Enhanced analytics, offer management, and data reliability for juspay/clairvoyance. Implemented Langfuse tracing for voice agent analytics (user/session/tags) with IST/UTC timezone handling and refined analytics dimensions. Added create_euler_offer with validation, date formatting, and robust API payloads. Fixed system prompt timing and tool description issues, and corrected minimum order amount defaults. Expanded analytics scope and improved logging and error visibility.
July 2025
5 Commits • 2 Features
Jul 1, 2025July 2025: Enhanced analytics, offer management, and data reliability for juspay/clairvoyance. Implemented Langfuse tracing for voice agent analytics (user/session/tags) with IST/UTC timezone handling and refined analytics dimensions. Added create_euler_offer with validation, date formatting, and robust API payloads. Fixed system prompt timing and tool description issues, and corrected minimum order amount defaults. Expanded analytics scope and improved logging and error visibility.
June 2025
3 Commits • 2 Features
Jun 1, 2025June 2025: Delivered critical observability and tracing enhancements for juspay/clairvoyance, strengthening production visibility and debugging efficiency. Implemented a centralized Logging System with enhanced observability, consolidating logging setup, standardizing formatting, enabling full-payload logging, and ensuring correct timezone handling. Added Langfuse tracing via OpenTelemetry to capture and view prompts and responses within the Automatic Voice Agent workflow. Also performed observability hardening by fixing logger usage across the repository and correcting trace naming to ensure reliable data. These changes improved end-to-end traceability, reduced incident investigation time, and enabled data-driven improvements to the conversation flow.
3 Commits • 2 Features
Jun 1, 2025June 2025: Delivered critical observability and tracing enhancements for juspay/clairvoyance, strengthening production visibility and debugging efficiency. Implemented a centralized Logging System with enhanced observability, consolidating logging setup, standardizing formatting, enabling full-payload logging, and ensuring correct timezone handling. Added Langfuse tracing via OpenTelemetry to capture and view prompts and responses within the Automatic Voice Agent workflow. Also performed observability hardening by fixing logger usage across the repository and correcting trace naming to ensure reliable data. These changes improved end-to-end traceability, reduced incident investigation time, and enabled data-driven improvements to the conversation flow.
June 2025
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Quality Metrics
Correctness85.8%
Maintainability82.4%
Architecture82.4%
Performance75.4%
AI Usage25.4%
Skills & Technologies
Programming Languages
Environment VariablesPythonTypeScript
Technical Skills
API IntegrationAgent DevelopmentAsynchronous ProgrammingAudio ProcessingBackend DevelopmentCode OrganizationConfiguration ManagementData AnalysisData AnalyticsDistributed TracingFull Stack DevelopmentLangfuseLoggingNatural Language ProcessingObservability
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