
Worked on the CogitoNTNU/jarvis repository to deliver a robust voice-enabled interaction system, focusing on real-time audio recording, speech-to-text integration, and UI enhancements. Developed an end-to-end pipeline using JavaScript and Python, implementing socket-based audio capture with silence detection and chunked uploads to backend endpoints. Improved user experience by extending recording durations, adding visual feedback, and ensuring session-aware task creation. Refactored code for maintainability, reorganized modules, and removed unused dependencies to streamline deployment. Addressed reliability by fixing audio input handling and stabilizing socket declarations, while maintaining repository hygiene through Git management and dependency cleanup across both frontend and backend components.
March 2025 — CogitoNTNU/jarvis: Key accomplishments and business impact. Delivered feature enhancements, critical bug fix, UI maintainability improvements, and code cleanup to reduce technical debt. Key features include extending recording duration to enable longer audio captures, and a UI/flow improvement for session-aware task creation. Major cleanup trimmed unused dependencies in the speech-to-text pipeline. Overall impact: longer, more reliable recordings; correct session association improves task traceability and user experience; reduced deployment footprint and maintenance overhead. Technologies demonstrated include Python back-end changes, JavaScript UI refactor patterns, and dependency hygiene.
March 2025 — CogitoNTNU/jarvis: Key accomplishments and business impact. Delivered feature enhancements, critical bug fix, UI maintainability improvements, and code cleanup to reduce technical debt. Key features include extending recording duration to enable longer audio captures, and a UI/flow improvement for session-aware task creation. Major cleanup trimmed unused dependencies in the speech-to-text pipeline. Overall impact: longer, more reliable recordings; correct session association improves task traceability and user experience; reduced deployment footprint and maintenance overhead. Technologies demonstrated include Python back-end changes, JavaScript UI refactor patterns, and dependency hygiene.
February 2025 (CogitoNTNU/jarvis): Delivered a real-time audio recording pipeline with socket-based initiation and an end-to-end speech-to-text flow. Implemented client-side recording via MediaRecorder with silence detection, and automatic chunked uploads to a dedicated speech-to-text endpoint. Added stop recording functionality and a stabilization fix to prevent duplicate socket declarations, significantly improving reliability and readiness for real-time transcription in production.
February 2025 (CogitoNTNU/jarvis): Delivered a real-time audio recording pipeline with socket-based initiation and an end-to-end speech-to-text flow. Implemented client-side recording via MediaRecorder with silence detection, and automatic chunked uploads to a dedicated speech-to-text endpoint. Added stop recording functionality and a stabilization fix to prevent duplicate socket declarations, significantly improving reliability and readiness for real-time transcription in production.
Month 2024-11: Delivered a cohesive set of improvements for voice-enabled interactions, UI feedback, branding, and repository hygiene. The work emphasizes business value through reliability, user experience, and cleaner code history.
Month 2024-11: Delivered a cohesive set of improvements for voice-enabled interactions, UI feedback, branding, and repository hygiene. The work emphasizes business value through reliability, user experience, and cleaner code history.
October 2024 — Delivered hands-free interaction capability for the Jarvis system and improved maintainability through module reorganization. Implemented speech-to-text voice input support by restructuring modules to a top-level speech_to_text directory, updating imports for cross-module accessibility, and adding a microphone-based recording flow that converts speech to text for Jarvis.
October 2024 — Delivered hands-free interaction capability for the Jarvis system and improved maintainability through module reorganization. Implemented speech-to-text voice input support by restructuring modules to a top-level speech_to_text directory, updating imports for cross-module accessibility, and adding a microphone-based recording flow that converts speech to text for Jarvis.

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