CogitoNTNU/jarvis
Oct 2024 – Apr 2025
6 Months active
Languages Used
DockerfilePythonYAMLCSSJavaScriptC++CMakeDart
Technical Skills
Backend DevelopmentDevOpsDockerFlaskProject Structure ManagementRefactoring
WilliamMRS
PROFILE
Williammrs
William Schmidt developed a real-time AI agent platform for the CogitoNTNU/jarvis repository, focusing on scalable backend architecture and seamless user interaction. He migrated the core API from Flask to FastAPI, leveraging Python and Pydantic for robust asynchronous handling and validation. William integrated WebSocket-based communication, enabling live audio and text exchanges, and containerized services like Stable Diffusion and Text-to-Speech using Docker and docker-compose for reproducible deployments. His work included agent framework enhancements, model integrations, and persistent state management, while improving observability, error handling, and documentation. These efforts resulted in a maintainable, extensible system supporting rapid experimentation and reliable deployment.
Overall Statistics
Feature vs Bugs
77%Features
Repository Contributions
68Total
Bugs
7
Commits
68
Features
23
Lines of code
17,058
Activity Months6
Your Network
10 people
Work History
April 2025
13 Commits • 4 Features
Apr 1, 2025April 2025 monthly summary for CogitoNTNU/jarvis: containerized deployment of Stable Diffusion, AI agent architecture and model integrations, TTS for AI responses, logging and observability improvements, and repository hygiene and documentation enhancements. These changes enable scalable deployment, improved user experience, stronger diagnostics, and cleaner collaboration, supporting faster go-to-market and iterative experimentation.
13 Commits • 4 Features
Apr 1, 2025April 2025 monthly summary for CogitoNTNU/jarvis: containerized deployment of Stable Diffusion, AI agent architecture and model integrations, TTS for AI responses, logging and observability improvements, and repository hygiene and documentation enhancements. These changes enable scalable deployment, improved user experience, stronger diagnostics, and cleaner collaboration, supporting faster go-to-market and iterative experimentation.
April 2025
March 2025
17 Commits • 5 Features
Mar 1, 2025March 2025 monthly summary for CogitoNTNU/jarvis: Delivered a real-time WebSocket-enabled AI agent platform with a FastAPI core and Pydantic validation, enabling robust asynchronous handling and improved error management. Implemented a base WebSocket agent and refactored the agent architecture to ai_agents, including an audio recording endpoint and session-aware messaging for responsive interactions. UI/UX improvements included a favicon, organized resources, Markdown-enabled chat rendering, and a NeoAgent welcome banner. Docker and project structure modernization streamlined builds and laid groundwork for CUDA-based STT/TTS, with directory reorganizations (speechToText -> stt, ai_agents) and reduced build times. Documentation and dependency maintenance completed to ensure reliable startup. These changes improve system reliability, reduce latency, enable real-time AI collaboration, and enhance developer productivity.
March 2025
17 Commits • 5 Features
Mar 1, 2025March 2025 monthly summary for CogitoNTNU/jarvis: Delivered a real-time WebSocket-enabled AI agent platform with a FastAPI core and Pydantic validation, enabling robust asynchronous handling and improved error management. Implemented a base WebSocket agent and refactored the agent architecture to ai_agents, including an audio recording endpoint and session-aware messaging for responsive interactions. UI/UX improvements included a favicon, organized resources, Markdown-enabled chat rendering, and a NeoAgent welcome banner. Docker and project structure modernization streamlined builds and laid groundwork for CUDA-based STT/TTS, with directory reorganizations (speechToText -> stt, ai_agents) and reduced build times. Documentation and dependency maintenance completed to ensure reliable startup. These changes improve system reliability, reduce latency, enable real-time AI collaboration, and enhance developer productivity.
February 2025
21 Commits • 7 Features
Feb 1, 2025Feb 2025 monthly summary for CogitoNTNU/jarvis focusing on delivering business value through frontend stabilization, backend refactor, and ML/model integration, with an emphasis on maintainability, deployment reliability, and scalable search/inference capabilities.
21 Commits • 7 Features
Feb 1, 2025Feb 2025 monthly summary for CogitoNTNU/jarvis focusing on delivering business value through frontend stabilization, backend refactor, and ML/model integration, with an emphasis on maintainability, deployment reliability, and scalable search/inference capabilities.
February 2025
December 2024
3 Commits • 2 Features
Dec 1, 2024Concise monthly summary for 2024-12 focusing on business value and technical achievements for CogitoNTNU/jarvis. Highlights include rollout of TTS reliability improvements, agent switching for testing, and integration of YouTube transcript summarizer into NeoAgent.
December 2024
3 Commits • 2 Features
Dec 1, 2024Concise monthly summary for 2024-12 focusing on business value and technical achievements for CogitoNTNU/jarvis. Highlights include rollout of TTS reliability improvements, agent switching for testing, and integration of YouTube transcript summarizer into NeoAgent.
November 2024
11 Commits • 3 Features
Nov 1, 2024November 2024 performance summary for CogitoNTNU/jarvis: Delivered end-to-end enhancements enabling real-time voice interactions, persistent agent state, and improved observability, translating into faster responses, richer conversations, and more stable production. Key work spanned real-time audio processing, NeoAgent core framework enhancements, import-path fixes, and enhanced observability.
11 Commits • 3 Features
Nov 1, 2024November 2024 performance summary for CogitoNTNU/jarvis: Delivered end-to-end enhancements enabling real-time voice interactions, persistent agent state, and improved observability, translating into faster responses, richer conversations, and more stable production. Key work spanned real-time audio processing, NeoAgent core framework enhancements, import-path fixes, and enhanced observability.
November 2024
October 2024
3 Commits • 2 Features
Oct 1, 2024Concise monthly summary for CogitoNTNU/jarvis (2024-10): Delivered foundational speech-to-text (STT) service lifecycle and improved project structure, enabling safer deployment and easier maintenance. Key work included introducing a Flask-based server as the STT entry point, wiring temporary disablement via docker-compose, and cleaning up documentation. A codebase refactor renamed the STT-related directory to textToSpeech, clarifying ownership and improving maintainability. These efforts establish a scalable path for STT experiments and future feature work, with minimal functional changes while improving reliability and developer experience.
October 2024
3 Commits • 2 Features
Oct 1, 2024Concise monthly summary for CogitoNTNU/jarvis (2024-10): Delivered foundational speech-to-text (STT) service lifecycle and improved project structure, enabling safer deployment and easier maintenance. Key work included introducing a Flask-based server as the STT entry point, wiring temporary disablement via docker-compose, and cleaning up documentation. A codebase refactor renamed the STT-related directory to textToSpeech, clarifying ownership and improving maintainability. These efforts establish a scalable path for STT experiments and future feature work, with minimal functional changes while improving reliability and developer experience.
Activity
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Quality Metrics
Correctness85.4%
Maintainability86.8%
Architecture84.2%
Performance79.6%
AI Usage28.8%
Skills & Technologies
Programming Languages
C++CMakeCSSDartDockerfileGitattributesGradleHTMLJavaJavaScript
Technical Skills
AIAI Agent DevelopmentAI DevelopmentAI IntegrationAI/MLAPI DevelopmentAPI IntegrationASGIAgent DevelopmentAgent FrameworksAndroid DevelopmentAsyncIOAsynchronous ProgrammingBackend DevelopmentBug Fix
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