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Minhajul Hoque

PROFILE

Minhajul Hoque

Contributed to the openai/openai-cookbook repository by developing and refining features that showcase Realtime model capabilities for out-of-band audio transcription. Delivered a runnable Jupyter Notebook demo comparing Realtime and default ASR models, including detailed cost analysis and session context handling to clarify model behavior. Enhanced documentation readability by restructuring Markdown headers and providing clear setup instructions and prompt definitions, improving onboarding for contributors. Addressed formatting issues to ensure correct notebook output rendering. The work emphasized API integration, Python programming, and WebSocket communication, with a focus on maintainable commit practices and thorough technical explanations to support both experimentation and developer adoption.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

8Total
Bugs
0
Commits
8
Features
3
Lines of code
5,072
Activity Months2

Work History

December 2025

4 Commits • 1 Features

Dec 1, 2025

Month: 2025-12 — openai/openai-cookbook delivered a feature improvement and formatting fixes for Realtime out-of-band transcription examples, with enhanced cost explanations and clearer session context usage (full session context vs latest user turn), updated prompts for better accuracy, and improved cost calculation/logging for both Realtime and dedicated transcription models. A minor formatting issue was fixed to ensure proper rendering of the example notebook output. The work was implemented through multiple commits related to feedback and formatting fixes (a1b8af665a66152978f4e26e7ec8f612d4a4dc8a and eeeac6e6624519f0142186b1c5e235f58a973143, associated with #2258 and #2268).

November 2025

4 Commits • 2 Features

Nov 1, 2025

November 2025: Focused on delivering developer-facing features in the openai/openai-cookbook repository, showcasing Realtime model capabilities and improving documentation readability. Delivered an out-of-band transcription notebook demo with a runnable script and a thorough comparative analysis against the default ASR model. Also improved notebook documentation readability by adopting H1 headers for better navigation and onboarding for contributors and users.

Activity

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Quality Metrics

Correctness97.6%
Maintainability90.0%
Architecture90.0%
Performance82.6%
AI Usage30.0%

Skills & Technologies

Programming Languages

JSONJupyter NotebookMarkdownPython

Technical Skills

API IntegrationAudio ProcessingCost AnalysisDocumentationMarkdownPrompt EngineeringPythonPython ProgrammingReal-time CommunicationRealtime APISpeech-to-TextWebSocket CommunicationWebSockets

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

openai/openai-cookbook

Nov 2025 Dec 2025
2 Months active

Languages Used

JSONJupyter NotebookMarkdownPython

Technical Skills

API IntegrationAudio ProcessingDocumentationMarkdownPython ProgrammingRealtime API