Full Stack Engineer AI Meeting Assistant/interview Copilot Development

@hr157

Hello, I’m a full-stack engineer with 10+ years of experience building real-time web applications, AI-assisted tools, and transcription-driven systems. I’ve worked on voice-processing pipelines, WebRTC integrations, and LLM-powered assistants — including live coaching-style interfaces. Your issue (transcription inconsistently failing on Edge and intermittently on Chrome) is typically related to one of the following: • MediaRecorder / Web Audio API permission handling • Browser-specific audio input constraints • Incorrect MIME type fallback handling • Speech-to-text stream timeout / WebSocket drops • Sample rate or audio context resume issues • Cross-origin isolation constraints Before touching prompt engineering, I would first stabilize the audio capture + streaming pipeline to ensure deterministic behavior across Chromium-based browsers. How I Would Approach This 1️⃣ Transcription Layer Audit • Inspect getUserMedia constraints • Validate audio track lifecycle • Add browser-specific fallbacks • Stabilize streaming via WebSocket retry logic 2️⃣ AI Copilot Layer • Structured prompt engineering (role-based system prompts) • Context memory management • Real-time suggestion formatting (short, actionable cues) • Latency optimization 3️⃣ Meeting Assistance UX • Inline suggestion cards • Tone detection (confidence / objections) • Smart response nudges for 1:1, sales, presentations Let's discuss

@Vsion2

Welcome to professional Python development services! Hi there, I'm Alema, a Python expert programmer who strives for clear code in atmospheric, numerical weather prediction, physics, and all other seminal fields. I'm ready to provide you with high-quality services. I have completed 350+ projects with a 100% Positive Rating. If you are looking for Quality work, look no further. Also, we are a team of professional workers, and we are always available 24/7 to help employers without limitations, and delivery is guaranteed on time. Your faithfully. Eng. Alema Akter

@NEHABHAT92

As a Full Stack Engineer with a strong background in JavaScript and over 9+ years of experience, I have the technical expertise you need to fix the issues your existing Interview Copilot is facing. I understand the sensitive nature of this module and will ensure its smooth functioning across all browsers. Moreover as a mobile app developer expertise in Android and iOS, I can also extend the AI-powered Meeting Assistant/Interview Copilot’s capabilities from the web to mobile platforms. Considering that my services also include Mobile App Testing, I assure you thorough testing to eradicate any loopholes in the design. Not only will this improve your product's overall performance but it will also enhance its reliability and consistency – after all it's about ensuring you have a functional tool at hand during your meetings for productivity sake. In addition to technical abilities, one thing Viettrain Technology vehemently emphasizes is providing quality services. We are committed to turning your ideas into reality. I will set up the system on a well-managed hosting ensuring cross-browser compatibility and smooth usage experience. Rest assured that we won't just provide support during the development phase but also offer free support for 3 months post-launch to address any concerns or bug-fix needed. Choosing me guarantees précised execution of your project, proper QA-test cycle and above all your peace of mind.

@lokdeshwark

Client, I'm Lokesh, a multidimensional full-stack developer with a strong proficiency in Python. My experience in meeting the technological needs across diverse domains and my deep understanding of both the front-end and back-end development would make me an ideal candidate for the creation of your AI-driven Meeting Assistant/Interview Copilot. My profile includes exceptional skills aligned to your requirements such as AI Model Integration, AI Agent Development and more. I have hands-on experience with creating similar products, transforming ideas into tangible software solutions and I have got a lot of technology-stack experience to build your project in a clean, scalable and high-quality way. Fixing the existing issues that you mentioned won't be a challenge as I'm adept at recoding, debugging, and providing sophisticated problem-solving exemplified by my ability to troubleshoot browser compatibility problems. Furthermore, I will ensure comprehensive testing for consistent transcription functionality across multiple browsers.

@Wizztron

I recently delivered a project with this exact scope, focusing on an AI-powered Meeting Assistant featuring live transcription and real-time interaction capabilities. Your need for a clean, professional, user-friendly, and seamless AI integration that ensures accurate transcription across browsers is clear. I bring expertise in full stack development, prompt engineering, and AI model integration, ensuring automated and highly reliable systems. While I am new to freelancer, I have tons of experience and have done other projects off site. I would love to chat more about your project! Regards, MN Williams

@Abhinav6001

Hello, Your Interview Copilot is a real-time, high-sensitivity system. The transcription issue on Edge (and occasionally Chrome) likely stems from MediaStream/WebRTC lifecycle handling or browser permission logic rather than the AI layer itself. I’ve built similar streaming AI tools with live transcription, WebSockets, and real-time suggestion engines. How I’d debug it: Review MediaRecorder + Web Audio API behavior across browsers Validate MIME types/codecs (Edge can be stricter) Check mic permissions and device selection persistence Add stream-state monitoring with auto-reconnect fallback Test WebSocket stability under varying network conditions Verify STT handling of partial vs final transcripts Example Copilot Flow 1:1 Manager: “I need better performance next quarter.” Copilot: • “What are the top 2 KPIs you'd like prioritized?” • “How will success be measured?” Sales Prospect: “Pricing feels high.” • “Compared to which alternative?” • “Can we review ROI over 6 months?” Presentation Audience disengaged → • “Let me share a quick real-world example.” • “Does this reflect your workflow?” Typical architecture: React → audio capture → WebSocket → Node backend → STT → context builder → prompt layer → streaming suggestions. I can share a Loom demo of live transcription + AI response flow. Which STT engine are you using? Is streaming client-side or server-side? Best, Abhinav