# Introducing “Build Night!” — Kicking Off Our Public Development Series

Marching straight from launch week’s excitement, I’m thrilled to announce **Build Night!**, a new blog-series where you can follow—and take part in—every step of building our next-gen note-taking platform. Whether you’re a student, developer, or GenAI enthusiast, this is your all-access pass to see code, features, and design decisions unfold in real-time.

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## What Is Build Night?

* **Live, in public**: Every feature release, bug fix, and design tweak is published here first.
    
* **User-driven**: We’ll prioritize and prototype based on your feedback—no more guesswork.
    
* **Weekly updates**: Tune in each Tuesday evening for release notes, pipeline glimpses, and roadmap shifts.
    

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## First Demo: [CANT.study](http://CANT.study) Feature Walkthrough

To launch Build Night, we’re starting with the [**CANT.study**](http://CANT.study) **→** [**wehelpyou.study**](http://wehelpyou.study) demo session itself.

**Highlights:**

1. **Start & Stop Recording** with one click – 30 s audio chunks keep things smooth.
    
2. **Context Correction Layer** – NVIDIA Canary transcripts meet slide titles & jargon.
    
3. **Iterative Summarization** – Chunk-by-chunk summaries refined into one cohesive document.
    
4. **24-Hour Note Retention** – Structured notes live for a day before auto-purge.
    
5. **Observability Built-In** – Langfuse traces + Elasticsearch log streaming for instant debugging.
    

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## Under the Hood: Architecture Snapshot

Every Build Night post will peel back a different layer of the stack. For tonight’s kickoff:

* **Frontend**: React + Tailwind UI
    
* **API Layer**: Node.js/Express with JWT auth & Langfuse integration
    
* **Transcription**: NVIDIA Canary → Context Correction Layer
    
* **Summarization**: Llama 3 8B-Instruct via chunk-iterate pipeline
    
* **Observability**: Langfuse tracing + Elasticsearch log streaming
    

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## How You Can Join In

1. **Try the Demo**: Head to [**wehelpyou.study**](http://wehelpyou.study), start a session, and let us know what you love (or what needs work!).
    
2. **Submit Feedback**: Use the in-app “Feedback” button or drop a comment below this post.
    
3. **Vote Features**: Each build night, we’ll open a poll—cast your vote for the next major feature.
    
4. **Follow the Series**: Bookmark this blog; every Thursday evening we’ll post release notes, technical deep dives, and roadmap updates.
    

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## What’s Next on the Pipeline

* Based on the feedback from [CANT.study](http://CANT.study), we’re kicking off a fresh experiment: **building a generic note-taking platform in public**, designed from the ground up with [CANT.study](http://CANT.study)’s lessons baked in. If you’ve ever used Google Keep, Apple Notes, or any other note app, this will feel familiar—but supercharged by GenAI.
    
    * **Open Releases**: Every build version will drop publicly, complete with changelogs on improvements and upcoming work.
        
    * **Feature-By-Request**: You tell us what matters most; we’ll scope, build, and prioritize based on your suggestions.
        
    * **Real-Time Feedback**: Test each release as it lands, share your thoughts, and watch us adapt.
        

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> *Stay tuned for our first full “Build Night” update next Tuesday.*