Optimizing Query Store Memory Usage for Ad hoc Workloads
January 11, 2025
We’re all busy.
Many podcast broadcasts regularly ship episodes that run for multiple hours. Recently, a Lex Fridman episode was suggested to me on YouTube. It was almost 4 hours long!
It’s becoming increasingly common for podcasts to run for this long. I don’t have that sort of free time to burn. Chances are you don’t either.
I decided to add a new feature to Audio Notes.
Batch Transcription.
~
Audio Notes 1.0
If you’re not aware, the first version of Audio Notes let you create concise notes from the spoken word.
You use the platform to record your voice, it then automatically transcribes your speech to text.
The text is then summarised and saved. You can then use this for other tasks, or to perform a brain dump, or identify key topics.
I dropped the ball as left v1.0 in the wild for a few months.
Whilst on vacation I glance at the database and saw there were 1,960 sign ups!
Anyway, back to Batch Transcription.
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Audio Notes 1.01 Saves You Time
Batch Transcription is a new feature that helps you save hours each week when consuming audio and video content. This might include:
- Podcasts
- Meetings
- Lectures
- Interviews
Each of the above are all integral parts of our lives. But as insightful and valuable as they might be, they often demand a significant time investment to listen to and comprehend.
The 4-hour featuring Lex Fridman podcast from earlier looked interesting but there was no way I could find burn that amount of time on a podcast.
Talk about content overload!
Enter Audio Notes Batch Transcription.
~
What Is Batch Transcription?
Batch transcription in Audio Notes lets you process large amounts of video, audio, and text. It supports the processing of multiple audio or video URLS simultaneously.
Batch Transcription automatically transcribes audio to text, generates textual summaries, and highlights key points from any URL you point it to, thereby saving you hours of precious time.
It only takes a few clicks.
- Find the podcast you are interested in
- Supply Job Title
- Paste the podcast URL
- Click Create Job
That’s it.
~
Using Batch Transcription and Creating a Job
To use Batch Transcription, you create a Job by defining the Title and URL that contains the audio or video you want to process:
Audio Notes creates a job and performs the heavy lifting in the background, leaving you to get about your day.
You can periodically check the status of each job by clicking Check Status:
When the job has successfully completed, the Status field is set to succeeded and the transcript can be fetched.
A future release will contain an automation that performs periodic checks and updates the Status field without having to click the Check Status button. Audio Notes may also send you a notification when a job has been successfully processed.
~
Fetching the Transcript
Fetching the transcript is done by clicking Download Transcript. A transcript is required to generate the Summary.
At present, fetching the transcript is manual step but in future will be handled by an automated process. You won’t need to click Download Transcript.
In case you are wondering, the 4-hour podcast resulted in a transcript of more than 5 megabytes. This is in JSON format.
You can see this here:
To normalise the transcript, I pre-process the transcript and create a flat file. We can see this here:
After the transcript has been generated, the summary can be created
~
Generate Summary
The summary can be generated when the transcript is available. Generating the summary is done by clicking on Generate Summary:
The summary contains the AI generated abstract and key sentences that were identified from the transcript.
You can see an extract from the summary here:
Again, summary generation will be handled by an automated backend process in v1.0.2. In future you will not need to click on Generate Summary.
~
View Summary
Clicking on View Summary lets you view the transcribed and summarised content.
After clicking this button, the summary screen is displayed. It features 2 sections:
- Abstract
- Key Sentences
You can scan the podcast in minutes. In my case, I read and absorbed key takeaways in the 4-hour podcast in less than 30 minutes.
I pointed Audio Notes at 5 other podcasts that spanned multiple hours but after skimming each of the abstracts and summarised content, I decided that only 1 of the podcasts was worth listening or watching.
A massive timesaver.
Perfect.
~
Benefits of Batch Transcription
In addition to saving time, other benefits include:
- Enhanced Productivity: Instead of passively listening, you can actively engage with summaries and key insights.
- Accessibility: Written transcripts make it easier to revisit specific sections without scrubbing through hours of audio.
- Flexibility: Batch transcription lets you handle large volumes of content whenever it’s convenient for you.
I have found myself finding podcasts that I’m interested in, setting up multiple jobs, then getting on with another task.
~
Who Else Can Benefit?
Batch transcription feature just for podcast listeners. It’s also a useful tool for:
- Researchers and Academics: analyse multiple interviews or lectures with ease.
- Professionals: stay on top of meetings and webinars without losing hours of productivity.
- Content Creators: streamline editing processes by converting audio into searchable text.
- Students: review classes or seminars quickly and efficiently.
With access to the raw transcript, it’s not a massive leap to let people reason over processed data using a language model or an AI agent.
~
Final Thoughts
In just a few days, I am finding the Audio Notes’ batch transcription feature very useful. Using AI audio transcription and transcript summarisation is helping me to rapidly learn about new topics, concepts, and ideas.
What would have been hours of passive listening is now streamlined and has opened my mind to checking out additional podcasts.
Almost 2,000 people signed up for v1.0.0. Thankyou.
Version 1.0.1 of Audio Notes with Batch Transcription will go live soon.
I will reach out to some of you in the coming weeks and grant early access to Batch Transcription. All feedback, ideas, and questions are welcomed.
~
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div.fca_eoi_layout_submit_button_wrapper input:focus,form.fca_eoi_layout_0.fca_eoi_layout_widget div.fca_eoi_layout_content_wrapper div.fca_eoi_layout_submit_button_wrapper input:focus,div.fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_content_wrapper div.fca_eoi_layout_submit_button_wrapper input:focus,form.fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_content_wrapper div.fca_eoi_layout_submit_button_wrapper input:focus,div.fca_eoi_layout_0.fca_eoi_layout_popup div.fca_eoi_layout_content_wrapper div.fca_eoi_form_text_element.fca_eoi_layout_privacy_copy_wrapper div,form.fca_eoi_layout_0.fca_eoi_layout_popup div.fca_eoi_layout_content_wrapper div.fca_eoi_form_text_element.fca_eoi_layout_privacy_copy_wrapper div,div.fca_eoi_layout_0.fca_eoi_layout_widget div.fca_eoi_layout_content_wrapper div.fca_eoi_form_text_element.fca_eoi_layout_privacy_copy_wrapper div,form.fca_eoi_layout_0.fca_eoi_layout_widget div.fca_eoi_layout_content_wrapper div.fca_eoi_form_text_element.fca_eoi_layout_privacy_copy_wrapper div,div.fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_content_wrapper div.fca_eoi_form_text_element.fca_eoi_layout_privacy_copy_wrapper div,form.fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_content_wrapper div.fca_eoi_form_text_element.fca_eoi_layout_privacy_copy_wrapper div,div.fca_eoi_layout_0.fca_eoi_layout_popup div.fca_eoi_layout_content_wrapper div.fca_eoi_layout_fatcatapps_link_wrapper a,form.fca_eoi_layout_0.fca_eoi_layout_popup div.fca_eoi_layout_content_wrapper div.fca_eoi_layout_fatcatapps_link_wrapper a,div.fca_eoi_layout_0.fca_eoi_layout_widget div.fca_eoi_layout_content_wrapper div.fca_eoi_layout_fatcatapps_link_wrapper a,form.fca_eoi_layout_0.fca_eoi_layout_widget div.fca_eoi_layout_content_wrapper div.fca_eoi_layout_fatcatapps_link_wrapper a,div.fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_content_wrapper div.fca_eoi_layout_fatcatapps_link_wrapper a,form.fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_content_wrapper div.fca_eoi_layout_fatcatapps_link_wrapper a{font-size:12px !important;}}@media (min-width:1px) and (max-width:450px),(min-height:1px) and (max-height:450px){div.fca_eoi_layout_0 div.fca_eoi_layout_content_wrapper,form.fca_eoi_layout_0 div.fca_eoi_layout_content_wrapper{margin:8px 13px;}div.fca_eoi_layout_0 div.fca_eoi_layout_fatcatapps_link_wrapper a,form.fca_eoi_layout_0 div.fca_eoi_layout_fatcatapps_link_wrapper a{margin:0;}div.fca_eoi_layout_0 div.fca_eoi_form_text_element.fca_eoi_layout_headline_copy_wrapper,form.fca_eoi_layout_0 div.fca_eoi_form_text_element.fca_eoi_layout_headline_copy_wrapper{margin-bottom:5px;}}@media (min-width:1px) and (max-width:768px){div.fca_eoi_layout_0 div.fca_eoi_layout_field_wrapper,form.fca_eoi_layout_0 div.fca_eoi_layout_field_wrapper{float:none;width:100%;}}div.fca_eoi_layout_0 div.fca_eoi_layout_submit_button_wrapper,form.fca_eoi_layout_0 div.fca_eoi_layout_submit_button_wrapper{text-align:center;width:100%;}div.fca_eoi_layout_0 div.fca_eoi_layout_submit_button_wrapper input,form.fca_eoi_layout_0 div.fca_eoi_layout_submit_button_wrapper input{width:100%;border:0 !important;}#fca_eoi_form_560 .fca_eoi_layout_0.fca_eoi_layout_postbox { background-color: #ffffff !important; }#fca_eoi_form_560 .fca_eoi_layout_0.fca_eoi_layout_postbox { border-color: #000000 !important; }#fca_eoi_form_560 .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_headline_copy_wrapper div { font-size: 25px !important; }#fca_eoi_form_560 .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_headline_copy_wrapper div { color: #000000 !important; }#fca_eoi_form_560 .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_description_copy_wrapper p, .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_description_copy_wrapper div { font-size: 14px !important; }#fca_eoi_form_560 .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_description_copy_wrapper p, .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_description_copy_wrapper div { color: #000000 !important; }#fca_eoi_form_560 .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_name_field_wrapper, .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_name_field_wrapper input { font-size: 14px !important; }#fca_eoi_form_560 .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_name_field_wrapper, .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_name_field_wrapper input { color: #000000 !important; }#fca_eoi_form_560 .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_name_field_wrapper { border-color: #000000 !important; }#fca_eoi_form_560 .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_email_field_wrapper, .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_email_field_wrapper input { font-size: 14px !important; }#fca_eoi_form_560 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#000000 !important; }#fca_eoi_form_560 .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_fatcatapps_link_wrapper a, .fca_eoi_layout_0.fca_eoi_layout_postbox div.fca_eoi_layout_fatcatapps_link_wrapper a:hover { color: #3197e1 !important; }
