You signed in with another tab or window. Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert
changed the title [-]Centralize all the prompts into a "prompt library" for domain experts[/-][+]Centralize all the prompts into a "prompt library" to empower domain experts[/+]on Oct 7, 2025
Sahil asked me to see if #325 (create a prompt library for AskJJ) could be combined with #387, where we are improving the AskJJ instructions.
The answer is no.
#325 is a complex issue and shouldn't be combined with #387 (which has its own coding requirements in Python). #325 (the minimal version) involves me working with Sara, our medical writing expert, to create a list of practitioner-level questions to be put in a config file. That config file is then wired into the AskJJ empty state and shows up where the example prompts now exist.
I will have sample questions to submit to Sara and a ChatGPT-produced checklist for the developers by the Tuesday meeting.
AskJJ can already function without the prompt library. But the prompt library would help guide Balancer users toward good, safe, high-value questions. A prompt library is very close to a best practice.
Whether a prompt library is needed for our MVP or can be put in later is up to others.
I will document this in #325 and bring it up at the next meeting.
changed the title [-]Centralize all the prompts into a "prompt library" to empower domain experts[/-][+]Evaluating and improving the chatbot's responses [/+]on Nov 18, 2025
Generally, a “prompt library in the chat UI” is:
A visible set of pre-written, reusable prompts
Shown right next to or inside the chat box
Clickable/tappable, so users can launch them without typing
Often organized by use case (summarize, brainstorm, fix writing, etc.)
This is an early-stage opinion, but I think the AI Python instructions (#387 and #245) are more critical for MVP than the prompt library. I'm working on that this week and next week.
Activity
sahilds1 commentedon Aug 13, 2025
TODO: Update Risk Assessment Flow prompts
POST /chatgpt/risk - Get medication benefits and risks analysis
POST /v1/api/riskWithSources - Get risk assessment with source citations
[-]Empower domain expertise by building a prompt library[/-][+]Build a prompt library[/+][-]Build a prompt library[/-][+]Centralize all the prompts into a "prompt library" for domain experts[/+][-]Centralize all the prompts into a "prompt library" for domain experts[/-][+]Centralize all the prompts into a "prompt library" to empower domain experts[/+]sahilds1 commentedon Oct 27, 2025
Chatbot instructions update TODO: #345 (comment)
sue-hntr commentedon Nov 16, 2025
copied from slack:
Sahil asked me to see if #325 (create a prompt library for AskJJ) could be combined with #387, where we are improving the AskJJ instructions.
The answer is no.
#325 is a complex issue and shouldn't be combined with #387 (which has its own coding requirements in Python).
#325 (the minimal version) involves me working with Sara, our medical writing expert, to create a list of practitioner-level questions to be put in a config file. That config file is then wired into the AskJJ empty state and shows up where the example prompts now exist.
I will have sample questions to submit to Sara and a ChatGPT-produced checklist for the developers by the Tuesday meeting.
AskJJ can already function without the prompt library. But the prompt library would help guide Balancer users toward good, safe, high-value questions. A prompt library is very close to a best practice.
Whether a prompt library is needed for our MVP or can be put in later is up to others.
I will document this in #325 and bring it up at the next meeting.
sue-hntr commentedon Nov 16, 2025
[-]Centralize all the prompts into a "prompt library" to empower domain experts[/-][+]Evaluating and improving the chatbot's responses [/+]sue-hntr commentedon Nov 20, 2025
Notes and research discussed on Slack:
I will give a quick talk on this at tonight's meeting. I do have an article with a very advanced prompt library if you have time to read before then... the example prompt library given in the article is very long. We would aim to have less than 10 useful examples of good prompts for Balancer.
The article from Tom's Guide: https://www.tomsguide.com/ai/this-hidden-chatgpt-site-has-100-genius-prompts-and-its-free-to-use?utm_source=chatgpt.com
The example app with AI prompts: https://chatgpt.com/use-cases/students
Generally, a “prompt library in the chat UI” is:
A visible set of pre-written, reusable prompts
Shown right next to or inside the chat box
Clickable/tappable, so users can launch them without typing
Often organized by use case (summarize, brainstorm, fix writing, etc.)
This is an early-stage opinion, but I think the AI Python instructions (#387 and #245) are more critical for MVP than the prompt library. I'm working on that this week and next week.
sue-hntr commentedon Nov 20, 2025
In response to Kat's interest, I've conducted additional research on prompt libraries and which types of audiences benefit from them in their AI.
Expert audiences, like our MVP practitioners, don't like prompt libraries. Let's pause work on this until the next iteration.
For the patients and non-professional caregivers in our next Balancer iteration, a prompt library would be super helpful.
I'm attaching a summary document for explanation here and in #325 and moving entirely into other issues.
sue-hntr commentedon Nov 20, 2025
Research-PromptLibrary conclusions for MVP.pdf
[-]Evaluating and improving the chatbot's responses [/-][+]Prompt library in the chat UI[/+]