New in querychat: multiple tables, chat history, data-dict, and easy extraction of findings into Quarto, Shiny, Jupyter, etc.
querychat is now much more capable beyond just querying "pre-defined" Shiny outputs.
Available for both #rstats and #python.
opensource.posit.co/blog/2026-09...
querychat is now much more capable beyond just querying "pre-defined" Shiny outputs.
Available for both #rstats and #python.
opensource.posit.co/blog/2026-09...
October 1, 2026 at 2:54 PM
New in querychat: multiple tables, chat history, data-dict, and easy extraction of findings into Quarto, Shiny, Jupyter, etc.
querychat is now much more capable beyond just querying "pre-defined" Shiny outputs.
Available for both #rstats and #python.
opensource.posit.co/blog/2026-09...
querychat is now much more capable beyond just querying "pre-defined" Shiny outputs.
Available for both #rstats and #python.
opensource.posit.co/blog/2026-09...
I'm thrilled to share that #querychat now supports more exploratory visualization powered by #ggsql. We're excited about what this direction can unlock for data scientists looking to curate "tidy" data for others explore. Expect more on this in the coming months. opensource.posit.co/blog/2026-06...
Ask more of your dashboard with querychat and ggsql
querychat now supports ggsql-powered visualizations — users can ask "show me" questions and get charts rendered directly in the chat, alongside SQL queries and reactive filtering, all without arbitrar...
opensource.posit.co
June 17, 2026 at 5:53 PM
I'm thrilled to share that #querychat now supports more exploratory visualization powered by #ggsql. We're excited about what this direction can unlock for data scientists looking to curate "tidy" data for others explore. Expect more on this in the coming months. opensource.posit.co/blog/2026-06...
Sounds like you’re describing querychat github.com/posit-dev/qu...
GitHub - posit-dev/querychat: Chat with your data in R and Python
Chat with your data in R and Python. Contribute to posit-dev/querychat development by creating an account on GitHub.
github.com
January 21, 2026 at 1:09 PM
Sounds like you’re describing querychat github.com/posit-dev/qu...
Ask more of your dashboard with querychat & ggsql! 📊
Explore data in your #RStats and #Python Shiny apps via natural language using safe, reproducible SQL and generate inline charts with ggsql.
🔗 opensource.posit.co/blog/2026-06...
Explore data in your #RStats and #Python Shiny apps via natural language using safe, reproducible SQL and generate inline charts with ggsql.
🔗 opensource.posit.co/blog/2026-06...
Ask more of your dashboard with querychat and ggsql
querychat now supports ggsql-powered visualizations — users can ask "show me" questions and get charts rendered directly in the chat, alongside SQL queries and reactive filtering, all without arbitrar...
opensource.posit.co
July 30, 2026 at 3:43 PM
Ask more of your dashboard with querychat & ggsql! 📊
Explore data in your #RStats and #Python Shiny apps via natural language using safe, reproducible SQL and generate inline charts with ggsql.
🔗 opensource.posit.co/blog/2026-06...
Explore data in your #RStats and #Python Shiny apps via natural language using safe, reproducible SQL and generate inline charts with ggsql.
🔗 opensource.posit.co/blog/2026-06...
Generative AI resources from @posit.co #Positconf2025
September 17, 2025 at 9:11 PM
Generative AI resources from @posit.co #Positconf2025
As a bonus, here's a video of query "pre-defined" views with querychat
October 1, 2026 at 3:01 PM
As a bonus, here's a video of query "pre-defined" views with querychat
Thrilled to share Drew Coughlin's project! Build LLM-powered Shiny dashboards with Posit's multilingual querychat. 🤖
It lets LLMs understand your data privately and converts plain language to SQL. Drew's ultra-runner app is a great demo!
Check it out: posit.co/blog/race-st...
#RStats #Python
It lets LLMs understand your data privately and converts plain language to SQL. Drew's ultra-runner app is a great demo!
Check it out: posit.co/blog/race-st...
#RStats #Python
June 17, 2025 at 2:28 PM
Thrilled to share Drew Coughlin's project! Build LLM-powered Shiny dashboards with Posit's multilingual querychat. 🤖
It lets LLMs understand your data privately and converts plain language to SQL. Drew's ultra-runner app is a great demo!
Check it out: posit.co/blog/race-st...
#RStats #Python
It lets LLMs understand your data privately and converts plain language to SQL. Drew's ultra-runner app is a great demo!
Check it out: posit.co/blog/race-st...
#RStats #Python
Really cool idea. I'm wondering if and how one could use it to help students transition from the mathematical concepts they learn in econometrics classes to coding & applications.
posit-dev.github.io/querychat/
posit-dev.github.io/querychat/
October 1, 2026 at 7:30 PM
Really cool idea. I'm wondering if and how one could use it to help students transition from the mathematical concepts they learn in econometrics classes to coding & applications.
posit-dev.github.io/querychat/
posit-dev.github.io/querychat/
Meet querychat: A multilingual LLM drop-in for your #Python & #RStats Shiny apps!
Bridge the gap between data and natural language. Users can query datasets in plain English, with queries translated directly into SQL.
Read the walkthrough by @veerle.hypebright.nl: 🔗 shiny.posit.co/blog/posts/q...
Bridge the gap between data and natural language. Users can query datasets in plain English, with queries translated directly into SQL.
Read the walkthrough by @veerle.hypebright.nl: 🔗 shiny.posit.co/blog/posts/q...
January 28, 2026 at 3:41 PM
Meet querychat: A multilingual LLM drop-in for your #Python & #RStats Shiny apps!
Bridge the gap between data and natural language. Users can query datasets in plain English, with queries translated directly into SQL.
Read the walkthrough by @veerle.hypebright.nl: 🔗 shiny.posit.co/blog/posts/q...
Bridge the gap between data and natural language. Users can query datasets in plain English, with queries translated directly into SQL.
Read the walkthrough by @veerle.hypebright.nl: 🔗 shiny.posit.co/blog/posts/q...
Free full workshop video now available.
Garrett Grolemund shows how to use AI + R with health data in Positron, including Quarto reports, dashboards, Shiny apps, and QueryChat.
r-consortium.org/webinars/use...
#rstats @posit.co
Garrett Grolemund shows how to use AI + R with health data in Positron, including Quarto reports, dashboards, Shiny apps, and QueryChat.
r-consortium.org/webinars/use...
#rstats @posit.co
June 15, 2026 at 5:38 PM
Free full workshop video now available.
Garrett Grolemund shows how to use AI + R with health data in Positron, including Quarto reports, dashboards, Shiny apps, and QueryChat.
r-consortium.org/webinars/use...
#rstats @posit.co
Garrett Grolemund shows how to use AI + R with health data in Positron, including Quarto reports, dashboards, Shiny apps, and QueryChat.
r-consortium.org/webinars/use...
#rstats @posit.co
For this weeks #TidyTuesday, I made a Shiny dash using querychat to filter cancelled NSF grants from Grant Watch. As a fired Fed, this was sadly relevant. I'm not the strongest when it comes to Shiny, but it works so that's a win 0196abac-e292-c6e2-6623-5ed2c685e4ea.share.connect.posit.cloud
Cancelled NSF Grants Dashboard
0196abac-e292-c6e2-6623-5ed2c685e4ea.share.connect.posit.cloud
May 7, 2025 at 5:27 PM
For this weeks #TidyTuesday, I made a Shiny dash using querychat to filter cancelled NSF grants from Grant Watch. As a fired Fed, this was sadly relevant. I'm not the strongest when it comes to Shiny, but it works so that's a win 0196abac-e292-c6e2-6623-5ed2c685e4ea.share.connect.posit.cloud
Coincidentally, @veerle.hypebright.nl just publishing a post on querychat on the Shiny blog in case you'd like to learn more :) shiny.posit.co/blog/posts/q...
Shiny - Where Questions Become Queries: Meet querychat
Shiny is a package that makes it easy to create interactive web apps using R and Python.
shiny.posit.co
January 22, 2026 at 7:19 PM
Free full workshop video now available.
Garrett Grolemund shows how to use AI + R with health data in Positron, including Quarto reports, dashboards, Shiny apps, and QueryChat.
r-consortium.org/webinars/use...
#rstats @posit.co
Garrett Grolemund shows how to use AI + R with health data in Positron, including Quarto reports, dashboards, Shiny apps, and QueryChat.
r-consortium.org/webinars/use...
#rstats @posit.co
June 15, 2026 at 9:44 PM
Free full workshop video now available.
Garrett Grolemund shows how to use AI + R with health data in Positron, including Quarto reports, dashboards, Shiny apps, and QueryChat.
r-consortium.org/webinars/use...
#rstats @posit.co
Garrett Grolemund shows how to use AI + R with health data in Positron, including Quarto reports, dashboards, Shiny apps, and QueryChat.
r-consortium.org/webinars/use...
#rstats @posit.co
Finally something #RStats- related I can do with a local LLM on my 12G GPU Windows PC 🎉🎉
(I do want to also try writing SQL with querychat sometime)
(I do want to also try writing SQL with querychat sometime)
A new release of chores is now on #rstats CRAN!
There are now some LLMs tiny enough to run on a laptop that are capable of powering chores helpers. Here's a real-time demo with a model running on my Macbook.
Read more: www.simonpcouch.com/blog/2025-12...
There are now some LLMs tiny enough to run on a laptop that are capable of powering chores helpers. Here's a real-time demo with a model running on my Macbook.
Read more: www.simonpcouch.com/blog/2025-12...
December 10, 2025 at 4:47 PM
Finally something #RStats- related I can do with a local LLM on my 12G GPU Windows PC 🎉🎉
(I do want to also try writing SQL with querychat sometime)
(I do want to also try writing SQL with querychat sometime)
Ask your data natural-language questions in R or Python with the querychat package! Bonus: You never send that data to an LLM!
My step-by-step InfoWorld tutorial using NFL game data (1st day of the season tonight!) as an example:
www.infoworld.com/article/4040...
#RStats #Python #InfoWorld #RShiny
My step-by-step InfoWorld tutorial using NFL game data (1st day of the season tonight!) as an example:
www.infoworld.com/article/4040...
#RStats #Python #InfoWorld #RShiny
Chat with data the easy way in R or Python
Why write SQL queries when you can get an LLM to write the code for you? Query NFL data using querychat, a new chatbot component that works with the Shiny web framework and is compatible with R and Py...
www.infoworld.com
September 4, 2025 at 12:51 PM
Ask your data natural-language questions in R or Python with the querychat package! Bonus: You never send that data to an LLM!
My step-by-step InfoWorld tutorial using NFL game data (1st day of the season tonight!) as an example:
www.infoworld.com/article/4040...
#RStats #Python #InfoWorld #RShiny
My step-by-step InfoWorld tutorial using NFL game data (1st day of the season tonight!) as an example:
www.infoworld.com/article/4040...
#RStats #Python #InfoWorld #RShiny
3. awesome new stuff in querychat too like data visualisation via ggsql, and the handoff feature for extracting your analyses for later
github.com/posit-dev/qu...
github.com/posit-dev/qu...
GitHub - posit-dev/querychat: Chat with your data in R and Python
Chat with your data in R and Python. Contribute to posit-dev/querychat development by creating an account on GitHub.
github.com
September 15, 2026 at 10:32 PM
3. awesome new stuff in querychat too like data visualisation via ggsql, and the handoff feature for extracting your analyses for later
github.com/posit-dev/qu...
github.com/posit-dev/qu...
Hey Simon. Thanks for these resources! Are there any examples out there of how to use vitals to evaluate a querychat (R) app? I'm unsure how to pass all the internal querychat tooling to a solver chat object. Thanks!
October 9, 2025 at 2:35 PM
Hey Simon. Thanks for these resources! Are there any examples out there of how to use vitals to evaluate a querychat (R) app? I'm unsure how to pass all the internal querychat tooling to a solver chat object. Thanks!
My weekly newsletter is out 👇🏼
Open source: the QueryChat
New tutorials
Book: Mathematics of Machine Learning
ramikrispin.substack.com/p/the-queryc...
#python #rstats #ai
Open source: the QueryChat
New tutorials
Book: Mathematics of Machine Learning
ramikrispin.substack.com/p/the-queryc...
#python #rstats #ai
The QueryChat Project, Mathematics of Machine Learning, New Tutorials
Explore the QueryChat open-source project, math foundations of machine learning, and fresh tutorials on MLOps, data engineering, and AI tools in this curated roundup.
ramikrispin.substack.com
January 31, 2026 at 4:21 PM
My weekly newsletter is out 👇🏼
Open source: the QueryChat
New tutorials
Book: Mathematics of Machine Learning
ramikrispin.substack.com/p/the-queryc...
#python #rstats #ai
Open source: the QueryChat
New tutorials
Book: Mathematics of Machine Learning
ramikrispin.substack.com/p/the-queryc...
#python #rstats #ai
New on CRAN: querychat (0.4.1). View at https://CRAN.R-project.org/package=querychat
querychat: Filter and Query Data Frames in 'shiny' Using an LLM Chat Interface
Adds an LLM-powered chatbot to your 'shiny' app, that can turn your users' natural language questions into 'SQL' queries that run against your data, and return the result as a reactive data frame. Use it to drive reactive calculations, visualizations, downloads, and more.
CRAN.R-project.org
September 30, 2026 at 9:14 PM
New on CRAN: querychat (0.4.1). View at https://CRAN.R-project.org/package=querychat
querychat now has a /handoff command that will generate a downloadable report from your chat in formats such as Quarto, a Jupyter notebook and more, Carson Sievert tells #PositConf2026 .
September 15, 2026 at 8:19 PM
querychat now has a /handoff command that will generate a downloadable report from your chat in formats such as Quarto, a Jupyter notebook and more, Carson Sievert tells #PositConf2026 .
Drew’s app inspired me to try querychat for the first time! LLMs in your Shiny apps, anyone? ✨
Thrilled to share Drew Coughlin's project! Build LLM-powered Shiny dashboards with Posit's multilingual querychat. 🤖
It lets LLMs understand your data privately and converts plain language to SQL. Drew's ultra-runner app is a great demo!
Check it out: posit.co/blog/race-st...
#RStats #Python
It lets LLMs understand your data privately and converts plain language to SQL. Drew's ultra-runner app is a great demo!
Check it out: posit.co/blog/race-st...
#RStats #Python
June 17, 2025 at 2:49 PM
Drew’s app inspired me to try querychat for the first time! LLMs in your Shiny apps, anyone? ✨
shiny and {querychat} are now number one my #rstats todo list.
time to break this bad boy out again
mastering-shiny.org
time to break this bad boy out again
mastering-shiny.org
January 22, 2026 at 1:36 AM
shiny and {querychat} are now number one my #rstats todo list.
time to break this bad boy out again
mastering-shiny.org
time to break this bad boy out again
mastering-shiny.org
🤖 Big update to the LLMs + R guide
> 10 packages added plus other tools and interested reads
luisdva.github.io/llmsr-book/
As usual, all the content is available in English and Spanish.
#rstats
> 10 packages added plus other tools and interested reads
luisdva.github.io/llmsr-book/
As usual, all the content is available in English and Spanish.
#rstats
September 26, 2025 at 11:29 PM
🤖 Big update to the LLMs + R guide
> 10 packages added plus other tools and interested reads
luisdva.github.io/llmsr-book/
As usual, all the content is available in English and Spanish.
#rstats
> 10 packages added plus other tools and interested reads
luisdva.github.io/llmsr-book/
As usual, all the content is available in English and Spanish.
#rstats