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We make free, open-source software for data scientists like the RStudio IDE.

We're formerly known as RStudio. You can always download our open-source IDE here. https://posit.co/download/rstudio-desktop/
Reposted by Posit
Happy Friday! I'm a bit late, but better than never 😅

My #PositConf2025 talk, 𝘌𝘯𝘨𝘪𝘯𝘦𝘦𝘳 𝘐𝘯𝘴𝘪𝘨𝘩𝘵𝘧𝘶𝘭 𝘚𝘩𝘪𝘯𝘺 𝘈𝘱𝘱𝘴 𝘸𝘪𝘵𝘩 𝘉𝘦𝘩𝘢𝘷𝘪𝘰𝘳𝘢𝘭 𝘚𝘤𝘪𝘦𝘯𝘤𝘦, is live on Posit’s YouTube channel. This one was especially fun to put together!

www.youtube.com/watch?v=QvMn...

#CognitiveEngineering #rstats #shiny
Engineer Insightful Shiny Apps with Behavioral Science (Jeremy Winget, CrossStack) | posit::conf
YouTube video by Posit PBC
www.youtube.com
December 19, 2025 at 5:53 PM
Reposted by Posit
In this edition of the @posit.co AI Newsletter, some 🎄Year In Review🎄, notes on GPT 5.2, and an experimental AI product for RStudio users.

posit.co/blog/2025-12...
2025-12-19 AI Newsletter - Posit
In this edition of the Posit AI Newsletter, we dive into the most important AI news and research from the past two weeks. Curated for the data science community, we cover everything from model updates...
posit.co
December 19, 2025 at 5:51 PM
Reposted by Posit
Planning a friendly intro to dbt for the 1st DS Lab of the year w/ Michael Chow, & the question came up of who the episode will be for. It'll rock for anyone curious about #dbt & data eng, obvs, but if you're a dbt pro, it will be a chance to come help others learn!! #databs #rstats #duckdb #pydata
December 19, 2025 at 4:19 PM
Reposted by Posit
infer 1.1.0, a package implementing an expressive grammar for statistical inference, is on CRAN! In a change originally motivated by @allendowney.bsky.social's posit::conf(2024) keynote, the package now supports arbitrary test statistics.

Read more: github.com/tidymodels/i...
December 18, 2025 at 2:27 PM
Thinking about running local models with coding agents like Positron Assistant? 💻

A new evaluation by @simonpcouch.com and @sara-altman.bsky.social suggests we aren't there yet. Between hardware hurdles and performance gaps, hosted models are still the best bet for now.

posit.co/blog/local-m...
Local models are not there (yet) - Posit
LLMs that can run on your laptop are not yet capable enough to drive coding agents.
posit.co
December 17, 2025 at 3:14 PM
Reposted by Posit
While coding agents like Positron Assistant and side::kick() are technically compatible with LLMs small enough to run on your laptop, the results leave much to be desired.

New on the @posit.co blog from @sara-altman.bsky.social and I: posit.co/blog/local-m...
Local models are not there (yet) - Posit
LLMs that can run on your laptop are not yet capable enough to drive coding agents.
posit.co
December 16, 2025 at 8:35 PM
Posit Workbench, part of the Posit Team platform, provides significant value to financial service organizations by delivering a centralized, auditable, and flexible development environment.

Read the blog: posit.co/blog/posit-w...
December 16, 2025 at 7:47 PM
In this episode of the Test Set podcast, @marcogorelli.bsky.social joins Michael and Wes to unpack the Narwhals origin story, plus trust in open source, and finding leverage in boring problems.

Listen on Spotify, or Apple Podcasts. Watch on YouTube or at thetestset.co.

#thetestset #rstats #python
December 16, 2025 at 3:57 PM
Reposted by Posit
Tomorrow's DS Lab will be great for those curious abt
- digging thru the backend of websites to see API calls
- using Postman
- alternatives to web scraping

@marcoshuerta.com is gonna show us how he does this stuff! Come join us!! pos.it/dslab <- registers for the series

#databs #python #rstats
Data Science Lab
pos.it
December 15, 2025 at 8:02 PM
Reposted by Posit
We are excited to see that xgboost recently had a big CRAN release! We have worked hard on the tidymodels team to make sure you all have a smooth transition.

Please yet us know if you are experiencing any issues with the releases

tidyverse.org/blog/2025/12...
#rstats #tidymodels
tidymodels & xgboost
The tidymodels ecosystem is prepared for big xgboost CRAN release.
tidyverse.org
December 15, 2025 at 5:39 PM
Join Wes McKinney (@wesmckinney.com) and the Pixeltable @pixeltable.net team, Marcel Kornacker and Alison Hill (@apreshill.com), for a fireside chat hosted by Hugo Bowne-Anderson on Dec 16!

They will discuss data processing and #AI workflows for multimodal data 📊

Register: luma.com/2y04b6nf
Building Multimodal AI Workflows with Pixeltable · Luma
The challenge with multimodal AI isn't calling models. It's everything else. Videos need to become frames. Audio needs transcription. Embeddings need to stay…
luma.com
December 12, 2025 at 4:20 PM
New data from @sara-altman.bsky.social & @simonpcouch.com, using the vitals and ellmer packages, looks at LLM performance metrics for #RStats.

👀 Sneak peek: Claude Opus 4.5, Claude Sonnet 4.5, & OpenAI GPT-5 lead in generating correct R code.

Read the full breakdown: posit.co/blog/r-llm-e...
Which LLM writes the best R code? - Posit
The vitals package delivers a dedicated framework for measuring how well Large Language Models perform with code.
posit.co
December 11, 2025 at 3:49 PM
Reposted by Posit
How lucky am I that these 2 agreed to join me not just at DS Lab to share #Positron settings, but now TODAY @ the Hangout to share about their dev jobs!

Let's be real, we're all Brandon Sanderson #Cosmere nerds, too, that's gonna come up 😂

Join us @ 12PM ET! pos.it/dsh

#databs #rstats #python
December 11, 2025 at 2:37 PM
Reposted by Posit
I'm excited to announce the newest release of {tidypredict}!
This release brings for standardization to outputs, faster trees for parsing and prediction, and glmnet support

tidyverse.org/blog/2025/12...
#rstats #tidymodels
tidypredict 1.0.0
tidypredict 1.0.0 brings faster computations for tree-based models, more efficient tree representations, glmnet model support, and a change in how random forests are handled.
tidyverse.org
December 10, 2025 at 11:03 PM
Curious what’s free in Positron vs. what comes with Positron Pro?
Nick Rohrbaugh shows exactly how Positron stays a full-featured free IDE — and how Pro adds SSO, managed credentials, scalable compute, auditing, and more.
Clip below.
Full demo → posit.co/resources/vi...
December 10, 2025 at 10:30 PM
Reposted by Posit
Shiny for R v1.12 is here with built-in OpenTelemetry support! 🎉

Trace sessions and reactive calculations in production with zero code changes. Just install {otel}/{otelsdk} and set your env vars.

Learn more: shiny.posit.co/blog/posts/s...

#RStats #RShiny #OpenTelemetry
December 10, 2025 at 9:08 PM
Woohoo, we have two R Weekly highlights this week! 💙 Thanks for sharing them, R Weekly team & @rpodcast.bsky.social!

Check out the blog posts here:

📻 The Test Set on YT: posit.co/blog/the-tes...
🤖 AI Newsletter: posit.co/blog/2025-12...
December 10, 2025 at 3:31 PM
New releases for tidymodels! 📦

We've launched filtro and important for supervised feature selection in #RStats. These tools simplify predictor ranking, reduce overfitting, and include advanced dynamic importance calculations.

Learn more: tidyverse.org/blog/2025/11...
December 9, 2025 at 3:21 PM
Reposted by Posit
Isabel Z is killing it giving a talk on data tools as the keynote speaker at pydata Boston! Let’s go!
December 9, 2025 at 2:43 PM
Reposted by Posit
A new release of odbc, a package that allows for connecting to various databases, is on #rstats CRAN! Just a few bug fixes in this release.

github.com/r-dbi/odbc/r...
December 8, 2025 at 2:47 PM
📢 Announcement: We are sunsetting the bookdown.org public hosting service.

If you have #RStats docs on bookdown.org, please migrate them to a new platform by January 31, 2026, to maintain control over your content. (We recommend Posit Connect Cloud!)

Learn more: posit.co/blog/bookdown-org-sunset
December 5, 2025 at 4:01 PM
Reposted by Posit
This edition of the @posit.co AI Newsletter highlights a few frontier model releases, a new R coding LLM evaluation dashboard, and a post from @wesmckinney.com on LLMs' difficulty with arithmetic!

posit.co/blog/2025-12...
2025-12-05 AI Newsletter - Posit
Several frontier model releases, the first viable AI-generated technical diagrams, and an evaluation suite for R code generation.
posit.co
December 5, 2025 at 3:50 PM
Silos. Environment chaos. “It works on my machine.”

Teams lose hours every week fighting broken environments, dependency drift, and siloed workflows.

In a new DZone + Posit white paper, we show how teams fix it with a code-first, reproducible workflow.

Download the paper:
posit.co/whitepaper/e...
Empowering Data Science at Scale by DZone - Posit
In partnership with DZone, Posit explores how organizations can scale data science effectively with a code-first approach built on collaboration, reproducibility, and secure shared environments.
posit.co
December 4, 2025 at 9:53 PM
Reposted by Posit
I put together two roundups from posit::conf(2025):

• Shiny talks + full workshop materials
shiny.posit.co/blog/posts/c...

• Quarto talks playlist and summaries
quarto.org/docs/blog/po...
shiny.posit.co
December 4, 2025 at 4:48 PM
Hey data science junkies! 🚀 We just dropped The Test Set podcast on YouTube.

It’s been a blast having conversations with the folks behind your favorite #RStats and #Python tools. And, we have a stacked lineup of guests coming up next year!

Learn what we're cooking here! posit.co/blog/the-tes...
The Test Set: Now on YouTube + a look at what’s next - Posit
Posit's video podcast The Test Set is now on YouTube, featuring data science pioneers like Hadley Wickham and Wes McKinney discussing open-source tools, AI, and the future of data science.
posit.co
December 4, 2025 at 3:35 PM