I put out a patch release of mirai today. Version 2.5.2 really improves the OpenTelemetry integration so you can more easily see into your async workflows. Other key ecosystem packages will roll out with this enabled - next up: Shiny! mirai.r-lib.org #Rstats

purrr 1.2.0 out now — mostly removing long deprecated functions but a few small performance nad parallel processing improvements. Learn more at www.tidyverse.org/blog/2025/11... #rstats

mcptools 0.2.0 is on CRAN! mcptools implements the Model Context Protocol in #rstats, allowing ellmer users to share context and tools more easily between LLM applications. Read more: github.com/posit-dev/mc...

reticulate v1.44 is on CRAN! Positron integration is now enabled by default. Enjoy R and Python REPL consoles powered by concurrent threads in the same process, zero‑copy R↔Python data transfer, and full Variables Pane support. Full changelog: github.com/rstudio/reti... #rstats #python #pydata

I'm excited to share a new version of the Air formatter for #rstats, with support for tabular formatting! Super useful with `tibble::tribble()` calls or `data.table::fcase()`. It's currently experimental as we're looking to get feedback on the feature, so please let us know what you think.

Gave a talk about orbital last week at Socal RUG, it was delightful as always to spend time with these people. Slides: emilhvitfeldt.github.io/talk-orbital... Recording: www.youtube.com/live/pm-Ve3w...

I'll be keynoting at R/Pharma in a few weeks! The conference is free and virtual; all are welcome to join. My talk "Practical AI for data science" is on November 5th and should be broadly accessible for #rstats users, regardless of industry. :) Learn more & register: rinpharma.com

I recently added a Deepwiki badge to mirai.r-lib.org. Not because I think the current documentation is lacking 😅, but it takes you to an `Ask DeepWiki` prompt with the full mirai source code as context so you can ask questions (and get answers) in *any* language. Any feedback welcome! #rstats

I wrote a paper about "Examining the Interface Design of Tidyverse" 📝 TL;DR to follow in future 😊 arxiv.org/abs/2510.10382

I recently added a Deepwiki badge to mirai.r-lib.org. Not because I think the current documentation is lacking 😅, but it takes you to an `Ask DeepWiki` prompt with the full mirai source code as context so you can ask questions (and get answers) in *any* language. Any feedback welcome! #rstats

Thanks to @paleolimbot.bsky.social's great work, the sedonadb R package is now also available to Windows via R-universe 🎉 I'm excited particularly because I believe sedonadb is the easiest tool for R users to access GeoParquet data. #rstats apache.r-universe.dev/sedonadb

Seriously cool stuff from @shikokuchuo.net on mirai+ellmer+shiny+httr2 with otel for telemetry at Shiny in Production! You can use it to improve the performance of your Shiny apps by getting really granular information about it what's going on! #rstats

mirai 2.5.1 released. mirai.r-lib.org This is a patch release, but brings a new synchronous mode: `daemons(sync = TRUE)` runs your code in the same process. This means you can now drop into a browser session *within* your mirai #rstats code! p.s. amazing hex stickers made by someone @posit.co!!

Take your plots from drab to fab! #ggplot2

Posit::conf(2025) "Purrrfectly parallel, purrrfectly distributed" The slides from the talk are available at: shikokuchuo-posit2025.share.connect.posit.cloud See why we now have parallel purrr, powered by mirai, and how to use it to distribute compute to other machines. #positconf2025 #tidyverse

Can't wait to see everyone at posit::conf(2025)!! Here's my annual "things to do" list for food, coffee, bakeries, and bars near conf! #positconf2025 #rstats docs.google.com/document/d/1...

I'm hoping you'll join our session on Strengthening the R Ecosystem at posit::conf(2025) on the Thursday morning! Find out about the hottest new thing in the tidyverse: "purrrfectly parallel, purrrfectly distributed" (yes, it's something about cats). #rstats #tidyverse #PositConf2025 pos.it/conf

{otel} + #rstats is becoming a crazy partnership. This project has driven me to use/write {promises} in ways that makes my 🧠 ache 😅. The reward is worth it! See you at #PositConf2025 where I'll talk about this in more detail

tidyverse blog: mirai 2.5.0 www.tidyverse.org/blog/2025/09... This milestone release delivers enhanced observability through OpenTelemetry, reproducible parallel RNG, and key user interface improvements. We’ve also packed in twice as many changes as usual! #Rstats #tidyverse

tidyverse blog: mirai 2.5.0 www.tidyverse.org/blog/2025/09... This milestone release delivers enhanced observability through OpenTelemetry, reproducible parallel RNG, and key user interface improvements. We’ve also packed in twice as many changes as usual! #Rstats #tidyverse

tidyverse blog: Breaking down language barriers in data science nanonext is a messaging and concurrency toolkit, connecting R to polyglot data science pipelines involving modules written in Python, Rust, Go and C++ etc. www.tidyverse.org/blog/2025/09... #RStats #tidyverse

If you'd like to contribute to the tidyverse or tidymodels packages -- or learn how to -- join us at the tidyverse developer day! There are some tickets left for underrepresented minorities. #RStats #RLadies More info in the blog post: www.tidyverse.org/blog/2025/07...

I'll be talking about Quarto at PyData in September. Focus will be on how Quarto can be used to get your Notebooks Analysis to the world easily, and under different forms. Don't hesitate to share anything you would like me to tackle, and if it relates I am happy to ! And maybe see you there !

We still have spots available for tidyverse dev day on Sept 19: www.tidyverse.org/blog/2025/07.... Please come along to contribute to the tidyverse and have a bunch of fun along the way! It's open to all, but is most convenient if you're coming to posit::conf or live near Atlanta #rstats

It's always a pleasure to present at useR, and I'm doing so virtually this year. Hit the following video to see how we've been upgrading async across the ecosystem at Posit, whether that's in #RShiny, the #tidyverse or our LLM tooling. #Rstats #user2025 youtu.be/sGLD8oVquho?...

Check out our Modeling & ML with #RStats workshops at posit::conf! 🔢 Intro to ML w/ tidymodels @simonpcouch.com 🏗️ Feature Engineering & Tuning @topepo.bsky.social @emilhvitfeldt.bsky.social ↔️ Causal Inference @malcolmbarrett.malco.io @lucystats.bsky.social Learn more: pos.it/conf-2025-workshops

🐘 ellmer 🐘 makes it easy and fun to use LLMs from #rstats, and 0.3.0 is out now. Read about the new streamlined chat() function, improvements to tool specifications, and more at www.tidyverse.org/blog/2025/07....

#rstats polars 1.0.0 is now available! polars provides bindings to the eponymous Rust library, a very efficient dataframe library. This is the outcome of a 1-year long rewrite led by @eitsupi to refactor the internals and match the API of Python polars. pola-rs.github.io/r-polars/ Details ⬇️

We're happy to announce that there will be another #rstats Tidy Development Day after the 2025 posit::conf in Atlanta! www.tidyverse.org/blog/2025/07...

mcptools, a package implementing the Model Context Protocol in #rstats, is now on CRAN!🌉 We see significant opportunity with MCP and, at the same time, want to note that it's still a nascent ecosystem with serious security risks. www.tidyverse.org/blog/2025/07...

mirai 2.4.1 is released! - More options for reproducible RNG in #rstats - More robust `everywhere()`, that you can now use everywhere! See the changes here: mirai.r-lib.org/news/index.h...

Pharma & life sciences folks! Join us at posit::conf(2025) for workshops on: - Deploying Reproducible Analytics Environments for Regulated Use Cases - End-to-End Submissions in #RStats with the #Pharmaverse Update your skills for compliance & efficiency. Learn more: pos.it/conf-2025-workshops

mirai 2.4.1 is released! - More options for reproducible RNG in #rstats - More robust `everywhere()`, that you can now use everywhere! See the changes here: mirai.r-lib.org/news/index.h...

Super exciting! Related news: we’re hooking up mirai to tidymodels too.

#tidyverse purrr 1.1.0 is out - now with parallel processing! Scale your #rstats map operations reliably and efficiently across multiple cores and even distributed systems. Powered by the mirai framework, this unlocks new levels of performance. Read more at: www.tidyverse.org/blog/2025/07...

Still thinking about that bear? 🐻 If you haven't yet, catch @hadley.nz on Ep. 1 of #TheTestSet! He dives into spreadsheets, R's early days, & the tidyverse origin. 🎧 Listen at thetestset.co, on Spotify, or Apple Podcasts #DataScience #RStats #PodcastLaunch

"In the long run, we are all unbiased"

Ever wonder how the #tidyverse came to be? 🤔 #TheTestSet's first episode features @hadley.nz on his accidental empire of #RStats packages, bear encounters, and more! Stream it at thetestset.co, Spotify, or Apple Podcasts. #DataAnalytics #PodcastLaunch

At Posit, we've been busy making async first class within #RStats with mirai. Now it's time to make High-Performance Computing a first class option for distributed computing within mirai! mirai 2.4.0 includes a cluster launcher for: Slurm, SGE, Torque, PBS, LSF. shikokuchuo.net/posts/27-mir...

vitals, an R package for LLM evaluation, is now on #rstats CRAN!🧸 Specifically aimed at folks building with ellmer, the package will help you engineer prompts, choose models, and measure cost/latency/performance rigorously. www.tidyverse.org/blog/2025/06...

At Posit, we've been busy making async first class within #RStats with mirai. Now it's time to make High-Performance Computing a first class option for distributed computing within mirai! mirai 2.4.0 includes a cluster launcher for: Slurm, SGE, Torque, PBS, LSF. shikokuchuo.net/posts/27-mir...

📣 Early bird pricing for posit::conf(2025) ends TODAY! Save $150 on your registration before prices increase. 📅 September 16-18 | Atlanta Register now ➡ posit.co/conference/ #positconf2025 #DataScience #Conference #RStats #Python

Quack quack! "duckplyr fully joins the tidyverse!" Like a duck to water 😉 www.tidyverse.org/blog/2025/06... #RStats

I feel like the {targets} + {shiny} combo doesn’t get much #rstats airtime - I dunno maybe it’s so obvious that everyone is just doing it? You build your app data with targets and then tar_read / tar_load it out of the targets store into shiny app env on app start.

Data science junkies, get ready! 🚀 "The Test Set" #podcast trailer is here for your viewing pleasure. Tune in July 1st and every Tuesday after for new episodes with hosts @mchow.com, @hadley.nz, and @wesmckinney.com as they welcome thought leaders in #DataScience. Subscribe now: pos.it/thetestset

Bleeding edge update for the #tidyverse purrr package with even more seamless #rstats parallel maps. Introducing our shiniest new adverb: `in_parallel()`. Just wrap your function to take advantage of blazing fast parallel processing via mirai. pak::pak("tidyverse/purrr") purrr.tidyverse.org/dev/

Happy 18th birthday ggplot2! #rstats

For those following the #rstats {ellmer} package: I got the chat_databricks() and chat_snowflake() providers working with tool calling this past week. IMHO this means these providers are no longer toys: they can be used with RAG (via {ragnar}) and other complex tasks like @simonpcouch.com's {btw}.

We are delighted to announce mirai 2.3.0 for advanced async computing in #RStats! Mirai allows event-driven async in Shiny & parallel processing in purrr. This release brings improvements in serialization & distributed computing. Read more from @shikokuchuo.net: shikokuchuo.net/posts/26-mir...

#rstats WHAT MAGICKS IS THIS?!?!?! https://github.com/t-kalinowski/quickr