rsample
tidymodels' resampling package is retiring its old splitters for sliding windows.
Comparison · ai-assistants
Gemini vs recipes
A side-by-side editorial comparison of Gemini and recipes — release velocity, themes, recent moves, and the top alternatives to consider.
Gemini vs recipes: at a glance
What is Gemini?
A billion monthly users, and a feed running on audience content between launches
The last two weeks of this feed are almost entirely audience content: usage tips, a state-fair guide, a builder showcase, a monthly news roundup, a course retrospective. The one item of substance is a milestone rather than a release — the Gemini app passed a billion monthly users. The actual product news in range, the Chrome integration and Robotics ER 2, published at the end of July.
What is recipes?
tidymodels' preprocessing engine learned sparsity, then settled into deprecations.
recipes is at 1.3.3, whose entire changelog is one suggested-package declaration. The substantive release in the window is 1.2.0, which taught recipe, prep and bake to work with sparse tibbles and sparse matrices, added a sparse argument to eight dummy and indicator steps, and made seventeen more steps preserve sparsity they receive. Since then the work has been deprecations and bug fixes.
Gemini vs recipes: editorial side-by-side
Gemini
8.8AI-ASSISTANTS
A billion monthly users, and a feed running on audience content between launches
◆ Current state
The last two weeks of this feed are almost entirely audience content: usage tips, a state-fair guide, a builder showcase, a monthly news roundup, a course retrospective. The one item of substance is a milestone rather than a release — the Gemini app passed a billion monthly users. The actual product news in range, the Chrome integration and Robotics ER 2, published at the end of July.
◆ Where it's heading
Google is using this channel to consolidate attention on the app between launches rather than to announce capability. The releases it does carry point at Gemini reaching into other surfaces — Spark inside Chrome, computer use in 3.5 Flash, robotics — rather than the app growing on its own. Everything between those dates is demonstration of existing features.
◆ Prediction
On this feed's own pattern, the next item of substance will cluster on a launch date as a model or surface announcement; nothing in the current run of lifestyle posts signals what it will be.
recipes
0.0AI-ASSISTANTS
tidymodels' preprocessing engine learned sparsity, then settled into deprecations.
◆ Current state
recipes is at 1.3.3, whose entire changelog is one suggested-package declaration. The substantive release in the window is 1.2.0, which taught recipe, prep and bake to work with sparse tibbles and sparse matrices, added a sparse argument to eight dummy and indicator steps, and made seventeen more steps preserve sparsity they receive. Since then the work has been deprecations and bug fixes.
◆ Where it's heading
The direction is consolidation of a large step catalogue rather than growth. step_select and step_nnmf have entered deprecation, arguments across nine steps moved from strings and vars() calls to bare names, and all steps now require the same four arguments. The sparse work stands as the last structural change; what follows tidies the surface around it.
◆ Prediction
With step_select mid-deprecation and step_nnmf newly deprecated in favour of step_nnmf_sparse, the next release most likely advances those deprecations rather than adding steps.
Alternatives to Gemini and recipes
Other ai-assistants products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Gemini or recipes.
imbalanced-learn
The resampling companion to scikit-learn now ships mostly to stay compatible with it.
parsnip
parsnip added a whole new regression type, then wired R models to JAX and PyTorch
mlr3
mlr3 is hardening the seams where its abstractions meet real learners
Mem0
Mem0 splits agent memory from user memory, then spends a week hardening the plumbing
Pictory
Every post is a comparison page, and Pictory is always the answer.
See all Gemini alternatives → · See all recipes alternatives →
Recent activity from Gemini and recipes
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoGeminiMore than 1 billion people are using the Gemini app every month.
- 2d agoGeminiHave more fun at the state fair with these Google tools
- 5d agoGeminiSee what 5 builders are making with Gemini Omni
- 5d agoGeminiHow Gemini plans such detailed vacation itineraries for you
- 8d agoGeminiThe latest AI news we announced in July 2026
- 9d agoGeminiInside our 353,000-person vibe coding course
- 2mo agorecipesDeclares mixOmics as a suggested package
- 4mo agorecipesstep_nnmf() deprecated in favour of step_nnmf_sparse()
- 1y agorecipesFixes tune_args() with tuned parsnip arguments
- 1y agorecipesBare-name arguments across nine steps; step_select() deprecated
- 1y agorecipesFixes sparsity steps applied to derived variables
- 1y agorecipesSparse tibbles and sparse matrices supported end to end ⚡
Frequently asked questions
What is the difference between Gemini and recipes?
They serve adjacent needs but don't currently overlap on shipped themes. Gemini is currently shipping more aggressively (velocity 8.8 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Gemini better than recipes?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Gemini is currently shipping more aggressively (velocity 8.8 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other ai-assistants products to evaluate alongside.
What are the best alternatives to Gemini?
Top Gemini alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Gemini alternatives" section above for the current picks, or visit /alternatives/gemini for the full list with editorial commentary on each.
What are the best alternatives to recipes?
Top recipes alternatives in ai-assistants are ranked by recent ship velocity. Browse the "recipes alternatives" section above for the current picks, or visit /alternatives/recipes for the full list with editorial commentary on each.