q2
Ten releases in six days, methodically porting Quarto's surface into a Rust binary.
Comparison · Infra & APIs
evaluate vs rush
A side-by-side editorial comparison of evaluate and rush — release velocity, themes, recent moves, and the top alternatives to consider.
evaluate vs rush: at a glance
What is evaluate?
The engine under every knitted R document reached 1.0 by making evaluation behave like the console.
evaluate captures the output, plots, messages and conditions produced by running R code, and it is the layer knitr and R Markdown sit on. The 1.0.0 release changed core semantics — multi-expression input now stops at the first error — and gave results a real class. Since then, releases have been graphics-focused: ragg-based capture when available, grid plot fixes, and a patch for ggplot2 4.0.0.
What is rush?
Rush spent 2026 making distributed task ownership correct, starting with a breaking 1.0.
rush is the Redis-backed distributed computing backend behind mlr3's parallel tuning: workers pull tasks, push results and are tracked through heartbeats. Since 1.0.0 in March 2026 it has shipped five releases in four months, almost all correcting how tasks and workers are owned and identified under failure. The most recent lets each worker start in its own mirai call so it can spawn local daemons.
evaluate vs rush: editorial side-by-side
evaluate
0.0INFRA · APIS
The engine under every knitted R document reached 1.0 by making evaluation behave like the console.
◆ Current state
evaluate captures the output, plots, messages and conditions produced by running R code, and it is the layer knitr and R Markdown sit on. The 1.0.0 release changed core semantics — multi-expression input now stops at the first error — and gave results a real class. Since then, releases have been graphics-focused: ragg-based capture when available, grid plot fixes, and a patch for ggplot2 4.0.0.
◆ Where it's heading
The package is being tightened rather than expanded. 1.0.0 removed complexity it could not justify, deprecated include_timing, dropped a function testing for an object it never created, and aligned error behaviour with the console; 1.0.4 then moved plot capture toward a faster, more capable device. The recurring theme is reliability of output capture across environments, which is exactly what a document-rendering substrate needs and what local_reproducible_output() exists to enforce.
◆ Prediction
Expect continued fast-follow patches keyed to graphics-stack releases — ggplot2 and ragg in particular — rather than new API surface.
rush
2.5INFRA · APIS
Rush spent 2026 making distributed task ownership correct, starting with a breaking 1.0.
◆ Current state
rush is the Redis-backed distributed computing backend behind mlr3's parallel tuning: workers pull tasks, push results and are tracked through heartbeats. Since 1.0.0 in March 2026 it has shipped five releases in four months, almost all correcting how tasks and workers are owned and identified under failure. The most recent lets each worker start in its own mirai call so it can spawn local daemons.
◆ Where it's heading
The through-line is moving responsibility from the controller to the worker. 1.0.0 rewrote the task lifecycle and dropped the seed mechanism; 1.2.0 moved fail_tasks(), finish_tasks(), pop_task() and push_running_tasks() from Rush onto RushWorker so only the worker that ran a task can mark it done, and gave worker ids random suffixes so they cannot collide. 1.1.0 had already removed phantom failed tasks when a worker crashes between evaluations.
◆ Prediction
With ownership and identity settled, the remaining pressure points are heartbeat and lost-worker detection; expect the next releases to tighten failure recovery rather than add API surface.
Alternatives to evaluate and rush
Other Infra & APIs 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 evaluate or rush.
pkgcache
The metadata cache under pak now speaks to authenticated and corporate repositories.
packrat
R's old dependency manager now runs on a vendored copy of its own successor.
webfakes
A fake web server for tests that keeps closing the gap with the real thing.
pool
Hit 1.0, relicensed to MIT, and has shipped almost nothing but dbplyr compatibility since.
carrier
carrier's 0.3.0 quietly rewrites how crated functions see each other — and breaks code that relied on the old rules.
See all evaluate alternatives → · See all rush alternatives →
Recent activity from evaluate and rush
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 21d agorushWorkers start in their own mirai call so they can create local daemons
- 1mo agorushTask lifecycle moves onto the worker; worker ids can no longer collide
- 3mo agorushPhantom failed tasks and missed results fixed
- 4mo agorushSmaller Redis payloads and vector-valued task parameters
- 4mo agorushRush 1.0 rewrites the task lifecycle and drops the seed mechanism ⚡
- 9mo agorushwait_for_workers() can target a count or specific ids
- 11mo agoevaluatePatch for ggplot2 4.0.0 support
- 1y agoevaluatePlot capture moves to ragg when available
- 1y agoevaluateFix for rlang::abort() inside evaluate()
- 1y agoevaluate1.0 stops at the first error and gives results a class ⚡
- 2y agoevaluateSource handler gains access to the parsed call
Frequently asked questions
What is the difference between evaluate and rush?
They serve adjacent needs but don't currently overlap on shipped themes. rush is currently shipping more aggressively (velocity 2.5 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 evaluate better than rush?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. rush is currently shipping more aggressively (velocity 2.5 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 Infra & APIs products to evaluate alongside.
What are the best alternatives to evaluate?
Top evaluate alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "evaluate alternatives" section above for the current picks, or visit /alternatives/evaluate for the full list with editorial commentary on each.
What are the best alternatives to rush?
Top rush alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "rush alternatives" section above for the current picks, or visit /alternatives/rush for the full list with editorial commentary on each.