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Comparison · Infra & APIs
adjustedCurves vs Retool
A side-by-side editorial comparison of adjustedCurves and Retool — release velocity, themes, recent moves, and the top alternatives to consider.
adjustedCurves vs Retool: at a glance
What is adjustedCurves?
A survival curve package spending release after release correcting its own estimates
adjustedCurves computes confounder-adjusted survival and cumulative incidence curves across a range of estimators - IPTW, AIPTW, Aalen-Johansen, direct standardisation - with support for multiple imputation and bootstrapping. The recent releases are dominated by corrections to numbers the package already reported. Version 0.11.4 fixed cumulative incidence estimates under method="aalen_johansen" that were being read one time step early, which the maintainer notes could differ substantially when events are few, and added risk and event counts to the ggsurvplot conversion including correctly pooled values under multiple imputation.
What is Retool?
Retool is fencing in its app-building agent — plan mode above, row-level data policies below.
Releases arrive several times a week and split cleanly. One line extends the app-building agent: standing building context, multiple threads per branch, and now a plan mode that shows intended changes before they land. The other tightens administration: PostgreSQL access policies in public beta, BYOK token accounting, an admin onboarding hub, plus self-hosted release and migration notices.
adjustedCurves vs Retool: editorial side-by-side
adjustedCurves
0.0INFRA · APIS
A survival curve package spending release after release correcting its own estimates
◆ Current state
adjustedCurves computes confounder-adjusted survival and cumulative incidence curves across a range of estimators - IPTW, AIPTW, Aalen-Johansen, direct standardisation - with support for multiple imputation and bootstrapping. The recent releases are dominated by corrections to numbers the package already reported. Version 0.11.4 fixed cumulative incidence estimates under method="aalen_johansen" that were being read one time step early, which the maintainer notes could differ substantially when events are few, and added risk and event counts to the ggsurvplot conversion including correctly pooled values under multiple imputation.
◆ Where it's heading
Multiple imputation is the recurring fault line. The standard error pooling formula was implemented incorrectly until 0.11.2, then fixed again in 0.11.3 for the bootstrapping-plus-imputation combination, and 0.11.4 added the pooled risk table values that had previously been omitted entirely. A separate thread quietly removed capability: tmle and ostmle methods went in 0.10.0, and tmle support was pulled again in 0.11.1 after the concrete package left CRAN. Feature work does happen - risk tables, contrast arguments, the extend_to_last control on IPTW curves - but it is outweighed by correction.
◆ Prediction
Expect continued estimator-level corrections rather than new methods, and a possible return of tmle support if its upstream dependency returns to CRAN, since the removal was described as temporary.
Retool
5.0INFRA · APIS
Retool is fencing in its app-building agent — plan mode above, row-level data policies below.
◆ Current state
Releases arrive several times a week and split cleanly. One line extends the app-building agent: standing building context, multiple threads per branch, and now a plan mode that shows intended changes before they land. The other tightens administration: PostgreSQL access policies in public beta, BYOK token accounting, an admin onboarding hub, plus self-hosted release and migration notices.
◆ Where it's heading
The two lines are the same bet. Retool is making agent-built apps acceptable to organizations that cannot let a generated app decide what data it reads, so every agent capability is paired with a constraint — instructions the agent must follow, a plan the reviewer sees, and access policies enforced at the resource rather than in app code. The self-hosted channel keeps pace, which matters for exactly the buyers those controls target.
◆ Prediction
Expect access policies to extend past PostgreSQL to other resource types as they leave beta, and further review or approval steps around the app-building agent.
Alternatives to adjustedCurves and Retool
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 adjustedCurves or Retool.
daedalus
An epidemic-economic model teaching its interventions to react to the outbreak itself.
bkmrhat
A parallel-chain helper for bkmr that has settled into pure upkeep.
driveR
A cancer driver prioritization package that ships rarely and mostly to stay installable
metR
A meteorology ggplot2 extension where the netCDF reader became the main event
IsoriX
An isotope geolocation package still recovering from the r-spatial retirement
See all adjustedCurves alternatives → · See all Retool alternatives →
Recent activity from adjustedCurves and Retool
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoRetoolAccess policies for PostgreSQL resources in public beta
- 1d agoRetoolPlan mode for app building
- 12d agoRetoolRetool 4.35 Edge for self-hosted instances
- 14d agoRetoolManage app building agent context
- 18d agoRetoolAdmin onboarding hub now available in the Settings Overview page
- 19d agoRetoolBYOK AI token management
- 6mo agoadjustedCurvesOff-by-one-step error corrected in cumulative incidence estimates
- 1y agoadjustedCurvesIPTW curves can now extend to the last observed time
- 2y agoadjustedCurvesDropped arguments and a wrong multiple-imputation pooling formula
- 2y agoadjustedCurvesRisk tables, contrast consolidation and faster bootstrapping
- 3y agoadjustedCurvestmle and ostmle methods dropped
- 3y agoadjustedCurvesDependency compatibility and installation documentation
Frequently asked questions
What is the difference between adjustedCurves and Retool?
They serve adjacent needs but don't currently overlap on shipped themes. Retool is currently shipping more aggressively (velocity 5.0 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 adjustedCurves better than Retool?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Retool is currently shipping more aggressively (velocity 5.0 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 adjustedCurves?
Top adjustedCurves alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "adjustedCurves alternatives" section above for the current picks, or visit /alternatives/adjustedcurves for the full list with editorial commentary on each.
What are the best alternatives to Retool?
Top Retool alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Retool alternatives" section above for the current picks, or visit /alternatives/retool for the full list with editorial commentary on each.