finnts
Microsoft's automated forecasting framework, still mostly a one-maintainer effort.
A side-by-side editorial comparison of adjustedCurves and Infisical — release velocity, themes, recent moves, and the top alternatives to consider.
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.
Infisical's release notes now read like a certificate authority's, not a secrets store's.
Infisical ships roughly twice a week, and the bulk of each release is now PKI and PAM work rather than secret storage. The latest version adds KMIP automatic certificate renewal alongside a continuing migration of the console to a third-generation component set. Secret management itself appears mostly as plumbing changes: a revised validation API contract, folder-creation locking moved to Redis, and the removal of the legacy environment dashboard.
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.
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.
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.
Infisical ships roughly twice a week, and the bulk of each release is now PKI and PAM work rather than secret storage. The latest version adds KMIP automatic certificate renewal alongside a continuing migration of the console to a third-generation component set. Secret management itself appears mostly as plumbing changes: a revised validation API contract, folder-creation locking moved to Redis, and the removal of the legacy environment dashboard.
Infisical is assembling a credential platform rather than a secrets store, and it is doing so without a single headline release — each pillar arrives as two or three PRs per version. PKI is furthest along: after external AWS authorities, Intune enrollment and Nutanix sync, KMIP auto-renewal closes the loop on unattended certificate lifecycle. The v3 console migration is now touching the shared shell — page headers, dynamic-secret provider forms — which usually signals the old UI is being retired rather than patched.
Expect the v3 migration to finish sweeping the remaining project settings surfaces, and PAM to keep collecting account types the way PKI collected sync destinations. Whether the agent proxy graduates from telemetry and templates into a launched product is the open question these notes do not answer.
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 Infisical.
Microsoft's automated forecasting framework, still mostly a one-maintainer effort.
Bayesian luminescence dating that finally replaced its folder-structure input format.
An epidemic-economic model teaching its interventions to react to the outbreak itself.
A parallel-chain helper for bkmr that has settled into pure upkeep.
A cancer driver prioritization package that ships rarely and mostly to stay installable
A meteorology ggplot2 extension where the netCDF reader became the main event
See all adjustedCurves alternatives → · See all Infisical alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Infisical 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Infisical 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.
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.
Top Infisical alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Infisical alternatives" section above for the current picks, or visit /alternatives/infisical for the full list with editorial commentary on each.