jSDM
Joint species distribution models in Gibbs-sampled C++, quiet since 2023.
A side-by-side editorial comparison of BAS and Kinsta — release velocity, themes, recent moves, and the top alternatives to consider.
A Bayesian model-averaging package spending its 2.0 on memory, not methods.
BAS performs Bayesian variable selection and model averaging for linear and generalized linear models, sampling from a model space too large to enumerate. The visible history splits cleanly: 2023-2024 added sampling machinery — an adaptive independent MCMC sampler with Horvitz-Thompson estimation, hereditary-constraint counting — while 2.0.0 in late 2025 reworked how sampler output is allocated in C. The 2.0.2 patch is a PROTECT fix for rchk warnings.
Kinsta is moving MyKinsta's controls into its API, one surface per month
Kinsta's feed is a blog, so releases arrive as truncated posts, but the pattern underneath is consistent: management surfaces that used to require the MyKinsta dashboard keep reappearing in the Kinsta API. Domains, HTTPS, logs, and backups moved in July; visitor analytics — user agents, browsers, request origins — followed in August. Around that sits a year of bot-traffic work and a file manager in the dashboard, and the newest post extends resilience past backups into a named disaster-recovery offering.
BAS performs Bayesian variable selection and model averaging for linear and generalized linear models, sampling from a model space too large to enumerate. The visible history splits cleanly: 2023-2024 added sampling machinery — an adaptive independent MCMC sampler with Horvitz-Thompson estimation, hereditary-constraint counting — while 2.0.0 in late 2025 reworked how sampler output is allocated in C. The 2.0.2 patch is a PROTECT fix for rchk warnings.
Memory is the binding constraint and the releases say so directly. The hereditary-constraint counter, the GROW option, and the replacement of over-allocation with resizing all attack the same problem: n.models is a guess, and guessing high wastes memory on problems where few unique models are actually visited. The 2.0.0 work was additionally forced by R tightening its C API against non-API calls like SETLENGTH, a constraint every C-heavy CRAN package has been absorbing. Method development has been quiet since 1.7.x.
The 1.7.5 notes call the hereditary-constraint counting a first step and say future updates will cover other constraint types, including polynomials, which remain unhandled. That is the one concrete commitment in this history, though nothing since has returned to it.
Kinsta's feed is a blog, so releases arrive as truncated posts, but the pattern underneath is consistent: management surfaces that used to require the MyKinsta dashboard keep reappearing in the Kinsta API. Domains, HTTPS, logs, and backups moved in July; visitor analytics — user agents, browsers, request origins — followed in August. Around that sits a year of bot-traffic work and a file manager in the dashboard, and the newest post extends resilience past backups into a named disaster-recovery offering.
The direction is toward WordPress hosting that can be operated entirely programmatically, with MyKinsta as one client among others rather than the control plane. Bot handling and now disaster recovery show the second thread: absorbing operational risk customers would otherwise manage themselves. The blog format hides scope — most posts are teasers — so direction is readable here but the size of any single release is not.
Expect the next API release to pick off another MyKinsta-only surface on the same roughly monthly rhythm, with the file manager the obvious candidate. How far disaster recovery goes beyond scheduled backups is the open question these posts 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 BAS or Kinsta.
Joint species distribution models in Gibbs-sampled C++, quiet since 2023.
An ecosystem model starts tracking carbon isotopes and land-use change.
Ten years in, US mapping splits its data out and finally adds Puerto Rico.
Fitness-tracking analysis in slow maintenance, still absorbing upstream breakage.
State-panel tooling holding steady since its 2020 data and ergonomics release.
Five years of compiler and CRAN fixes on a capture-recapture package.
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Kinsta 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. Kinsta 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 BAS alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "BAS alternatives" section above for the current picks, or visit /alternatives/bas for the full list with editorial commentary on each.
Top Kinsta alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Kinsta alternatives" section above for the current picks, or visit /alternatives/kinsta for the full list with editorial commentary on each.