exametrika
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
A side-by-side editorial comparison of projoint and YARA — release velocity, themes, recent moves, and the top alternatives to consider.
projoint spent a year on CRAN paperwork, then shipped a correctness fix it flagged itself.
projoint is an R package for analysing conjoint survey experiments, covering Qualtrics import, reshaping, and quantity-of-interest estimation with inter-rater reliability correction. Most of its release history is CRAN admission work — citation formats, DESCRIPTION fields, \value{} tags, vignette cleanups — with four tags backfilled within ninety seconds of each other on 15 July in non-monotonic version order, so neither tag order nor timestamps in this feed track the real sequence. The substantive releases are the ones fixing data-preparation bugs that silently corrupt estimates.
YARA ships bounds checks, not features — three patch releases published thirteen minutes apart.
Every release in this window is memory safety work on the parsers. The July batch bounds the rule table index in two opcodes, the tilde stream row count in the dotnet module and the repeat stack depth in the regex fiber sync, and fixes a leak in rule stream loading. Earlier releases closed a heap overflow triggered by hand-crafted compiled rules, infinite loops on corrupt PE resource directories, and an integer overflow in ELF parsing. The three most recent tags were published within thirteen minutes of each other.
projoint is an R package for analysing conjoint survey experiments, covering Qualtrics import, reshaping, and quantity-of-interest estimation with inter-rater reliability correction. Most of its release history is CRAN admission work — citation formats, DESCRIPTION fields, \value{} tags, vignette cleanups — with four tags backfilled within ninety seconds of each other on 15 July in non-monotonic version order, so neither tag order nor timestamps in this feed track the real sequence. The substantive releases are the ones fixing data-preparation bugs that silently corrupt estimates.
The maintainer is hardening the path from raw Qualtrics export to estimate, which is where conjoint analysis quietly goes wrong. Three separate releases fix that path: dropped respondent-level weights in organize_data(), repeated-task reshaping in reshape_projoint(), and choice-to-profile mapping in 1.1.3. Each fix now arrives with regression tests and stricter validation rather than just a patch, and 1.1.3 adds an explicit .choice_map so the mapping is auditable instead of inferred.
Expect the validation-and-regression-test pattern to keep extending across the import path, with releases continuing to arrive in bursts around CRAN submission rather than on a cadence.
Every release in this window is memory safety work on the parsers. The July batch bounds the rule table index in two opcodes, the tilde stream row count in the dotnet module and the repeat stack depth in the regex fiber sync, and fixes a leak in rule stream loading. Earlier releases closed a heap overflow triggered by hand-crafted compiled rules, infinite loops on corrupt PE resource directories, and an integer overflow in ELF parsing. The three most recent tags were published within thirteen minutes of each other.
YARA is being maintained as an input parser under adversarial pressure rather than developed as a language. The last release to add anything — 4.5.0, with unreferenced string rules, strict escape warnings and a slow-rule callback — is nearly two years back, and everything since has been bounding a value someone found a way to overflow. Even the scan limit change was a revert to a prior default.
Expect the pattern to hold: batched patch releases whose contents are bounds checks in the PE, dotnet and regex paths, since that is where every recent finding has landed. Nothing in these entries suggests new language or module capability is queued.
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 projoint or YARA.
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
eratosthenes spends 0.1.0 hardening inputs rather than adding chronology methods.
dqcheckr adds drift analysis, then removes the YAML a user had to hand-write.
An actuarial mainstay spends its releases on CI plumbing, not on new mathematics.
EDAForge is a data-quality auditor renamed mid-flight, still finding its CRAN footing.
See all projoint alternatives → · See all YARA alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. YARA is currently shipping more aggressively (velocity 5.0 vs 2.5), 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. YARA is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 projoint alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "projoint alternatives" section above for the current picks, or visit /alternatives/projoint for the full list with editorial commentary on each.
Top YARA alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "YARA alternatives" section above for the current picks, or visit /alternatives/yara for the full list with editorial commentary on each.