FoRecoML
The machine-learning arm of a forecast reconciliation toolkit, four months old and already sharing its sibling's plumbing.
Comparison · Infra & APIs
CRI-O vs projoint
A side-by-side editorial comparison of CRI-O and projoint — release velocity, themes, recent moves, and the top alternatives to consider.
CRI-O vs projoint: at a glance
What is CRI-O?
Patch tags land monthly with release notes that itemize nothing.
The three most recent CRI-O entries are v1.34.11, v1.34.10 and v1.33.13, cut roughly a month apart across two supported minor lines. All three carry auto-generated notes whose 'Changes by Kind' sections are empty or labelled Uncategorized, with the body given over to download bundles, checksums, SPDX manifests and signatures. Only v1.34.10 admits to a Bug or Regression category, and does not say what it was.
What is projoint?
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.
CRI-O vs projoint: editorial side-by-side
CRI-O
2.5INFRA · APIS
Patch tags land monthly with release notes that itemize nothing.
◆ Current state
The three most recent CRI-O entries are v1.34.11, v1.34.10 and v1.33.13, cut roughly a month apart across two supported minor lines. All three carry auto-generated notes whose 'Changes by Kind' sections are empty or labelled Uncategorized, with the body given over to download bundles, checksums, SPDX manifests and signatures. Only v1.34.10 admits to a Bug or Regression category, and does not say what it was.
◆ Where it's heading
What the feed does show is release engineering: every tag ships static bundles per architecture with checksums, SPDX SBOMs and signing bundles, which is the supply-chain posture Kubernetes runtimes are now expected to hold. The absence of itemized changes means the actual runtime work is invisible here, so read this feed as a release calendar for the 1.33 and 1.34 branches rather than a changelog.
◆ Prediction
Expect the same monthly patch cadence on both maintained branches, with content that stays uncategorized unless the project changes how it generates notes.
projoint
2.5INFRA · APIS
projoint spent a year on CRAN paperwork, then shipped a correctness fix it flagged itself.
◆ Current state
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.
◆ Where it's heading
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.
◆ Prediction
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.
Alternatives to CRI-O and projoint
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 CRI-O or projoint.
FoReco
Forecast reconciliation with a real object model, five years after it started returning bare matrices.
wooldridge
A textbook data package whose whole job is to stay installable, and whose releases prove how much work that is.
L1centrality
A graph-centrality package that spent 2026 making its existing measures usable at scale, then went quiet.
exametrika
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
nuggets
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
See all CRI-O alternatives → · See all projoint alternatives →
Recent activity from CRI-O and projoint
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 15d agoCRI-Ov1.34.11: patch tag with no itemized changes
- 17d agoprojointExplicit .choice_map guards choice-to-profile mapping
- 1mo agoprojointCRAN submission housekeeping for DESCRIPTION and examples
- 1mo agoprojointCRAN formatting pass; minor make_projoint_data() fix
- 1mo agoprojointreshape_projoint() repeated-task bug fixed; validation tightened
- 1mo agoprojointCitation metadata updated with the CRAN DOI
- 1mo agoCRI-Ov1.34.10: patch tag citing an uncategorized regression fix
- 2mo agoCRI-Ov1.33.13: patch tag on the older maintained branch
- 5mo agoprojointorganize_data() no longer drops respondent-level weights
Frequently asked questions
What is the difference between CRI-O and projoint?
They serve adjacent needs but don't currently overlap on shipped themes. CRI-O and projoint are shipping at a similar cadence (velocity 2.5 vs 2.5, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is CRI-O better than projoint?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. CRI-O and projoint are shipping at a similar cadence (velocity 2.5 vs 2.5, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to CRI-O?
Top CRI-O alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "CRI-O alternatives" section above for the current picks, or visit /alternatives/cri-o for the full list with editorial commentary on each.
What are the best alternatives to projoint?
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.