distributions3
distributions3 0.3.0 adds sample-based distributions and likelihood derivatives
A side-by-side editorial comparison of Fulcrum and pegboard — release velocity, themes, recent moves, and the top alternatives to consider.
| Feature | Fulcrum | pegboard |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 6.3 | 0.0 |
| Sparks · 30d | 0 | 0 |
| Top themes | gis, esri-migration, offline-maps, field-data-capture | r-package, carpentries, lesson-tooling, markdown |
| Last editorial update | 8h ago | 3d ago |
| Website | — | Visit → |
Fulcrum is betting its whole map stack on Esri, with a hard Google Maps cutoff on September 1.
Fulcrum is a field data collection platform, and nearly every entry in the last month touches mapping. The web app ships weekly fix batches for layer rendering (KML/KMZ, MBTiles, ArcGIS Feature Services), while iOS and Android push near-weekly builds against the ArcGIS SDK. The newest iOS build turns to app-level responsiveness - database queries moved off the main path and the record editor kept interactive while Photo FastFill works in the background.
The Carpentries' lesson parser spends its releases keeping pace with tinkr underneath it.
pegboard reads and validates Carpentries lesson source, and its recent releases are dominated by tracking changes in tinkr, the Markdown layer it sits on. The 0.7.8 switch from yaml to frontmatter handling needed a hotfix three days later in 0.7.9; 0.7.6 was similarly a compatibility fix for a tinkr show argument change. The genuinely additive work — tabset panel support in 0.7.5, caution divs in 0.7.7 — is smaller and less frequent.
Fulcrum is a field data collection platform, and nearly every entry in the last month touches mapping. The web app ships weekly fix batches for layer rendering (KML/KMZ, MBTiles, ArcGIS Feature Services), while iOS and Android push near-weekly builds against the ArcGIS SDK. The newest iOS build turns to app-level responsiveness - database queries moved off the main path and the record editor kept interactive while Photo FastFill works in the background.
The direction is a full consolidation onto Esri. The legacy Google Maps engine retires on September 1 with automatic migration for anyone who has not switched, and Esri now carries Google's satellite and street basemaps so the imagery argument is neutralized. Underneath, the mobile SDK moved to ArcGIS 300.0.0 and ONNX on-device inference gave way to a new INFERENCE format. Two capabilities are visibly staged behind early access rather than shipped: Photo FastFill, and a GPS integration still described as Alpha.
Expect the weeks before September 1 to stay dominated by migration-shaped fixes and Esri parity work, with Photo FastFill the nearer of the two early-access programs to general availability given it is already running in shipped builds.
pegboard reads and validates Carpentries lesson source, and its recent releases are dominated by tracking changes in tinkr, the Markdown layer it sits on. The 0.7.8 switch from yaml to frontmatter handling needed a hotfix three days later in 0.7.9; 0.7.6 was similarly a compatibility fix for a tinkr show argument change. The genuinely additive work — tabset panel support in 0.7.5, caution divs in 0.7.7 — is smaller and less frequent.
This is infrastructure whose roadmap is largely set by its dependency. Contributor churn is visible in the release notes, with several first-time contributors and the release role passing between maintainers, which suggests a community project maintained in bursts rather than to a plan. New lesson-authoring features arrive when someone contributes one, not on a cadence.
The next release will most likely be another tinkr compatibility pass or a small addition to the set of recognised div types, following the pattern of every release in this window.
Other Analytics 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 Fulcrum or pegboard.
distributions3 0.3.0 adds sample-based distributions and likelihood derivatives
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Holistics keeps fencing in the AI layer it spent the summer building.
Dovetail spent July opening doors to other tools and August making its own rooms easier to enter.
See all Fulcrum alternatives → · See all pegboard alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Fulcrum is currently shipping more aggressively (velocity 6.3 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. Fulcrum is currently shipping more aggressively (velocity 6.3 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 Analytics products to evaluate alongside.
Top Fulcrum alternatives in Analytics are ranked by recent ship velocity. Browse the "Fulcrum alternatives" section above for the current picks, or visit /alternatives/fulcrum for the full list with editorial commentary on each.
Top pegboard alternatives in Analytics are ranked by recent ship velocity. Browse the "pegboard alternatives" section above for the current picks, or visit /alternatives/pegboard for the full list with editorial commentary on each.