SiYuan
SiYuan opens 3.8.10 with long-term AI memory and database sub-items.
A side-by-side editorial comparison of Double and Jellyfin — release velocity, themes, recent moves, and the top alternatives to consider.
Double's Autoclose hands the month-end close to AI agents for $500 a month.
Double is an accounting-practice platform with the Ask Double assistant at its centre. Autoclose, shipped Oct 29, lets agents run on a schedule or trigger to pull statements, code bank feeds, post journal entries and reconcile accounts, then report every step. Agentic browsing logs in to bank and card sites with no integration, Credentials stores those logins, and both are on the Scale plan. Autoclose is a $500/month firmwide add-on, waived for a limited time for firms committing 10 or more Scale clients.
Seven candidates in, 12.0 is still trading features for correctness in the metadata layer.
RC7 continues the pattern the 12.0 train set: twelve changes, nearly all in the library and metadata layer, and none adding surface. The substantive ones tighten access control — search candidates are now filtered by user access in a single query, and permissions are enforced on similar-items lookups — alongside episode and season counting fixes for virtual items, anime provider IDs on season folders, and progress logging for data migrations. The release still restates the versioning change introduced at RC1, where the leading 10. was dropped so 10.11.x becomes 12.x, and still requires 10.10.7 or 10.11.x as an upgrade floor.
Double is an accounting-practice platform with the Ask Double assistant at its centre. Autoclose, shipped Oct 29, lets agents run on a schedule or trigger to pull statements, code bank feeds, post journal entries and reconcile accounts, then report every step. Agentic browsing logs in to bank and card sites with no integration, Credentials stores those logins, and both are on the Scale plan. Autoclose is a $500/month firmwide add-on, waived for a limited time for firms committing 10 or more Scale clients.
Double has moved from an assistant that answers and drafts to agents that post to the books, with humans reviewing at the start and end. The October arc shows the build-up: connectors, Teams send-as-user, then Autoclose. Activity logs and sign-off tools are the supporting layer, because firms must be able to audit what an agent did.
Expect Autoclose to extend beyond its first tasks, including the Uploads Inbox work already open to agents, and to reach Xero clients; the entries don't say whether Autoclose covers Xero today.
RC7 continues the pattern the 12.0 train set: twelve changes, nearly all in the library and metadata layer, and none adding surface. The substantive ones tighten access control — search candidates are now filtered by user access in a single query, and permissions are enforced on similar-items lookups — alongside episode and season counting fixes for virtual items, anime provider IDs on season folders, and progress logging for data migrations. The release still restates the versioning change introduced at RC1, where the leading 10. was dropped so 10.11.x becomes 12.x, and still requires 10.10.7 or 10.11.x as an upgrade floor.
The stated goal of 12.0 has been to polish the backend rewrite that shipped in 10.11.0, and seven candidates in, that is still what the changes are. What has shifted subtly across RC5 to RC7 is the kind of correction: earlier rounds were query-cost work such as SQLite caching and batched lookups, while RC7 pairs performance with access enforcement, folding permission checks into the same queries rather than filtering afterwards. That combination usually appears when a rewrite is being audited rather than extended.
The change count per candidate is falling and the remaining work is concentrated in one contributor's metadata fixes, which points to 12.0 going final rather than to an RC8 carrying anything new. Nothing in this feed indicates when.
Other Collab 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 Double or Jellyfin.
SiYuan opens 3.8.10 with long-term AI memory and database sub-items.
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See all Double alternatives → · See all Jellyfin alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Double is currently shipping more aggressively (velocity 8.8 vs 5.0), with 2 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. Double is currently shipping more aggressively (velocity 8.8 vs 5.0), with 2 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Collab products to evaluate alongside.
Top Double alternatives in Collab are ranked by recent ship velocity. Browse the "Double alternatives" section above for the current picks, or visit /alternatives/double for the full list with editorial commentary on each.
Top Jellyfin alternatives in Collab are ranked by recent ship velocity. Browse the "Jellyfin alternatives" section above for the current picks, or visit /alternatives/jellyfin for the full list with editorial commentary on each.