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Claude Cowork support.iai-mcp cowork install wires the ambient memory
hooks into Claude Cowork through a local plugin marketplace, so capture and
recall work there the same way they do in the other supported clients.
Changed
Recall stays fast while the store is being written. The engine now keeps
its read indexes and row counts on the writer side and publishes them at
commit, and reads the corpus count off the write lock, so recall no longer
slows down under a write load or right after a burst of captures.
Consolidation gets out of your way. Sleep now yields to your reads rather
than to background socket chatter, so a deferred cycle actually resumes
instead of starving; it waits out a short cooldown after a clean cycle instead
of looping while you work; edge decay runs in chunks so it finishes on a live
daemon; and the orphan-edge sweep is about 54× faster on a real backlog.
Lower first-recall latency after a restart. Boot warm-up publishes the read
models once up front, so the first queries after a restart no longer each pay
for a full table scan.
Fixed
The daemon no longer gets throttled by macOS. It now runs as an
interactive service instead of a background one, so macOS stops starving it of
CPU and I/O while other apps are busy — the fix that brought live recall from
seconds back down to well under one.
Big integers compare exactly. Past 2^53 the engine promoted integers to
doubles, where adjacent values round together, so an UPDATE or DELETE whose
WHERE named one giant integer could silently touch a different row.
Comparisons and sort keys now keep integers exact.
Deletes over large pages no longer fail. Interior B-tree rebalancing now
measures page fullness in bytes, so a delete cascade across byte-full interior
pages completes instead of erroring with a page overflow.
Recall degrades gracefully on a fragmented index. A nearest-neighbor query
now returns fewer results on a fragmented index instead of coming back empty.
Concurrent daemon-state writes are safe. State is written atomically, so
one writer's keys are no longer erased by another writer's whole-dictionary
save.
Reinforcement no longer disturbs recall. Writing a reinforcement no longer
invalidates the recall read path.
Async writes shut down cleanly. Turning async writes off, or tearing the
store down, no longer leaks the writer thread.