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Rivumi Subagent Scheduling and Parent-owned Transactions

Rivumi normalizes each subagent dispatch into dependency waves of at most four nodes, runs read-only children concurrently in isolated workspaces, then makes the parent repeat hooks, approval, and transaction execution for any modification.

Rivumi tool programs, transactions, and safe concurrency

Rivumi parallelizes calls only when they are read-only, concurrency-safe, and classified as READ. Tool programs provide bounded read-only repeat and branching, while transactions snapshot and restore possible workspace-file changes; external side effects are not rolled back.

MongoDB: Document Flexibility Moves the Cost to Data Boundaries

MongoDB fits aggregate-oriented data and evolving documents; the hard decisions are embedding, transaction boundaries, indexes, and shard keys.