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Durable branch-scoped RLM history with searchable, paged observations and
experimental selective context projection. Full session records remain intact.
One inference ledger and call allowance shared by root, recursive coding
children and semantic queries, with reported token and USD thresholds,
restart persistence and explicit unknown-usage reconciliation.
Experimental Python+Bash RLM profiles for host and Docker. Both tools share
the persistent environment and sandbox. Command jobs have bounded durable
output, idempotent admission, deadlines, process-group cancellation and
explicit recovery when the outcome is unknown.
RLM settings in :connect, with tool surface, sandbox, observations and
inference limits. Inspect profiles, family usage, history and command jobs
while the resident worker is running. A2A remains opt-in and retains its
separate hosted credit policy.
A coding profile pilot runner with fresh workspaces, independent graders,
per-attempt usage and offline execution fixtures. Experimental profiles have
no demonstrated model quality or cost improvement yet.
Changed
Native Python remains the default RLM surface. Monty stays a read-only
research profile; Python+Bash requires host POSIX process groups or Docker.
RLM run reports include recursive inference usage. Missing provider prices
and remote A2A usage are shown as unknown instead of zero cost.