diff --git a/doc/evolution.md b/doc/evolution.md
index 028a0a5..5678165 100644
--- a/doc/evolution.md
+++ b/doc/evolution.md
@@ -1801,7 +1801,29 @@ The KDE GUI's `SessionModel` gained:
 - Expand/collapse arrows for agents with children
 
 ### Bug Fix: ollie-9p UNAME Fallback
-
 `ollie-9p` previously required `$OLLIE_UNAME` when `$OLLIE_SESSION_ID` was set,
 making it unusable from non-agent contexts. The fallback to `$USER` was added,
-allowing normal users to read session files like `goal` and `goalstatus`.
\ No newline at end of file
+allowing normal users to read session files like `goal` and `goalstatus`.
+
+## Phase 32: Native Landlock and Remote Deployment Simplification (Current)
+
+Sandbox enforcement moved from an external sandbox executable into the
+`toolsrv` binary. The policy source remains the runtime `sandbox.yaml`, so
+permissions can still change without recompiling or redeploying the policy.
+
+Each restricted tool execution starts a short-lived `sandbox-exec` helper mode
+inside `toolsrv`. The helper loads the policy snapshot, sets `no_new_privs`,
+creates a Landlock ruleset, grants the configured filesystem permissions, and
+executes the tool. Restrictions are applied to the child rather than the
+long-lived toolsrv process because Landlock rules are inherited and cannot be
+removed.
+
+The external sandbox dependency was removed from local and remote execution.
+Remote bootstrap now transfers only the toolsrv binary and runtime
+configuration. It no longer locates, copies, or installs a separate sandbox
+executable. Remote toolsrv instances enforce the same native policy on the
+remote host, while `--yolo` remains the explicit way to disable enforcement.
+
+The project was also described more precisely as a distributed, integrating AI
+agent runtime: orchestration and model calls remain local while toolsrv,
+tools, and external systems can be composed locally or across remote hosts.