chore(memory): reclassify topical notes into subfolders

memory/ops/2026-03-04-subagent-delegation.md

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+# Session: 2026-03-04 06:42:27 UTC
+
+- **Session Key**: agent:main:main
+- **Session ID**: 6651356a-ef74-4146-bc0b-20b2b9314770
+- **Source**: gateway:sessions.reset
+
+## Conversation Summary
+
+user: Sender (untrusted metadata):
+```json
+{
+  "label": "openclaw-tui (gateway-client)",
+  "id": "gateway-client",
+  "name": "openclaw-tui",
+  "username": "openclaw-tui"
+}
+```
+
+[Wed 2026-03-04 06:03 UTC] Hey zap! Do you use other agents or subagents automatically?
+assistant: [[reply_to_current]] Great question — not automatically in the background for normal chat.
+
+I **can** use subagents/other agents when it makes sense (or if you ask), especially for bigger/long-running tasks.  
+Typical behavior:
+
+- **Simple asks:** I handle directly.
+- **Complex/long tasks:** I may spawn a subagent to work in parallel.
+- **If you explicitly say** “use Codex/Claude/Gemini/etc”: I route that through the ACP session flow.
+
+So: **no constant auto-delegation**, but I do delegate when it’s the best tool for the job.
+assistant: Current thinking level: medium.
+Options: off, minimal, low, medium, high, xhigh, adaptive.
+assistant: Thinking level set to medium.
+user: Sender (untrusted metadata):
+```json
+{
+  "label": "openclaw-tui (gateway-client)",
+  "id": "gateway-client",
+  "name": "openclaw-tui",
+  "username": "openclaw-tui"
+}
+```
+
+[Wed 2026-03-04 06:09 UTC] Are you able to delegate to subagents with adequate model tier depending on task complexity?
+assistant: [[reply_to_current]] Yep — I can do that.
+
+I can delegate to subagents and pick a stronger/weaker model based on task complexity, for example:
+
+- **Light tasks** (quick edits, short lookups): handle directly on current model.
+- **Medium tasks** (multi-step research, moderate coding): spawn a subagent with an appropriate model.
+- **Heavy tasks** (large refactors, long investigations): use higher-tier model and/or ACP agent sessions (e.g., Codex/Claude-style harness) with persistent threads when useful.
+
+If you want, I can follow a default policy like: **fast/cheap by default, escalate only when quality risk is high**.
+user: Sender (untrusted metadata):
+```json
+{
+  "label": "openclaw-tui (gateway-client)",
+  "id": "gateway-client",
+  "name": "openclaw-tui",
+  "username": "openclaw-tui"
+}
+```
+
+[Wed 2026-03-04 06:12 UTC] Yes we need that.
+assistant: [[reply_to_current]] Perfect — set ✅
+
+I’ll use this default policy going forward:
+
+- **Direct + efficient first** for simple tasks  
+- **Escalate model tier/subagent** when complexity or quality risk goes up  
+- **Use ACP agent sessions** for bigger coding/research workflows when appropriate
+
+If you want, I can also enforce a stricter rule like: “always ask before using high-tier models.”
+user: Sender (untrusted metadata):
+```json
+{
+  "label": "openclaw-tui (gateway-client)",
+  "id": "gateway-client",
+  "name": "openclaw-tui",
+  "username": "openclaw-tui"
+}
+```
+
+[Wed 2026-03-04 06:15 UTC] Great thanks! No, we don't need to enforce stricter rules for now
+assistant: [[reply_to_current]] Awesome — sounds good. I’ll keep using the adaptive delegation policy as default.