重构主控编排与运行时预热链路，统一工作区提示词/专家调度协议并补齐 wiki 记忆注入与写回闭环。

同时收敛启动与运维脚本默认行为（含 wiki worker）、更新 Admin 可观测性与相关测试，降低首轮时延并提高运行稳定性。

Made-with: Cursor

runtime/agents/factory.py

@@ -10,6 +10,7 @@ from oclaw.runtime.agents.network_ops_agent import NetworkOpsAgent
 from oclaw.runtime.agents.specialist_agent import SpecialistProfile
 from oclaw.runtime.agents.specialists import (
     AGENT_PROFILE_BINDINGS_KEY,
+    normalize_specialist_id,
     AGENT_ROLE_IDS,
     MANAGER_AGENT_ID,
     SPECIALIST_IDS,
@@ -213,26 +214,12 @@ def _build_executor_components(
     except Exception:
         pass
     specialist_profiles = {
-        "ops": SpecialistProfile(
-            name="ops",
-            system_prefix=default_system_prefix_for_specialist("ops", lang),
-            tool_tags=default_tool_tags_for_specialist("ops"),
-        ),
-        "generalist": SpecialistProfile(
-            name="generalist",
-            system_prefix=default_system_prefix_for_specialist("generalist", lang),
-            tool_tags=default_tool_tags_for_specialist("generalist"),
-        ),
-        "image": SpecialistProfile(
-            name="image",
-            system_prefix=default_system_prefix_for_specialist("image", lang),
-            tool_tags=default_tool_tags_for_specialist("image"),
-        ),
-        "memory_curator": SpecialistProfile(
-            name="memory_curator",
-            system_prefix=default_system_prefix_for_specialist("memory_curator", lang),
-            tool_tags=default_tool_tags_for_specialist("memory_curator"),
-        ),
+        sid: SpecialistProfile(
+            name=sid,
+            system_prefix=default_system_prefix_for_specialist(sid, lang),
+            tool_tags=default_tool_tags_for_specialist(sid),
+        )
+        for sid in SPECIALIST_IDS
     }
     return (
         base_agent,
@@ -299,7 +286,7 @@ def build_gateway_executor(
         viewer_username=viewer_username,
         viewer_tenant_id=viewer_tenant_id,
     )
-    sid = str(specialist or "").strip().lower() or "generalist"
+    sid = normalize_specialist_id(specialist)
     if sid not in specialist_profiles:
         sid = "generalist"
     prof = specialist_profiles.get(sid) or specialist_profiles["generalist"]

runtime/agents/network_ops_agent.py

@@ -3,11 +3,16 @@ from __future__ import annotations
 from typing import Any
 
 from oclaw.runtime.chat.agent import Agent
+from oclaw.runtime.agent_context import build_role_system_context
 from oclaw.platform.persistence.sqlite_store import SqliteStore
-from oclaw.prompts.loader import render_runtime_prompt
+from oclaw.prompts.loader import render_prompt
 from oclaw.runtime.tools import default_registry
 
-NETWORK_SYSTEM_PROMPT_ZH = render_runtime_prompt("roles/specialists/ops/system.md", strict=True)
+NETWORK_SYSTEM_PROMPT_ZH = render_prompt(
+    "agents/network_ops_system.zh.md",
+    variables={"ROLE_SYSTEM_CONTEXT": build_role_system_context("ops")},
+    strict=True,
+)
 
 
 class NetworkOpsAgent(Agent):
@@ -36,7 +41,7 @@ class NetworkOpsAgent(Agent):
             store=store,
             tools=tools,
             model=model,
-            system_prompt=(system_prompt or render_runtime_prompt("roles/specialists/ops/system.md", strict=True)),
+            system_prompt=(system_prompt or NETWORK_SYSTEM_PROMPT_ZH),
             lang=lang,
             llm_profile_mode=llm_profile_mode,
         )

runtime/agents/specialists.py

@@ -5,6 +5,7 @@ import json
 from typing import Any
 
 from oclaw.runtime.agent_context import build_role_system_context
+from oclaw.runtime.workspaces.experts import discover_specialist_ids_from_workspaces
 
 
 SpecialistId = str
@@ -38,37 +39,52 @@ SPECIALISTS: dict[SpecialistId, SpecialistConfig] = {
         expert_name="generalist",
         default_tool_tags=None,
     ),
-    "memory_curator": SpecialistConfig(
-        specialist_id="memory_curator",
-        expert_name="memory_curator",
+    "memory": SpecialistConfig(
+        specialist_id="memory",
+        expert_name="memory",
         default_tool_tags=None,
     ),
 }
-SPECIALIST_IDS: tuple[SpecialistId, ...] = tuple(SPECIALISTS.keys())
+
+def discover_specialist_ids() -> tuple[SpecialistId, ...]:
+    return discover_specialist_ids_from_workspaces(base_order=("generalist", "ops", "image", "memory"))
+
+
+SPECIALIST_IDS: tuple[SpecialistId, ...] = discover_specialist_ids()
 AGENT_ROLE_IDS: tuple[AgentRoleId, ...] = (MANAGER_AGENT_ID, *SPECIALIST_IDS)
 
 
 def expert_name_for_specialist(specialist_id: SpecialistId) -> str:
-    cfg = SPECIALISTS.get(specialist_id) or SPECIALISTS["generalist"]
+    sid = normalize_specialist_id(specialist_id)
+    cfg = SPECIALISTS.get(sid) or SPECIALISTS["generalist"]
     return cfg.expert_name
 
 
 def default_tool_tags_for_specialist(specialist_id: SpecialistId) -> frozenset[str] | None:
-    cfg = SPECIALISTS.get(specialist_id) or SPECIALISTS["generalist"]
+    sid = normalize_specialist_id(specialist_id)
+    cfg = SPECIALISTS.get(sid) or SPECIALISTS["generalist"]
     return cfg.default_tool_tags
 
 
 def default_system_prefix_for_specialist(specialist_id: SpecialistId, lang: str = "zh") -> str:
-    sid = (specialist_id or "").strip().lower() or "generalist"
-    cfg = SPECIALISTS.get(sid) or SPECIALISTS["generalist"]
+    sid = normalize_specialist_id(specialist_id)
     _ = (lang or "zh").strip().lower()
-    return build_role_system_context(cfg.specialist_id)
+    return build_role_system_context(sid)
 
 
 def model_role_for_specialist(specialist_id: SpecialistId) -> AgentRoleId:
+    sid = normalize_specialist_id(specialist_id)
+    if sid in SPECIALIST_IDS:
+        return sid
+    return "generalist"
+
+
+def normalize_specialist_id(specialist_id: SpecialistId | None) -> SpecialistId:
     sid = (specialist_id or "").strip().lower()
     if sid in SPECIALISTS:
         return sid
+    if sid in discover_specialist_ids():
+        return sid
     return "generalist"
 
 
@@ -117,7 +133,9 @@ __all__ = [
     "SPECIALIST_IDS",
     "default_system_prefix_for_specialist",
     "default_tool_tags_for_specialist",
+    "discover_specialist_ids",
     "expert_name_for_specialist",
     "model_role_for_specialist",
+    "normalize_specialist_id",
     "parse_agent_profile_bindings",
 ]