fix: root cause — raw tool_call JSON in msgs was teaching LLM to mimic old calls

wwwroot/api/cockpit_chat.dspy

@@ -18,11 +18,10 @@ AGENT_PROMPT = """你是开发产线驾驶舱 Agent。用工具获取数据，
 
 ## 核心原则
 - 环境信息中已显示当前项目。所有操作在当前项目内完成
-- 项目切换由系统自动处理，你不需要也不能切换项目
-- 如果用户问"有哪些项目"，直接根据环境信息回答，不需要调用任何工具
+- 如果用户没提其他项目名，不要切换项目
 
 ## 工作流
-- 创建项目：不存在则 create_project
+- 切换项目：用户说"切换到XXX项目" → switch_project
 - 删除项目：delete_project → 看到确认提示后，用户回复「确认删除 xxx」→ 再调 _sys_delete_project
 - 查看进度：list_tasks / task_detail / list_deliverables
 - 提交任务：先确保在正确项目，再 create_task
@@ -40,6 +39,7 @@ AGENT_PROMPT = """你是开发产线驾驶舱 Agent。用工具获取数据，
 环境: __ENV__"""
 
 TOOLS = [
+    {"name":"switch_project","description":"切换到指定项目","params":{"project":"项目名称"}},
     {"name":"create_project","description":"创建新项目","params":{"name":"项目名称","description":"项目描述(可选)"}},
     {"name":"delete_project","description":"删除项目（返回确认提示，用户确认后再调用_sys_delete_project执行）","params":{"project":"项目名称"}},
     {"name":"list_tasks","description":"列出当前项目任务","params":{"state":"状态(可选)"}},
@@ -143,7 +143,7 @@ def _w_card(title, body, kind="success"):
     ]}
 def _w_progress(text): return {"widgettype":"Text","options":{"text":text,"style":{"color":"#f59e0b","fontSize":"12px","padding":"2px 8px"},"halign":"left"}}
 
-_tool_labels = {'create_project':'创建项目','delete_project':'删除项目','list_tasks':'查询任务','task_detail':'任务详情','list_deliverables':'查看交付件','view_deliverable':'交付件内容','list_questions':'查看问题','answer_question':'回答问题','create_task':'创建任务','start_agents':'启动角色Agent','diagnose_project':'项目诊断','check_progress':'检查进度','add_repo':'关联仓库','list_repos':'查看仓库','clone_repo':'克隆仓库','add_bug':'报告Bug','run_command':'执行命令'}
+_tool_labels = {'switch_project':'切换项目','create_project':'创建项目','delete_project':'删除项目','list_tasks':'查询任务','task_detail':'任务详情','list_deliverables':'查看交付件','view_deliverable':'交付件内容','list_questions':'查看问题','answer_question':'回答问题','create_task':'创建任务','start_agents':'启动角色Agent','diagnose_project':'项目诊断','check_progress':'检查进度','add_repo':'关联仓库','list_repos':'查看仓库','clone_repo':'克隆仓库','add_bug':'报告Bug','run_command':'执行命令'}
 
 async def _exec_tool(sor, tool, params, ctx, uid, org_id):
     p = params or {}
@@ -445,23 +445,16 @@ if action == 'send_message':
                 return
 
             repos_str = ', '.join([r['n'] for r in ctx['repos']]) or '无'
-            # Pre-processing: detect switch request and execute before LLM runs
-            import re as _re
-            switch_m = _re.search(r'切换到\s*(.+)', message_text)
-            if switch_m:
-                target = switch_m.group(1).strip().rstrip('项目')
-                proj = await _find_project(sor, target)
-                if proj and proj.id != ctx['pid']:
-                    await _save_ctx(sor, uid, proj.id)
-                    ctx['pid'] = proj.id; ctx['pname'] = proj.name
-                    repos = await sor.sqlExe("SELECT repo_name,repo_url FROM sd_project_repos WHERE project_id=${p}$",{"p":proj.id})
-                    ctx['repos'] = [{'n':r.repo_name,'u':r.repo_url} for r in (repos or [])]
-                    repos_str = ', '.join([r['n'] for r in ctx['repos']]) or '无'
             env_text = f"【当前项目: {ctx['pname'] or '未选择'}】— 所有操作在当前项目内完成\n工作空间: {ctx['ws'] or '未设置'} | 仓库: {repos_str}"
             system = AGENT_PROMPT.replace('__TOOLS__',TOOLS_TEXT).replace('__ENV__',env_text)
             msgs = [{"role":"system","content":system}]
             for h in (await sor.sqlExe("SELECT role,content FROM pipeline_conversations WHERE created_by=${u}$ ORDER BY created_at ASC LIMIT 20",{"u":uid}) or []):
-                msgs.append({"role":'user' if getattr(h,'role','')=='user' else 'assistant',"content":getattr(h,'content','')})
+                c = getattr(h,'content','') or ''
+                r = getattr(h,'role','') or ''
+                # Skip raw tool_call JSON — prevents LLM from mimicking old tool calls
+                if c.startswith('{"action":"tool_call"') or c.startswith('{"action": "tool_call"'):
+                    continue
+                msgs.append({"role":'user' if r=='user' else 'assistant',"content":c})
             msgs.append({"role":"user","content":message_text})
             await sor.C('pipeline_conversations',{'id':getID(),'role':'user','content':message_text,'msg_type':'text','org_id':org_id,'created_by':uid})
 
@@ -490,7 +483,7 @@ if action == 'send_message':
                         d = json.dumps(_w_card(label, _w_text(result), "success" if ok else "error"), ensure_ascii=False)+'\n'
                     debug(f"YIELD result: {d[:60]}")
                     yield d
-                    msgs.append({"role":"assistant","content":raw})
+                    msgs.append({"role":"assistant","content":f"已调用 {tool}"})
                     msgs.append({"role":"user","content":f"工具 {tool} 结果:\n{result}"})
                     continue
                 agent_reply = raw; break