Bailian Subagent
Delegate heavy tasks to a cheaper bailian model to save Claude tokens.
Available Models
| Model | Use case |
|---|---|
bailian/qwen3.5-plus |
General tasks, data processing, writing |
bailian/qwen3-coder-plus |
Code generation, debugging, scripts |
bailian/kimi-k2.5 |
Long context, document analysis |
bailian/glm-5 |
Alternative general model |
Default recommendation: bailian/qwen3.5-plus for most tasks.
How to Spawn
sessions_spawn(
task="<detailed instructions>",
model="bailian/qwen3.5-plus",
runtime="subagent",
mode="run",
runTimeoutSeconds=600
)
What to Delegate
Good candidates:
- DataWorks / MaxCompute SQL execution (DROP/CREATE/INSERT/SELECT)
- Batch data processing or transformation
- Fetching and summarizing news / RSS feeds
- Writing boilerplate code or scripts
- Long document analysis or summarization
- Any task with large context or repetitive steps
Keep with Claude (main agent):
- Final decisions and trading advice
- Conversation with Samuel
- Tasks requiring memory/context of prior sessions
- Sensitive judgment calls
Writing Good Task Instructions
Include all required context in the task string — subagent starts fresh with no memory:
- Credentials / endpoints (if needed)
- Exact steps to follow
- Expected output format
- Error handling instructions
DataWorks Pattern (verified)
When delegating MC/DW SQL tasks, provide this pattern in the task:
from alibabacloud_dataworks_public20240518.client import Client
from alibabacloud_dataworks_public20240518 import models as dw_models
from alibabacloud_tea_openapi.models import Config
import uuid, time
config = Config(
access_key_id='${ALICLOUD_ACCESS_KEY_ID}',
access_key_secret='${ALICLOUD_ACCESS_KEY_SECRET}',
endpoint='dataworks.cn-hangzhou.aliyuncs.com',
region_id='cn-hangzhou'
)
client = Client(config)
# ... run_sql() helper pattern
Key params: project_id=579810, owner=1206989323863181, resource_group_id=Serverless_res_group_421503158374466_777119112505568, datasource=samuelhsin
Sleep 15s between SQL calls to avoid throttling.