update to new sdk - #9
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cal-smith
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Aug 13, 2026
| validated = await ctx.step(validate_record, record) | ||
| ``` | ||
| This demonstrates **calling subtasks in a loop** for batch processing. | ||
| This demonstrates **stepping subtasks in a loop** for batch processing. |
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This right here is one of my complaints with step as a name
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| This demonstrates **stepping subtasks in a loop** for batch processing. | |
| This demonstrates **calling subtasks in a loop** for batch processing. |
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| # Process all files in parallel | ||
| # SUBTASK PATTERN: Call multiple subtasks concurrently using asyncio.gather() | ||
| # SUBTASK PATTERN: Step multiple subtasks concurrently using asyncio.gather() |
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| # SUBTASK PATTERN: Step multiple subtasks concurrently using asyncio.gather() | |
| # SUBTASK PATTERN: Call multiple subtasks concurrently using asyncio.gather() |
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| This demonstrates dynamic subtask execution via ctx.step, based on | ||
| agent decisions. |
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| This demonstrates dynamic subtask execution via ctx.step, based on | |
| agent decisions. | |
| This demonstrates dynamic subtask execution based on agent decisions. |
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| # SUBTASK CALL: ctx.step runs the tool task on its own compute. | ||
| # Each tool takes different arguments. |
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| # SUBTASK CALL: ctx.step runs the tool task on its own compute. | |
| # Each tool takes different arguments. | |
| # Different tools have different signatures |
| return result | ||
| async def execute_tool(ctx: TaskContext, tool_name: str, arguments: dict) -> dict: | ||
| # SUBTASK CALL: ctx.step runs the chosen tool on its own compute. | ||
| # Each tool takes different arguments. |
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| # Each tool takes different arguments. |
| 3. `await ctx.step(call_llm_with_tools, ...)` again with tool results to generate final response | ||
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| This demonstrates **nested subtask calling**: `agent_turn` → `execute_tool` → `get_order_status` (3 levels deep!). | ||
| This demonstrates **nested subtask stepping**: `agent_turn` → `execute_tool` → `get_order_status` (3 levels deep!). |
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| This demonstrates **nested subtask stepping**: `agent_turn` → `execute_tool` → `get_order_status` (3 levels deep!). | |
| This demonstrates **nested subtask calling**: `agent_turn` → `execute_tool` → `get_order_status` (3 levels deep!). |
| conversation_history = turn_result["conversation_history"] | ||
| ``` | ||
| This demonstrates **calling subtasks in a loop** to maintain conversation state. | ||
| This demonstrates **stepping subtasks in a loop** to maintain conversation state. |
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| This demonstrates **stepping subtasks in a loop** to maintain conversation state. | |
| This demonstrates **calling subtasks in a loop** to maintain conversation state. |
| | Example | Use Case | Key Patterns | Extra Dependencies | | ||
| |---------|----------|--------------|-------------------| | ||
| | [**Hello World**](./hello-world/) | Learn workflow basics with simple number processing | Task definition, subtask calling with `await`, basic orchestration | None | | ||
| | [**Hello World**](./hello-world/) | Learn workflow basics with simple number processing | Task definition, subtask stepping with `ctx.step`, basic orchestration | None | |
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| | [**Hello World**](./hello-world/) | Learn workflow basics with simple number processing | Task definition, subtask stepping with `ctx.step`, basic orchestration | None | | |
| | [**Hello World**](./hello-world/) | Learn workflow basics with simple number processing | Task definition, subtask calling with `ctx.step`, basic orchestration | None | |
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update to the new version of the SDK