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| """ACE integration steps β execute steps for external agentic frameworks. | |
| Each integration provides: | |
| 1. **Result type** β integration-specific output (e.g. ``ClaudeCodeResult``) | |
| 2. **Execute step** β INJECT + EXECUTE, writes the result to ``ctx.trace`` | |
| 3. **ToTrace step** β converts the result to a standardised trace dict | |
| for the learning tail (``ReflectStep``) | |
| Compose with ``learning_tail()``:: | |
| from ace.integrations import ClaudeCodeExecuteStep, ClaudeCodeToTrace | |
| from ace.steps import learning_tail | |
| steps = [ | |
| ClaudeCodeExecuteStep(working_dir="./project"), | |
| ClaudeCodeToTrace(), | |
| *learning_tail(reflector, skill_manager, skillbook), | |
| ] | |
| pipeline = Pipeline(steps) | |
| """ | |
| from __future__ import annotations | |
| from ..implementations.prompts import wrap_skillbook_for_external_agent | |
| from .browser_use import BrowserExecuteStep, BrowserResult, BrowserToTrace | |
| from .claude_code import ClaudeCodeExecuteStep, ClaudeCodeResult, ClaudeCodeToTrace | |
| from .claude_sdk import ( | |
| ClaudeSDKExecuteStep, | |
| ClaudeSDKResult, | |
| ClaudeSDKToTrace, | |
| ToolCall, | |
| ) | |
| from .langchain import LangChainExecuteStep, LangChainResult, LangChainToTrace | |
| from .openclaw import OpenClawToTraceStep | |
| def wrap_skillbook_context(skillbook) -> str: | |
| """Format learned strategies for injection into external agents. | |
| Thin wrapper around the canonical implementation in | |
| ``implementations.prompts``. | |
| """ | |
| return wrap_skillbook_for_external_agent(skillbook) | |
| __all__ = [ | |
| # Browser-use | |
| "BrowserExecuteStep", | |
| "BrowserResult", | |
| "BrowserToTrace", | |
| # Claude Code | |
| "ClaudeCodeExecuteStep", | |
| "ClaudeCodeResult", | |
| "ClaudeCodeToTrace", | |
| # Claude SDK | |
| "ClaudeSDKExecuteStep", | |
| "ClaudeSDKResult", | |
| "ClaudeSDKToTrace", | |
| "ToolCall", | |
| # LangChain | |
| "LangChainExecuteStep", | |
| "LangChainResult", | |
| "LangChainToTrace", | |
| # OpenClaw | |
| "OpenClawToTraceStep", | |
| # Utility | |
| "wrap_skillbook_context", | |
| ] | |