feat(runtime): add planner reflection history with rationale and thinking
Tests / Test failed: 2, passed: 849

- ToolCallDecision captures thinking blocks and pre-tool text output
- AnthropicToolCallingClient supports optional extended thinking (budget_tokens + beta header)
- PlannedStep carries rationale and thinking from each LLM decision
- WorldEvent replaces scene_summary with rationale/thinking/page fields (backward-compatible)
- AI planner system prompt instructs reflection before each tool call
- _history_summary() emits compact {page, rationale, action, success} dicts
- Cloud DB migration 0011 adds nullable rationale/thinking columns to planner_decision_log
- OpenAI client extracts reasoning_content into thinking field
This commit is contained in:
2026-07-15 12:43:22 +08:00
parent 96e403ee47
commit a5aeb8889c
26 changed files with 903 additions and 25 deletions
+13
View File
@@ -15,6 +15,7 @@ ENABLED_ENV = "AI_PLANNER_ENABLED"
PROVIDER_ENV = "AI_PLANNER_PROVIDER"
MODEL_ENV = "AI_PLANNER_MODEL"
TIMEOUT_ENV = "AI_PLANNER_TIMEOUT_SECONDS"
THINKING_BUDGET_ENV = "AI_PLANNER_THINKING_BUDGET_TOKENS"
SUPPORTED_PROVIDERS = frozenset(DEFAULT_MODEL_BY_PROVIDER)
@@ -25,6 +26,7 @@ class PlannerConfig:
provider: str = DEFAULT_PROVIDER
model: str = ""
timeout: float = DEFAULT_TIMEOUT_SECONDS
thinking_budget_tokens: int | None = None
def resolved_model(self) -> str:
return self.model or DEFAULT_MODEL_BY_PROVIDER[self.provider]
@@ -37,6 +39,7 @@ def load_config(env: Mapping[str, str] | None = None) -> PlannerConfig:
provider=_parse_provider(values.get(PROVIDER_ENV)),
model=values.get(MODEL_ENV) or "",
timeout=_parse_timeout(values.get(TIMEOUT_ENV)),
thinking_budget_tokens=_parse_thinking_budget(values.get(THINKING_BUDGET_ENV)),
)
@@ -61,3 +64,13 @@ def _parse_timeout(value: str | None) -> float:
except ValueError:
return DEFAULT_TIMEOUT_SECONDS
return timeout if timeout > 0 else DEFAULT_TIMEOUT_SECONDS
def _parse_thinking_budget(value: str | None) -> int | None:
if value is None:
return None
try:
budget = int(value)
except ValueError:
return None
return budget if budget > 0 else None