Handle empty tool completions in autonomous jobs

This commit is contained in:
Henry Park
2026-03-27 16:26:16 -07:00
parent 2f4eb08613
commit 6ef8bc28eb
9 changed files with 698 additions and 17 deletions
+86 -3
View File
@@ -21,11 +21,15 @@ use crate::agent::agentic_loop::{
use crate::config::SafetyConfig;
use crate::context::JobContext;
use crate::error::WorkerError;
use crate::llm::{ChatMessage, LlmProvider, Reasoning, ReasoningContext};
use crate::llm::{ChatMessage, LlmProvider, Reasoning, ReasoningContext, ResponseMetadata};
use crate::safety::SafetyLayer;
use crate::tools::ToolRegistry;
use crate::tools::execute::{execute_tool_simple, process_tool_result};
use crate::worker::api::{CompletionReport, JobEventPayload, StatusUpdate, WorkerHttpClient};
use crate::worker::autonomous_recovery::{
AutonomousRecoveryAction, AutonomousRecoveryState, EMPTY_TOOL_COMPLETION_FAILURE,
EMPTY_TOOL_COMPLETION_NUDGE, FORCE_TEXT_RECOVERY_PROMPT,
};
use crate::worker::proxy_llm::ProxyLlmProvider;
/// Configuration for the worker runtime.
@@ -170,6 +174,7 @@ Work independently to complete this job. When finished, your final message MUST
extra_env: self.extra_env.clone(),
last_output: Mutex::new(String::new()),
iteration_tracker: iteration_tracker.clone(),
recovery_state: Mutex::new(AutonomousRecoveryState::default()),
};
let config = AgenticLoopConfig {
@@ -228,6 +233,24 @@ Work independently to complete this job. When finished, your final message MUST
})
.await?;
}
Ok(Ok(LoopOutcome::Failure(reason))) => {
tracing::warn!("Worker failed for job {}: {}", self.config.job_id, reason);
self.post_event(
"result",
serde_json::json!({
"success": false,
"message": reason,
}),
)
.await;
self.client
.report_complete(&CompletionReport {
success: false,
message: Some(reason),
iterations,
})
.await?;
}
Ok(Ok(LoopOutcome::Stopped | LoopOutcome::NeedApproval(_))) => {
tracing::info!("Worker for job {} stopped", self.config.job_id);
self.client
@@ -304,6 +327,7 @@ struct ContainerDelegate {
/// Tracks the current iteration — shared with the outer `run` method so
/// `CompletionReport` can include accurate iteration counts.
iteration_tracker: Arc<Mutex<u32>>,
recovery_state: Mutex<AutonomousRecoveryState>,
}
impl ContainerDelegate {
@@ -377,8 +401,17 @@ impl LoopDelegate for ContainerDelegate {
// conversation. Ensure the last message is user-role before calling the LLM.
crate::util::ensure_ends_with_user_message(&mut reason_ctx.messages);
// Refresh tools (in case WASM tools were built)
reason_ctx.available_tools = self.tools.tool_definitions().await;
let force_text_recovery = {
let mut recovery = self.recovery_state.lock().await;
recovery.begin_iteration()
};
if force_text_recovery {
tracing::warn!("Switching to text-only recovery after malformed tool completions");
reason_ctx.available_tools.clear();
} else {
// Refresh tools (in case WASM tools were built)
reason_ctx.available_tools = self.tools.tool_definitions().await;
}
None
}
@@ -399,8 +432,53 @@ impl LoopDelegate for ContainerDelegate {
async fn handle_text_response(
&self,
text: &str,
metadata: ResponseMetadata,
reason_ctx: &mut ReasoningContext,
) -> TextAction {
let action = {
let mut recovery = self.recovery_state.lock().await;
recovery.on_text_response(metadata, text)
};
match action {
AutonomousRecoveryAction::ToolModeNudge => {
tracing::warn!("Malformed empty tool completion detected; retrying in tool mode");
self.post_event(
"status",
serde_json::json!({
"message": "Model returned an empty tool-completion response; retrying with a stronger tool-use nudge.",
}),
)
.await;
reason_ctx
.messages
.push(ChatMessage::user(EMPTY_TOOL_COMPLETION_NUDGE));
return TextAction::Continue;
}
AutonomousRecoveryAction::ForceTextRecovery => {
tracing::warn!(
"Repeated malformed tool completions detected; switching to text-only recovery"
);
self.post_event(
"status",
serde_json::json!({
"message": "Model returned repeated empty tool-completion responses; requesting a final status update without tools.",
}),
)
.await;
reason_ctx
.messages
.push(ChatMessage::user(FORCE_TEXT_RECOVERY_PROMPT));
return TextAction::Continue;
}
AutonomousRecoveryAction::Fail => {
tracing::warn!("Failing fast after repeated malformed autonomous responses");
return TextAction::Return(LoopOutcome::Failure(
EMPTY_TOOL_COMPLETION_FAILURE.to_string(),
));
}
AutonomousRecoveryAction::Continue => {}
}
self.post_event(
"message",
serde_json::json!({
@@ -431,6 +509,11 @@ impl LoopDelegate for ContainerDelegate {
content: Option<String>,
reason_ctx: &mut ReasoningContext,
) -> Result<Option<LoopOutcome>, crate::error::Error> {
{
let mut recovery = self.recovery_state.lock().await;
recovery.on_valid_tool_call();
}
if let Some(ref text) = content {
self.post_event(
"message",