xintongsong commented on code in PR #422:
URL: https://github.com/apache/flink-agents/pull/422#discussion_r2685076267


##########
runtime/src/main/java/org/apache/flink/agents/runtime/python/context/PythonRunnerContextImpl.java:
##########
@@ -48,4 +78,120 @@ public void sendEvent(String type, byte[] event, String 
eventString) {
         // this method will be invoked by PythonActionExecutor's python 
interpreter.
         sendEvent(new PythonEvent(event, type, eventString));
     }
+
+    /**
+     * Initializes the recovery state for the current action.
+     *
+     * @param actionState the ActionState for the current action (used for 
adding CallRecords)
+     * @param actionStatePersister callback to persist ActionState after each 
code block completion
+     */
+    public void initRecoveryState(ActionState actionState, Runnable 
actionStatePersister) {
+        this.currentCallIndex = 0;
+        this.currentActionState = actionState;
+        this.actionStatePersister = actionStatePersister;
+        this.recoveryCallRecords =
+                actionState != null && actionState.getCallRecords() != null
+                        ? new ArrayList<>(actionState.getCallRecords())
+                        : new ArrayList<>();
+    }
+
+    /**
+     * Gets the current call index.
+     *
+     * @return the current call index
+     */
+    public int getCurrentCallIndex() {
+        return currentCallIndex;
+    }
+
+    /**
+     * Tries to get a cached CallRecord for recovery.
+     *
+     * <p>This method is called by Python's execute/execute_async to check if 
a previous result
+     * exists. If found and validated, the cached result is returned.
+     *
+     * @param functionId the function identifier
+     * @param argsDigest the digest of serialized arguments
+     * @return array containing [isHit (boolean), resultPayload (byte[]), 
exceptionPayload
+     *     (byte[])], or null if miss
+     */
+    public Object[] tryGetCachedCallRecord(String functionId, String 
argsDigest) {
+        mailboxThreadChecker.run();
+
+        if (currentCallIndex < recoveryCallRecords.size()) {
+            CallRecord record = recoveryCallRecords.get(currentCallIndex);
+
+            if (record.matches(functionId, argsDigest)) {
+                LOG.debug(
+                        "CallRecord hit at index {}: functionId={}, 
argsDigest={}",
+                        currentCallIndex,
+                        functionId,
+                        argsDigest);
+                currentCallIndex++;
+                return new Object[] {true, record.getResultPayload(), 
record.getExceptionPayload()};
+            } else {
+                // Non-deterministic call detected, clear subsequent records
+                LOG.warn(

Review Comment:
   @yanand0909 , is there any concrete use case you see that makes failing fast 
necessary? I'm asking because I just can't think of why a user may want to fail 
the agent simply because it behaves differently before / after the recovery.



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