yanand0909 commented on code in PR #422:
URL: https://github.com/apache/flink-agents/pull/422#discussion_r2689083898


##########
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:
   Mostly I had Testing Environments (it would be easy to test non 
deterministic behavior) , use case like Financial Agents where retry is 
completely unwanted even during recovery. Having fail fast options provides 
more flexibility. We can add this as follow up enhancement if you feel it will 
be useful @Sxnan  @xintongsong 



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