Critical severity intermediate · Fix: 5-10 min

RuntimeError

langgraph.agent.LangGraphAgentRuntimeError

What this error means
LangGraph agent runs indefinitely because no terminal condition or stopping criteria is defined in the agent loop.

Stack trace

traceback
Traceback (most recent call last):
  File "main.py", line 42, in <module>
    agent.run()
  File "/usr/local/lib/python3.9/site-packages/langgraph/agent.py", line 128, in run
    while True:
RuntimeError: LangGraph agent loop has no terminal condition and ran indefinitely
QUICK FIX
Set a max_steps parameter in the LangGraph agent constructor to limit loop iterations and prevent infinite execution.

Why it happens

LangGraph agents require a defined terminal condition or stopping criteria to end their execution loop. Without this, the agent continues running infinitely, causing a RuntimeError. This often happens when the developer forgets to specify a max iteration count or a success/failure condition in the agent configuration.

Detection

Monitor agent execution time and iteration counts; add logging inside the agent loop to detect if the loop exceeds expected iterations or time thresholds before crashing.

Causes & fixes

1

No max iteration or step limit set in the LangGraph agent configuration

✓ Fix

Configure the agent with a max_steps or max_iterations parameter to enforce a hard stop on the loop.

2

Missing or improperly defined terminal condition in the agent's logic

✓ Fix

Define a clear terminal condition function or callback that returns True when the agent should stop running.

3

Agent's output or state never reaches a condition that triggers loop termination

✓ Fix

Ensure the prompt, tools, or environment produce outputs that can satisfy the terminal condition, or add fallback conditions.

Code: broken vs fixed

Broken - triggers the error
python
from langgraph import LangGraphAgent

agent = LangGraphAgent(model="gpt-4o-mini")
# Missing max_steps or terminal condition causes infinite loop
agent.run()  # This line triggers RuntimeError due to no terminal condition
Fixed - works correctly
python
import os
from langgraph import LangGraphAgent

os.environ["LANGGRAPH_API_KEY"] = os.environ["OPENAI_API_KEY"]

agent = LangGraphAgent(model="gpt-4o-mini", max_steps=10)  # Added max_steps to prevent infinite loop
agent.run()
print("Agent run completed successfully.")
Added max_steps=10 to the agent constructor to enforce a maximum iteration count, preventing infinite loops and RuntimeError.

Workaround

Wrap the agent.run() call in a try/except block catching RuntimeError, then forcibly stop the loop after a timeout or iteration count in your own code.

Prevention

Always define explicit terminal conditions or max iteration limits in LangGraph agents to guarantee loop termination and avoid infinite execution.

Python 3.9+ · langgraph >=0.1.0 · tested on 0.2.x
Verified 2026-04
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