fix(openai): raise on empty chat completion instead of clean end_turn

libs/openant-core/tests/test_llm_openai_adapter.py

@@ -172,6 +172,23 @@ def test_empty_choices_raises_llm_response_error():
         adapter.complete(model="gpt-4o", system=None, messages=_hi(), max_tokens=8)
 
 
+def test_empty_content_raises_llm_response_error():
+    # A choice with neither text nor tool calls is an empty completion: it must
+    # surface via the taxonomy, not read as a clean end_turn. Parity with the
+    # Responses path's no-usable-content guard and the Anthropic/Gemini adapters
+    # -- for a security tool an empty end_turn would read as a clean pass.
+    empty = SimpleNamespace(
+        choices=[SimpleNamespace(
+            message=SimpleNamespace(content=None, tool_calls=None),
+            finish_reason="stop",
+        )],
+        usage=SimpleNamespace(prompt_tokens=1, completion_tokens=0),
+    )
+    adapter, _ = _stub(lambda **kw: empty)
+    with pytest.raises(LLMResponseError):
+        adapter.complete(model="gpt-4o", system=None, messages=_hi(), max_tokens=8)
+
+
 # ---------------------------------------------------------------------------
 # L3 — pricing table carries current models so they don't report $0
 # ---------------------------------------------------------------------------

libs/openant-core/utilities/llm/providers/openai.py

@@ -797,6 +797,20 @@ def _response_to_unified(response: Any) -> CompletionResult:
             "or truncated by the moderation layer"
         )
 
+    # An empty completion -- no text AND no tool calls (``message.content`` is
+    # None/empty with no ``tool_calls``) -- carries nothing the pipeline can act
+    # on. Surface it via the taxonomy instead of returning an empty end_turn
+    # (mirrors the Responses path's no-usable-content guard and the Anthropic/
+    # Gemini adapters); for a SECURITY tool an empty end_turn would read as a
+    # clean, passing result. A tool-use-only response is VALID and not caught
+    # here because ``content_blocks`` is non-empty. Refusal/content_filter is the
+    # more specific signal and already raised above.
+    if not content_blocks:
+        raise LLMResponseError(
+            "OpenAI returned an empty completion (no text or tool calls); the "
+            "request may have been filtered or the response was malformed"
+        )
+
     if raw_finish not in _OPENAI_FINISH_REASONS:
         should_warn = False
         with _warned_finish_reasons_lock: