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Add agent.reasoning_overrides dict to config.yaml. Users can now set
a reasoning_effort per model, overriding the global agent.reasoning_effort.
Example:
agent:
reasoning_effort: "medium" # global default
reasoning_overrides:
"openrouter/anthropic/claude-opus-4.5": "xhigh"
"openai/gpt-5": "low"
"claude-sonnet-4.6": "high" # bare model name also works
The helper is spelling-tolerant: override keys match regardless of
provider prefix or dots-vs-dashes normalization, so users can write
keys in any sensible form and they'll match.
Resolution priority:
1. Session-scoped /reasoning --session override (gateway only; unchanged)
2. Per-model override from agent.reasoning_overrides (spelling-tolerant)
3. Global agent.reasoning_effort (existing)
4. Provider default (unchanged)
Wired into:
- CLI startup (cli.py)
- Messaging gateway agent construction (gateway/run.py)
- Desktop/TUI _load_reasoning_config (tui_gateway/server.py)
- Cron job scheduler (cron/scheduler.py)
- /model mid-session switch (agent/agent_runtime_helpers.py)
+ _primary_runtime now tracks reasoning_config for correct fallback recovery
- Fallback activation (agent/chat_completion_helpers.py::try_activate_fallback)
+ Re-resolves reasoning_config for the fallback model (best-effort)
Closes #21256 (per-model reasoning_effort defaults).
Note: no hermes config set agent.reasoning_overrides.<model> support;
users edit the YAML directly. _set_nested splits on "." and would
corrupt model keys containing version dots.
220 lines
No EOL
8.2 KiB
Python
220 lines
No EOL
8.2 KiB
Python
"""Tests for per-model reasoning_effort override during /model switch.
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Tests that switch_model:
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1. Re-resolves reasoning_config when switching to a model with an override
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2. Falls back to global when switching to a model without an override
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3. Saves reasoning_config into _primary_runtime for fallback recovery
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"""
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import pytest
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from unittest.mock import MagicMock, patch
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class TestSwitchModelReasoningOverride:
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"""Test switch_model re-resolves reasoning_config on model switch."""
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def _make_fake_agent(self, model="gpt-5", provider="openai"):
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"""Create a minimal fake agent for switch_model testing."""
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agent = MagicMock()
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agent.model = model
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agent.provider = provider
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agent.base_url = "https://api.openai.com/v1"
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agent.api_mode = "openai"
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agent.api_key = "test-key"
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agent._client_kwargs = {"api_key": "test-key", "base_url": "https://api.openai.com/v1"}
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agent._use_prompt_caching = False
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agent._use_native_cache_layout = False
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agent.reasoning_config = {"enabled": True, "effort": "medium"}
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agent._fallback_activated = False
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agent._fallback_index = 0
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agent._fallback_chain = []
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agent._fallback_model = None
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agent._config_context_length = None
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agent._transport_cache = {}
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agent.context_compressor = None
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agent._cached_system_prompt = None
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agent._anthropic_api_key = ""
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agent._anthropic_base_url = None
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agent._is_anthropic_oauth = False
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agent._anthropic_prompt_cache_policy = MagicMock(
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return_value=(False, False)
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)
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agent._ensure_lmstudio_runtime_loaded = MagicMock()
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agent._create_openai_client = MagicMock(return_value=MagicMock())
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return agent
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def test_primary_runtime_includes_reasoning_config(self):
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"""After switch_model, _primary_runtime should contain reasoning_config key."""
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from agent.agent_runtime_helpers import switch_model
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agent = self._make_fake_agent()
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fake_cfg = {
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"model": {"default": "claude-opus-4.5"},
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"agent": {
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"reasoning_effort": "medium",
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"reasoning_overrides": {
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"claude-opus-4.5": "xhigh",
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},
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},
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}
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with patch("hermes_cli.config.load_config", return_value=fake_cfg):
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try:
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switch_model(
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agent,
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new_model="claude-opus-4.5",
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new_provider="anthropic",
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base_url="https://api.anthropic.com",
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api_mode="anthropic_messages",
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)
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except Exception:
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# Client creation may fail in test env; check _primary_runtime was set
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pass
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assert hasattr(agent, "_primary_runtime")
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assert "reasoning_config" in agent._primary_runtime
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def test_reasoning_config_resolves_to_override_on_switch(self):
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"""switch_model should resolve reasoning_config to per-model override."""
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from agent.agent_runtime_helpers import switch_model
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agent = self._make_fake_agent()
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fake_cfg = {
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"model": {"default": "claude-opus-4.5"},
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"agent": {
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"reasoning_effort": "medium",
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"reasoning_overrides": {
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"claude-opus-4.5": "xhigh",
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},
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},
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}
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with patch("hermes_cli.config.load_config", return_value=fake_cfg):
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try:
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switch_model(
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agent,
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new_model="claude-opus-4.5",
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new_provider="anthropic",
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base_url="https://api.anthropic.com",
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api_mode="anthropic_messages",
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)
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except Exception:
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pass
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# reasoning_config should be updated to xhigh
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assert agent.reasoning_config is not None
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assert agent.reasoning_config.get("effort") == "xhigh"
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def test_reasoning_config_falls_back_to_global(self):
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"""switch_model should fall back to global when no override for new model."""
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from agent.agent_runtime_helpers import switch_model
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agent = self._make_fake_agent()
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fake_cfg = {
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"model": {"default": "gpt-5"},
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"agent": {
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"reasoning_effort": "low",
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"reasoning_overrides": {
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"claude-opus-4.5": "xhigh", # override for different model
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},
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},
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}
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with patch("hermes_cli.config.load_config", return_value=fake_cfg):
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try:
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switch_model(
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agent,
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new_model="gpt-5",
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new_provider="openai",
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api_mode="openai",
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)
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except Exception:
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pass
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# No override for gpt-5 → should fall back to global "low"
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assert agent.reasoning_config is not None
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assert agent.reasoning_config.get("effort") == "low"
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def test_restore_primary_runtime_restores_reasoning(self):
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"""restore_primary_runtime should restore reasoning_config from snapshot."""
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from agent.agent_runtime_helpers import restore_primary_runtime
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agent = MagicMock()
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agent._primary_runtime = {
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"model": "claude-opus-4.5",
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"provider": "anthropic",
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"base_url": "https://api.anthropic.com",
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"api_mode": "anthropic_messages",
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"api_key": "key",
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"client_kwargs": {},
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"use_prompt_caching": True,
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"use_native_cache_layout": False,
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"reasoning_config": {"enabled": True, "effort": "xhigh"},
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"compressor_model": "claude-opus-4.5",
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"compressor_base_url": "",
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"compressor_api_key": "",
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"compressor_provider": "",
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"compressor_context_length": 0,
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"compressor_api_mode": "",
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"compressor_threshold_tokens": 0,
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"anthropic_api_key": "key",
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"anthropic_base_url": "https://api.anthropic.com",
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"is_anthropic_oauth": False,
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}
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agent._fallback_activated = True
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agent._fallback_index = 0
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agent._fallback_chain = []
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agent._fallback_model = None
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agent._transport_cache = {}
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agent._config_context_length = None
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agent._rate_limited_until = 0
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agent.model = "fallback-model"
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agent.provider = "openai"
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agent.reasoning_config = {"enabled": True, "effort": "medium"}
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agent.context_compressor = MagicMock()
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agent.base_url = ""
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# Mock the methods restore_primary_runtime calls
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agent._anthropic_prompt_cache_policy = MagicMock(return_value=(True, False))
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agent._create_openai_client = MagicMock(return_value=MagicMock())
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agent._ensure_lmstudio_runtime_loaded = MagicMock()
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result = restore_primary_runtime(agent)
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assert result is True
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assert agent.reasoning_config == {"enabled": True, "effort": "xhigh"}
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def test_switch_model_global_fallback_with_yaml_false(self):
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"""switch_model global fallback must not coerce YAML boolean False.
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Regression: str(... or "").strip() turned False into "", silently
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re-enabling thinking. The raw value must pass through so
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parse_reasoning_effort(False) returns {'enabled': False}.
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"""
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from agent.agent_runtime_helpers import switch_model
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agent = self._make_fake_agent()
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fake_cfg = {
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"model": {"default": "gpt-5"},
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"agent": {
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"reasoning_effort": False, # YAML boolean, not string
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"reasoning_overrides": {},
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},
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}
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with patch("hermes_cli.config.load_config", return_value=fake_cfg):
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try:
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switch_model(
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agent,
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new_model="gpt-5",
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new_provider="openai",
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api_mode="openai",
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)
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except Exception:
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pass
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# No override for gpt-5 → global fallback with raw False
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assert agent.reasoning_config is not None
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assert agent.reasoning_config.get("enabled") is False |