fix: use adaptive thinking without budget_tokens for Claude 4.6 models
For Claude 4.6 models (Opus and Sonnet), the Anthropic API rejects
budget_tokens when thinking.type is 'adaptive'. This was causing a
400 error: 'thinking.adaptive.budget_tokens: Extra inputs are not
permitted'.
Changes:
- Send thinking: {type: 'adaptive'} without budget_tokens for 4.6
- Move effort control to output_config: {effort: ...} per Anthropic docs
- Map Hermes effort levels to Anthropic effort levels (xhigh->max, etc.)
- Narrow adaptive detection to 4.6 models only (4.5 still uses manual)
- Add tests for adaptive thinking on 4.6 and manual thinking on pre-4.6
Fixes #1126
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2 changed files with 51 additions and 8 deletions
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@ -314,7 +314,7 @@ class TestBuildAnthropicKwargs:
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)
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assert kwargs["model"] == "claude-sonnet-4-20250514"
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def test_reasoning_config_maps_to_thinking(self):
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def test_reasoning_config_maps_to_manual_thinking_for_pre_4_6_models(self):
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kwargs = build_anthropic_kwargs(
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model="claude-sonnet-4-20250514",
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messages=[{"role": "user", "content": "think hard"}],
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@ -324,7 +324,34 @@ class TestBuildAnthropicKwargs:
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)
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assert kwargs["thinking"]["type"] == "enabled"
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assert kwargs["thinking"]["budget_tokens"] == 16000
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assert kwargs["temperature"] == 1
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assert kwargs["max_tokens"] >= 16000 + 4096
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assert "output_config" not in kwargs
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def test_reasoning_config_maps_to_adaptive_thinking_for_4_6_models(self):
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kwargs = build_anthropic_kwargs(
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model="claude-opus-4-6",
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messages=[{"role": "user", "content": "think hard"}],
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tools=None,
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max_tokens=4096,
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reasoning_config={"enabled": True, "effort": "high"},
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)
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assert kwargs["thinking"] == {"type": "adaptive"}
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assert kwargs["output_config"] == {"effort": "high"}
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assert "budget_tokens" not in kwargs["thinking"]
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assert "temperature" not in kwargs
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assert kwargs["max_tokens"] == 4096
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def test_reasoning_config_maps_xhigh_to_max_effort_for_4_6_models(self):
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kwargs = build_anthropic_kwargs(
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model="claude-sonnet-4-6",
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messages=[{"role": "user", "content": "think harder"}],
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tools=None,
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max_tokens=4096,
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reasoning_config={"enabled": True, "effort": "xhigh"},
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)
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assert kwargs["thinking"] == {"type": "adaptive"}
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assert kwargs["output_config"] == {"effort": "max"}
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def test_reasoning_disabled(self):
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kwargs = build_anthropic_kwargs(
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