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feat: default reasoning effort from xhigh to medium

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Reduces token usage and latency for most tasks by defaulting to
medium reasoning effort instead of xhigh. Users can still override
via config or CLI flag. Updates code, tests, example config, and docs.
This commit is contained in:
teknium1 2026-03-07 10:14:19 -08:00
parent 23e84de830
commit b84f9e410c
9 changed files with 25 additions and 24 deletions
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12
run_agent.py
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@ -213,7 +213,7 @@ class AIAgent:
Provided by the platform layer (CLI or gateway). If None, the clarify tool returns an error.
max_tokens (int): Maximum tokens for model responses (optional, uses model default if not set)
reasoning_config (Dict): OpenRouter reasoning configuration override (e.g. {"effort": "none"} to disable thinking).
If None, defaults to {"enabled": True, "effort": "xhigh"} for OpenRouter. Set to disable/customize reasoning.
If None, defaults to {"enabled": True, "effort": "medium"} for OpenRouter. Set to disable/customize reasoning.
prefill_messages (List[Dict]): Messages to prepend to conversation history as prefilled context.
Useful for injecting a few-shot example or priming the model's response style.
Example: [{"role": "user", "content": "Hi!"}, {"role": "assistant", "content": "Hello!"}]
@ -287,7 +287,7 @@ class AIAgent:
# Model response configuration
self.max_tokens = max_tokens # None = use model default
self.reasoning_config = reasoning_config # None = use default (xhigh for OpenRouter)
self.reasoning_config = reasoning_config # None = use default (medium for OpenRouter)
self.prefill_messages = prefill_messages or [] # Prefilled conversation turns
# Anthropic prompt caching: auto-enabled for Claude models via OpenRouter.
@ -2157,8 +2157,8 @@ class AIAgent:
if not instructions:
instructions = DEFAULT_AGENT_IDENTITY
# Resolve reasoning effort: config > default (xhigh)
reasoning_effort = "xhigh"
# Resolve reasoning effort: config > default (medium)
reasoning_effort = "medium"
reasoning_enabled = True
if self.reasoning_config and isinstance(self.reasoning_config, dict):
if self.reasoning_config.get("enabled") is False:
@ -2224,7 +2224,7 @@ class AIAgent:
else:
extra_body["reasoning"] = {
"enabled": True,
"effort": "xhigh"
"effort": "medium"
}
# Nous Portal product attribution
@ -2767,7 +2767,7 @@ class AIAgent:
else:
summary_extra_body["reasoning"] = {
"enabled": True,
"effort": "xhigh"
"effort": "medium"
}
if _is_nous:
summary_extra_body["tags"] = ["product=hermes-agent"]