Carbon keeps Argon's request schema, but several values now fail validation and long thinking changes the timeout and billing profile. The native Interactions/background rules below come from Google's Carbon guide; AIHubMix currently documents only Chat Completions for Carbon.
Safe defaults
- Use
gemini-4-carbonand keepmax_tokensat or below 65,536 on AIHubMix; the gateway does not publish a larger output path. - For Google's native long-decode path, set HTTP read timeouts to 15–20 minutes per stream.
- Remove
temperature,top_pandtop_k(ignored). Remove penalties;candidate_countabove 1 returns 400 in Google's Carbon guide. - For Google-native background interactions, send
store=trueand an explicitmax_output_tokens; these fields are not documented for Carbon on AIHubMix.
Documented 400s
| Trigger | Result | Fix |
|---|---|---|
Native max_output_tokens above 1,048,576 |
400 | Stay within the native cap; keep AIHubMix at ≤65,536 |
frequency_penalty or presence_penalty
|
400 | Remove the fields |
candidate_count above 1 |
400 | Omit or set to 1 |
Native background without store=true
|
400 | Add store=true
|
| History ends on a model turn | Rejected | End on a user turn |
Native thinking_budget or MINIMAL
|
400 on native Carbon | Use low/medium/high |
temperature, top_p and top_k are ignored. In Google's native Carbon fields, thinking_budget and thinking_level=MINIMAL are validation errors. In Google's OpenAI compatibility layer, reasoning_effort=minimal maps to low; AIHubMix has not published whether that mapping applies to Carbon. Do not combine reasoning_effort and thinking_level.
Quiet failures
The standard output ceiling is 65,536. Google's native long-decode path can reach up to 1,048,576 tokens minus the input, with 131,072 and 262,144 as examples, but the OpenAI compatibility layer cannot retrieve continuation tokens; keep the AIHubMix request at 65,536 or below. A low cap such as 8,192 can stop the model while it is thinking and return incomplete with empty text; completed work is still billed.
Carbon defaults to medium thinking. Explicit caching is unsupported; implicit caching begins at 4,096 tokens. Google's guide recommends sequential tool turns, while AIHubMix documents tool_choice="auto"; Carbon-specific tool support on the gateway remains unconfirmed.
Timeouts and billing
Does a 60-second cutoff allow the first answer token to arrive? Artificial Analysis measured Carbon High at 67.1 seconds, Carbon Medium at 23.2, Carbon Low at 12.9 and Argon High at 40.1.
First answer token only, not total request duration. Source: Artificial Analysis, 11 November 2026.
Carbon High crosses the 60-second reference in this measurement. That does not establish a safe timeout for the whole request: Google's separate recommendation of 15–20-minute HTTP read timeouts applies to its native long-decode streams. These are one snapshot's results, not latency guarantees or an AIHubMix test.
Thinking tokens count as output. Every native long-decode hop is billed, including hops containing only thinking, and cancelled work is billed for completed segments. Google Search grounding has 5,000 free requests per month, then $14 per 1,000 (daily cap 1,500).
Google's Vertex rule for completions over 32K that fail after a timeout is vendor-only; AIHubMix has not published whether it applies. Carbon and Argon rates double on December 1 ($2/$10/$0.10 to $4/$20/$0.20); AIHubMix's post-December price is unknown.
Minimal Chat Completions request
import os
from openai import OpenAI
client = OpenAI(base_url="https://aihubmix.com/v1", api_key=os.environ["AIHUBMIX_API_KEY"])
response = client.chat.completions.create(
model="gemini-4-carbon",
messages=[{"role": "user", "content": "Reply with OK."}],
max_tokens=32768,
)
print(response.choices[0].message.content)
AIHubMix documents Chat Completions for Carbon. Claude Code (Messages) and Codex (Responses) are not confirmed for this model, so check the model page before wiring either.
Checklist
-
gemini-4-carbonselected. - No sampling parameters or penalties.
-
candidate_countomitted or 1. -
max_tokens≤65,536; native long-decode timeout ≥15 minutes. - Only one reasoning control field; native
MINIMALandthinking_budgetare invalid. - Prefer sequential tool turns on Google native; AIHubMix documents
tool_choice="auto", but Carbon support is unconfirmed. - No explicit cache calls.
Keep reading: the Gemini 4 Carbon series
- Compare the sibling model: Gemini 4 Carbon vs Argon: Same Price, When Is Carbon Worth It?
- Compare agentic coding choices: Gemini 4 Carbon vs Fable 5.2: Which One for Agentic Coding?

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