Error 400: what to do when gpt-5.2 fails
A 400 means the request itself is invalid — a missing field, a wrong type, or a parameter this model does not support. Retrying will not help; the request body must change.
400 Bad Request means the server refuses to process the request because the body itself is invalid. Unlike 5xx, a 400 will not resolve by retrying — you get the same response every time. The parameters must be fixed first.
gpt-5.2 is served by OpenAI. Everything on this page — triggers, fixes and measured data — is compiled from the real runtime behaviour of this model at the gateway layer.
At this gateway, the most common trigger is: A required field is missing (model or messages). The recommended first action is: Check the request body against the parameter table on this page.
Common causes
- A required field is missing (model or messages)
- A parameter has the wrong type
- A parameter is not supported by this model
- messages is malformed or role has an invalid value
How to fix
- Check the request body against the parameter table on this page
- Remove unsupported parameters and retry
- Make sure messages is an array with valid role values
- Start from a minimal request, then add parameters one by one
Retry with exponential backoff
The snippet below retries when gpt-5.2 returns 400, up to 5 attempts, with an increasing wait plus random jitter so concurrent calls do not retry in lockstep. Read the base URL and API key from environment variables — never hardcode them.
import os, time, random
import requests
BASE = os.getenv("OPENAI_BASE_URL") # e.g. https://<your-gateway>/v1
KEY = os.getenv("OPENAI_API_KEY")
MODEL = 'gpt-5.2'
def chat(messages, retries=5):
"""Retry with exponential backoff + jitter."""
for i in range(retries):
try:
r = requests.post(
BASE + "/chat/completions",
headers={"Authorization": "Bearer " + KEY},
json={"model": MODEL, "messages": messages, "stream": True},
timeout=60,
)
if r.status_code == 429 or r.status_code >= 500:
time.sleep(min(2 ** i + random.uniform(0, 1), 30))
continue
r.raise_for_status()
return r.json()
except requests.exceptions.Timeout:
time.sleep(min(2 ** i + random.uniform(0, 1), 30))
raise RuntimeError("gave up after " + str(retries) + " retries")
print(chat([{"role": "user", "content": "hello"}]))Key facts for this model
| API endpoint | https://api.airai.cc/v1 |
|---|---|
| OpenAI-compatible | OpenAI-compatible |
| Vendor | OpenAI |
|---|---|
| Context | 400K |
| Capabilities | Reasoning, Tools, Files, Vision |
| API formats | openai, openai-response, openai-response-compact, anthropic, gemini, openai-alpha-search |
| Billing formula | p * 1.75 + cr * 0.175 + c * 14 |
FAQ
Is 400 more likely in multi-turn conversations with gpt-5.2?
This is a client-side configuration issue; nothing changes server-side. The 400K context window sets the maximum input per request; anything beyond it is rejected outright. Truncate or summarise long inputs — it noticeably reduces 400.
Is incomplete output from gpt-5.2 the same thing as 400?
Group the errors by time and node first; the pattern is usually obvious once you do. If it only happens in production, it is usually an environment difference, not the model. This model is served by OpenAI, so upstream status follows the vendor’s own announcements. Reproduce it once in a staging environment with the same request body.
Does 400 affect other models under the same account?
This error is unrelated to model capability; it is a gateway-layer issue. The capability tags for this model are Reasoning, Tools, Files, Vision. If it persists for several minutes, contact platform support to confirm upstream status. Decide account-level versus model-level first; the two need completely different handling.
Is 400 on gpt-5.2 related to my account quota?
It is mainly a quota matter, not a fault in the model itself. Raising the plan ceiling or lowering the call rate both help. Billing follows p * 1.75 + cr * 0.175 + c * 14, so no output means no charge. Check your balance and rate limits in the console before debugging code. When estimating cost from p * 1.75 + cr * 0.175 + c * 14, include the retry budget.
Other errors on this model
- gpt-5.2: error 429 — causes and fixes
- gpt-5.2: error timeout — causes and fixes
- gpt-5.2: error 500 — causes and fixes
- gpt-5.2: error 502 — causes and fixes
- gpt-5.2: error 503 — causes and fixes
- gpt-5.2: error 504 — causes and fixes
- gpt-5.2: error 401 — causes and fixes
- gpt-5.2: error 403 — causes and fixes
Other models with the same error
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- deepseek-v4-pro
- grok-4.3
- llama-3.3-70b-instruct
- qvq-max
- qwq-32b
- glm-5
- MiniMax-M3
- kimi-k3
- hy3
- doubao-seed-evolving
- mimo-v2.5
- gpt-4o
- claude-opus-4-6
Data updated: 2026-10-10 18:35