Code regression analysis
Provide a minimal diff, expected behavior and one failing test. Accept a fix only after running tests locally and checking adjacent contracts.
MODELS
Sign in
Coding / API
DeepSeek V4.1 Flash through the CLODEx API: a public route for code and structured-text tasks. Compare the rate, check availability and validate results with tests.
deepseek-v4.1-flash
In the public catalog. A catalog listing is not a live availability guarantee. Check /v1/models for access with your API key.
01 / YOUR BRIEF
Find the failure cause in this code. State a reproducible scenario first, then propose the smallest fix and a regression test. Do not change dependencies or interfaces unless necessary.
A sample brief — add your own inputs. This page does not generate content or charge your balance.
02 / Use cases
Provide a minimal diff, expected behavior and one failing test. Accept a fix only after running tests locally and checking adjacent contracts.
Define a JSON schema and explicit rules for missing data. Validate the response in code and do not let the model fill unknown fields with plausible guesses.
03 / Specifications
deepseek-v4.1-flashOnly parameters declared by the integration catalog are shown. An omitted parameter is not a promise of support.
04 / Developers
curl --fail-with-body --no-buffer 'https://clodex.xyz/v1/chat/completions' \
-H "Authorization: Bearer $CLODEX_API_KEY" \
-H 'Content-Type: application/json' \
--data-binary @- <<'CLODEX_JSON'
{"messages":[{"content":"Find the failure cause in this code. State a reproducible scenario first, then propose the smallest fix and a regression test. Do not change dependencies or interfaces unless necessary.","role":"user"}],"model":"deepseek-v4.1-flash","stream":true}
CLODEX_JSON
Keep your key on the server, never in the browser. A generation example uses your balance only when you run it yourself. Check model access and parameters before submitting.
Documentation How to get an API keyThe exact ID is deepseek-v4.1-flash. Do not transfer parameters, pricing or benchmark results from other DeepSeek versions. Check availability and limits in the catalog for your key. Share only relevant files and remove secrets. Review changes and run tests before applying them. A model response does not guarantee correct code.
05 / FAQ
Sign in to CLODEx, check model access for your key and choose the workspace or API. Reading this page does not submit a model request.
Public rates appear in the pricing section. Check the unit: total tokens, separate input and output tokens, per image or a parameter-based video quote. Confirm your account rate in the dashboard.
Keep the request ID and check the request log. For asynchronous generation, check the existing job's status first. If the cause remains unclear, contact support with the ID, never the API key. Resubmitting may create another paid job.
Use the exact deepseek-v4.1-flash ID after confirming it in the catalog for your key. Similar names can refer to other routes with separate terms.
Yes, when the model is published for the OpenAI-compatible endpoint available to your key. Use the CLODEx base URL and test the parameters your application needs.
Prepare one validation set and the same output format, then measure quality, latency and actual charges. Do not compare models only by name or one published rate.