Architecture review
Provide the service contract, component relationships and one reproducible failure. Ask for confirmed causes separately from hypotheses rather than a list of unrelated improvements.
Coding / API
GPT-6 Astra in CLODEx: an API workflow for complex code tasks. Prepare repository context, compare regular and long-input rates, and verify the result with tests.
gpt-6-astraopenaiIn the public catalog A catalog listing is not a live availability guarantee. Check /v1/models for access with your API key.
01 / YOUR BRIEF
Review the service architecture in the attached files. Find why a background job runs twice. Propose a minimal fix, a regression test and a safe release plan. Justify any database schema change.
A sample brief — add your own inputs. This page does not generate content or charge your balance.
02 / USE CASES
Provide the service contract, component relationships and one reproducible failure. Ask for confirmed causes separately from hypotheses rather than a list of unrelated improvements.
Describe compatibility, downtime constraints and rollback requirements. Treat the response as a draft plan and verify each step in a test environment.
03 / SPECIFICATIONS
gpt-6-astraOnly 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":"Review the service architecture in the attached files. Find why a background job runs twice. Propose a minimal fix, a regression test and a safe release plan. Justify any database schema change.","role":"user"}],"model":"gpt-6-astra","stream":true}
CLODEX_JSONKeep 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 ↗Long input may use a separate rate; check the threshold in the pricing table. Model access and reasoning controls depend on your route, not the page title. 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.