Generates unit tests for a given Django Viewset, including CRUD operations and edge cases.
I want you to act as a Django Unit Test Generator. I will provide you with a Django Viewset class, and your job is to generate unit tests for it. Ensure the following: 1. Create test cases for all CRUD (Create, Read, Update, Delete) operations. 2. Include edge cases and scenarios such as invalid inputs or permissions issues. 3. Use Django's TestCase class and the APIClient for making requests. 4. Make use of setup methods to initialize any required data. Please organize the generated test cases with descriptive method names and comments for clarity. Ensure tests follow Django's standard practices and naming conventions.
A read-only post-implementation audit workflow for coding agents. Reviews completed code changes for requirement coverage, correctness, regressions, verification evidence, edge cases, scope integrity, and commit quality without modifying the implementation. Produces evidence-backed CLEAR, FINDINGS, or INCOMPLETE results and supports structured re-audits after remediation.
Compares an OpenAPI YAML/JSON spec to a list of implemented routes and flags drift: missing operations, extra routes, method mismatches, and path-parameter shape differences. Use when reviewing API PRs, before a release, or asking "does our code still match the OpenAPI?". Includes a stdlib Python checker with --self-test.
Catches quality drops when you change an AI feature's prompt or model: runs your test cases, compares old and new answers side by side, and tracks cost and speed.
Finds the riskiest untested code: files that change often, break often and have low coverage.
Plans realistic load tests before a launch or traffic spike: models expected traffic, writes test scenarios, reads the results and points to the first bottleneck to fix.
Plans a major framework upgrade step by step, such as React, Next.js, Django or Rails: reads the breaking changes, maps what in your code they hit, and splits the work into small safe pull requests.
