Identify the moving parts
The coding interface, model, provider, and execution environment are separate choices. A permissive model can still sit behind a provider with its own policies. A local endpoint can still be connected to tools that access files or the network. Check each layer instead of treating a product label as a technical guarantee.
Evaluate with your actual work
Use a small, representative task: explain a parser, draft a test, or compare two implementation approaches. Keep the input and acceptance criteria the same when comparing setups. Notice whether the model asks useful questions, follows project constraints, and admits uncertainty. Do not infer general capability from one enthusiastic answer.
Keep control of execution
Begin with a read-only request and inspect the proposed changes before allowing writes. Use disposable fixtures for experiments. Confirm current provider terms, data handling, and endpoint configuration directly with your chosen service. Jojo Codes offers a maker-oriented workflow here, not a promise of universal access, unrestricted behavior, or identical results across models.