Engineer production AI-powered product features
ai-productskillsetup L3★0
Sheshiyer/skill-clusters ↗What it does
Integrate LLMs into products
Best for
Production LLM features where validation and caching prevent probabilistic failures from reaching users.
Inputs
- · User input
- · Configuration
Outputs
- · Processed output
- · Metrics
Requires
- · OpenAI API
- · Vector database
Preconditions
- · External services configured
- · Input parameters validated
- · Required dependencies available
Failure modes
- · Service timeout or unavailable
- · Invalid input format
- · Resource exhaustion
- · Version incompatibility
Trust signals
- · Safety constraints explicitly defined
- · Clear execution flow documented
- · Test/validation patterns documented
- · Error handling patterns specified
- · Semantic versioning in use
- · Concrete examples provided