Working with LLM APIs — LLM Application Development Roadmap
Parameters, roles and provider differences
Steps in Working with LLM APIs
- Understanding Model Parameters — beginner · Temperature, top-p, max tokens and how each shapes output
- System, User and Assistant Roles — beginner · Structuring a conversation using role-based message formats
- Comparing Major LLM APIs — beginner · Differences in request format, capabilities and pricing across providers
- Handling API Errors and Rate Limiting — beginner · Retries, backoff and graceful degradation when calls fail
- Batching and Parallel Requests — beginner · Processing many prompts efficiently without hitting limits
Part of
- LLM Application Development roadmap — the full learning path