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Tool fit

Prompt-driven app builders and hosted development environments for shipping web apps quickly.

Agent frameworks and projects for building autonomous or semi-autonomous software workflows.

Retrieval-augmented generation frameworks, vector databases, and data tooling for knowledge-connected LLM apps.

Production-ready platform for agentic workflow development.

Understanding authentication, rate limits, request shapes, errors, and source attribution.

Role: Recommended

Connecting LLMs to external knowledge with retrieval, ranking, and grounded responses.

Role: Recommended

Breaking a task into reliable steps, checkpoints, retries, and human review gates.

Role: Recommended