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AI agents are systems powered by large language models that can understand goals, make decisions, and take actions on your behalf.
The blueprint behind every production AI agent — from idea to live in five simple stages.
Pick the use case, success criteria, and what's out of scope. Clarity here saves weeks later.
Claude Opus for deep reasoning, Sonnet for speed at scale. The model is the agent's decision engine.
Define every API, database, and service the agent can call. Tight schemas keep it safe and predictable.
Plan → Act → Observe, with memory between turns and guardrails on every action.
Shadow → canary → production. Audit trails on every action. Continuous evals keep it improving.
The Claude resources Soleil engineers reach for first.
API reference, tool use, prompt caching, extended thinking.
↗Hands-on guides for building agents and integrations.
↗The research and thinking behind how Claude reasons.
↗Customer stories shipping in production with Claude.
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