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prompt-caching

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The Multi-Agent Reasoning framework creates an interactive chatbot where AI agents collaborate via structured reasoning and Swarm Integration for optimal answers. Simulating a team that discusses, debates, and refines responses, it enables complex problem-solving and precise results. Now with Prompt Caching to reduce latency and costs.

  • Updated Jan 23, 2025
  • Python

Hands-on CCA-F exam prep: Customer Support Resolution Agent demonstrating all 6 architectural patterns (escalation, compliance, tool design, caching, context, handoffs) through 9 Jupyter notebooks with anti-pattern vs correct-pattern contrast. 234 tests. Python 3.13+ / Anthropic SDK.

  • Updated Mar 29, 2026
  • Python

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