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The Anthropic Agent SDK transforms Claude from a chat interface into a production agent that manages its own loop, handles tool calls, and persists state across…

Aug 18, 202611 min read
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Full parameter fine-tuning of Large Language Models (such as Llama 3 70B or Qwen 2.5) requires updating billions of weights, demanding massive GPU clusters with…

Aug 1, 20263 min read
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Connecting Large Language Models to backend databases and business logic requires strict type safety. Receiving unstructured prose or malformed JSON breaks appl…

Aug 1, 20263 min read
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When developers migrate from prototyping with raw LLM API calls to embedding autonomous agent workflows into production services, they quickly run into an infra…

Jul 31, 20265 min read
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This guide is for Python developers who can write functions and run pytest but have not structured an agent service. By the end, you can scaffold a small reposi…

Jul 11, 20266 min read
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Building production-grade Autonomous AI Agents requires moving beyond linear Directed Acyclic Graphs (DAGs) and prompt chaining. Real-world tasks — such as auto…

Aug 3, 20269 min read
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Executing long-running computations — such as generating PDF invoices, processing video uploads, or sending transactional email batches — inside synchronous web…

Aug 3, 20269 min read
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