implementation

Extended Thinking Code Port

Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.

Linked challenge: Cross-Cloud Inference Orchestrator with Claude Agents SDK

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Linked challenge

Cross-Cloud Inference Orchestrator with Claude Agents SDK

Prompt source

Original prompt text with formatting preserved for inspection.

1 lines

1 sections

No variables

0 checklist items

Instruct the agent to use 'extended thinking' (thinking budget: 4000 tokens) to analyze a legacy ABC broadcast license processing script. The agent should refactor it from a monolithic Python script to a mobile-friendly API, ensuring it can run on both Android and iOS.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Hold the task contract and output shape stable so generated implementations remain comparable.

Tune next

Update libraries, interfaces, and environment assumptions to match the stack you actually run.

Verify after

Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.

Prompt diagnostics

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Purpose

implementation

This prompt is mostly narrative and instruction-driven, so adapt examples and output constraints before you rewrite the structure.

Linked challenge

Cross-Cloud Inference Orchestrator with Claude Agents SDK

With OpenAI expanding its AWS deal and Lovable launching mobile-first AI coding, building a resilient cross-platform inference engine is critical. In this challenge, you will use the Claude Agents SDK to build a developer assistant that manages model deployment and runtime optimization. You will use Replicate to serve specialized fine-tuned models and Seldon Core to manage production inference scaling on Kubernetes. The agent, powered by Claude Sonnet 4.6.6, will autonomously decide whether to route a code generation request to GPT-5.4 Pro for logic or Claude Sonnet 4.6.6 for refactoring. The agent must support 'extended thinking' to solve complex porting issues between iOS and Android codebases.

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