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MiniMax M3 API Integration Guide: 1M Context Calls, Reasoning Relay, and Multimodal Verification
MiniMax M3 leverages the MSA sparse attention architecture to support ultra-long 1M-token context and native multimodal input, ideal for engineering-grade code refactoring, complex agent coordination, and multi-step reasoning tasks. Integration uses OpenAI-compatible endpoints, requires complete relay of reasoning_details to maintain the chain of thought, and validates the window without degradation via long-text probes.
DeepSeek V4 API Integration: Pro vs Flash Selection, Call Parameters, and Degradation Verification
DeepSeek V4 series currently includes two independent APIs: V4 Pro (text-only reasoning) and V4.1 Flash (lightweight multimodal). This article explains their architectural differences, model identifiers, OpenAI-compatible integration configuration, Thinking Mode and multimodal call parameters, and four verification methods for silent model swapping and precision degradation risks.
