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ExternalFrontend Development
Vercel Blog

MiniMax M3 on AI Gateway

MiniMax M3 is now available on .Vercel AI Gateway M3 is MiniMax's first model with a 1M-token context window and native multimodality, built around MiniMax Sparse Attention (MSA). M3 improves on software engineering, terminal-based tool use, and agentic web browsing, and is tuned for multi-turn collaboration. To use MiniMax M3, set model to in the .minimax/minimax-m3AI SDK Pass an image alongside a prompt to use M3's multimodal input: AI Gateway provides a unified API for calling models, tracki

Vercel BlogRead original
ExternalDatabase
Redis Blog

Context graphs: when nearest-neighbor search isn't enough

Your retrieval-augmented generation (RAG) pipeline works well on simple questions. You embedded your documents, built a vector index, and retrieval does its job. Then someone asks something that requires distributed facts, and the whole thing falls ap...

Tech DE
Redis BlogRead original
ExternalSoftware Engineering
DEV Community

AI Can Introduce Complexity Without Introducing Noise — But Only If the Repo Knows How to Hold the Complexity

One of the things I keep thinking about with AI-assisted development is that the conversation around AI coding is often backwards. A lot of people talk about AI as if the goal is to hand it a vision and let it materialize the finished thing. Describe the app, describe the feature, describe the experience, and then let the agent build it. But I don’t think that is what most serious builders actually want. If you are designing software, you are not just asking for “an app.” You are deciding how a

aiwebdevdevops
DEV CommunityRead original

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