Announcing DeepSeek-Prover-V2 on GMI Cloud

May 2, 2025

Why managing AI risk presents new challenges

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The difficult of using AI to improve risk management

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How to bring AI into managing risk

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Pros and cons of using AI to manage risks

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Benefits and opportunities for risk managers applying AI

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Announcing DeepSeek-Prover-V2 on GMI Cloud

We’re excited to announce that DeepSeek Prover-V2 is now available on GMI Cloud’s US-based inference clusters, with global deployment support powered by our international datacenter fleet.

Developed by DeepSeek and released under a permissive open-source license, Prover-V2 represents a major leap in reasoning-first LLM design. Now, developers can deploy this advanced model instantly on high-availability, low-latency infrastructure with GMI Cloud’s purpose-built AI stack.

Why DeepSeek Prover-V2 Matters

DeepSeek Prover-V2 is purpose-built for rigorous reasoning, long-form tasks, and scientific applications. With benchmark-leading performance in mathematical proofs, scientific QA, and step-by-step logic chains, it’s ideal for any application that demands depth over fluff.

State-of-the-Art Results:

  • Achieves 88.9% pass ratio on the MiniF2F-test benchmark, demonstrating state-of-the-art performance in neural theorem proving

  • Solves 49 out of 658 problems from the challenging PutnamBench benchmark

  • Achieves a non-trivial pass rate on formalized AIME 24 & 25 problems, previously considered highly difficult for LLMs

Key innovations include:

  • Theorem-Proving Engine — Optimized for formal logic, problem solving, and structured reasoning in Lean 4

  • Recursive Proof Synthesis — Training data created via a recursive decomposition and formalization pipeline using DeepSeek-V3 to guide subgoal generation and stepwise reasoning

  • Cold-Start Reinforcement Learning — Combines chain-of-thought from DeepSeek-V3 with formal proofs to create high-quality training signals, followed by reward-based fine-tuning

  • Extended Context Length — Supports up to 128K tokens for long prompts, documents, and multi-step solutions

  • Instruction-Following Excellence — Fine-tuned on structured datasets to follow complex instructions, including multi-part questions and long-range dependencies

  • Open and Customizable — Trained transparently and ready for fine-tuning, modification, and real-world deployment

What This Unlocks for Developers

DeepSeek Prover-V2 gives developers new tools to build deeper, more reliable AI systems:

  • Formal reasoning assistants — Build agents that can walk through logical steps, from proofs to diagnostic evaluations

  • Scientific copilots — Deploy AI tools that actually understand scientific papers and can generate or verify hypotheses

  • Education at scale — Create AI tutors that solve math and science problems step-by-step with explainable reasoning

  • Enterprise-grade agents — Design AI workflows that require correctness, from legal document review to financial modeling

Example applications include:

  • A math tutor that walks students through multi-step problems while checking their logic at every stage

  • A scientific analysis tool that interprets papers and helps formulate new hypotheses

  • An enterprise-grade contract analyzer that reasons through clause logic and identifies inconsistencies or risks

Amplify What You Can Do with Prover-V2

DeepSeek Prover-V2 is designed for real-world applications where rigorous logic, long-form reasoning, and reliable performance matter—and GMI Cloud makes it all deployable at production scale.

  • Solve complex, multi-step problems using Prover-V2’s 128K-token context window—powered by GMI Cloud’s Inference Engine

  • Balance speed, depth, and cost by dynamically switching between fast response and in-depth reasoning—enabled by GMI Cloud’s Cluster Engine

  • Serve global users with low latency for mission-critical reasoning applications—thanks to GMI Cloud’s global infrastructure

  • Integrate seamlessly into your stack with Prover-V2’s OpenAI-style API support—leveraging GMI Cloud compatibility with frameworks like vLLM and SGLang

Together, DeepSeek Prover-V2 and GMI Cloud deliver a new standard in reasoning-first AI: precise, scalable, and ready for production.

Why GMI Cloud

GMI Cloud is purpose-built for the AI workloads of today and tomorrow:

  • Inference-Optimized Clusters — Tuned for high-throughput, low-latency large model serving

  • Transparent Pricing — Simple, predictable billing without hidden fees

  • Instant API Access — Launch OpenAI-compatible APIs through frameworks like vLLM and SGLang with minimal setup

  • Enterprise-Grade Reliability — High availability, secure deployments, and scalable capacity as your needs grow

Whether you're building the next-gen tutor, proof engine, or scientific copilot—Prover-V2 is ready to deploy today on GMI Cloud.

Get Started

Ready to build your next intelligent agent, tutor, or analysis engine?

Spin up DeepSeek Prover-V2 now using GMI Cloud’s Inference Engine—with flexible scaling, simple APIs, and no lock-in.

🔗 Read Prover-V2's Introduction here: https://github.com/deepseek-ai/DeepSeek-Prover-V2

Think rigorously. Deploy instantly—with DeepSeek Prover-V2 on GMI Cloud.

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