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@anjali shared a link, 6 months, 2 weeks ago

Customer Marketing Manager, Last9

Instrumentation: Getting Signals In

See how instrumentation in OpenTelemetry helps track app issues, know the difference between auto and manual methods, and when to use them.

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@devopslinks added a new tool Syft , 6 months, 3 weeks ago.

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@kaptain added a new tool KubeLinter , 6 months, 3 weeks ago.

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@devopslinks added a new tool Grype , 6 months, 3 weeks ago.

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@kaptain added a new tool Hadolint , 6 months, 3 weeks ago.

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@varbear added a new tool Bandit , 6 months, 3 weeks ago.

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@devopslinks added a new tool JFrog Xray , 6 months, 3 weeks ago.

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@devopslinks added a new tool OWASP Dependency-Check , 6 months, 3 weeks ago.

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@varbear added a new tool pre-commit , 6 months, 3 weeks ago.

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@devopslinks added a new tool GitGuardian , 6 months, 3 weeks ago.

DeepSeekMath-V2 is a state-of-the-art mathematical reasoning model built on the DeepSeek-V3.2-Exp-Base architecture with 685 billion parameters. Unlike conventional math-focused language models that optimize only for correct final answers, DeepSeekMath-V2 introduces a self-verification framework where the model generates, inspects, and validates its own mathematical proofs.

This approach enables rigorous, step-by-step reasoning suitable for theorem proving, scientific research, and domains requiring high-integrity logic. The model is trained through a generation-verification loop involving a dedicated LLM-based verifier and reinforcement learning optimized for proof correctness rather than answer matching.

DeepSeekMath-V2 achieves gold-level scores on IMO 2025 and CMO 2024, along with a groundbreaking 118/120 on the Putnam 2024 contest. Released under the Apache 2.0 license and hosted on Hugging Face, it is fully open source for research and commercial use.