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@anjali shared a link, 1 month, 3 weeks ago
Customer Marketing Manager, Last9

OTel Updates: Unroll Processor Now in Collector Contrib

The OTel unroll processor splits bundled log records into individual events. Now in Collector Contrib v0.137.0 for VPC and CloudWatch logs.

Unroll Processor
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@laura_garcia shared a post, 1 month, 3 weeks ago
Software Developer, RELIANOID

Tesco’s latest outage is a reminder: uptime IS the customer experience.

Shoppers across the UK faced checkout failures, broken order updates, and Clubcard access issues as Tesco’s digital platforms suffered “intermittent” instability. In modern retail, even brief disruptions damage trust, loyalty, and sales. At RELIANOID, we help retailers stay resilient with intelligen..

tesco outage
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@anjali shared a link, 1 month, 3 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.

otel_metrics_quarkus
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@devopslinks added a new tool Syft , 1 month, 3 weeks ago.
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@kaptain added a new tool KubeLinter , 1 month, 3 weeks ago.
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@devopslinks added a new tool Grype , 1 month, 3 weeks ago.
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@kaptain added a new tool Hadolint , 1 month, 3 weeks ago.
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@varbear added a new tool Bandit , 1 month, 3 weeks ago.
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@devopslinks added a new tool JFrog Xray , 1 month, 3 weeks ago.
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@devopslinks added a new tool OWASP Dependency-Check , 1 month, 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.