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It is Not Yet Another Tool: Creating and Deploying an Agentic AI Companion in a Security Operations Center

Security Operations Centers (SOCs) process large amounts of tickets, most of which are low-interest events not worthy of further investigation. The repetitive nature of this task and similarity of the vast amounts of tickets make it a prime candidate for generative AI-based automation. We created and deployed an agentic AI companion utilizing large language models through fieldwork within a SOC…

arxiv.org ·2026-09-05

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

Read the original at arxiv.org →

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Anthropic Drops Claude Sonnet 4.5: Extended Thinking Hits 200K Context for Agentic Coding

Anthropic just shipped Claude Sonnet 4.5, and the headline number isn't the benchmark score, it's the 200K token context window combined with what they're calling "extended thinking mode." For…

Claude Sonnet 4.5 introduces 200K token context window for agentic coding.
Extended thinking mode enables interleaving reasoning with action in tasks.
Benchmark shows 30% reduction in hallucinations and 77.2% GitHub issue resolution.

2026-09-05 ·dev.to

VDiff-Bench: A Challenging Benchmark for Fine-Grained Image Difference Identification

Multimodal Large Language Models (MLLMs) perform strongly on general visual understanding tasks such as visual question answering, yet they often struggle with a basic comparative skill: identifying…

2026-09-05 ·arxiv.org

Nvidia PAIR enables local AI cluster construction

Nvidia has introduced a free software tool that allows users to create AI inferencing clusters using separate computers on a single network.

2026-09-05 ·dev.to

When Confidence Lies: Engineering Uncertainty-Aware AI Control Loops for High-Stakes Production Systems

Thesis: Confidence should not merely describe what an AI system believes. It must actively determine what the system is allowed to do.

Confidence in AI systems should indicate allowed actions, not just belief.
LLMs produce hallucinations with confident tone despite uncertainty.
System reliability engineers must implement System-Level Uncertainty Control.

2026-09-05 ·dev.to

Quebec courts say generative AI cannot replace judges’ reasoning

Quebec's courts have issued new guidelines restricting judges' use of generative artificial intelligence, stressing that judging must remain a fundamentally human responsibility.

2026-09-05 ·globalnews.ca

Quebec courts say generative AI cannot replace judges’ reasoning

Quebec's courts have issued new guidelines restricting judges' use of generative artificial intelligence, stressing that judging must remain a fundamentally human responsibility.

2026-09-05 ·globalnews.ca

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