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AI isn’t one system, and your threat model shouldn’t be either

In this Help Net Security interview, Naor Penso, CISO at Cerebras Systems, explains how to threat model modern AI stacks without treating them as a single risk. He discusses why partitioning AI systems by function and impact matters, how to frame threat modeling for business leaders, and which assumptions break down as AI becomes core infrastructure. What’s the right way to partition a modern AI stack for threat modeling so teams avoid lumping everything under … More → The post AI isn’t one system, and your threat model shouldn’t be either appeared first on Help Net Security.
http://news.poseidon-us.com/TPvXpD

LLMs work better together in smart contract audits

Smart contract bugs continue to drain real money from blockchain systems, even after years of tooling and research. A new academic study suggests that large language models can spot more of those flaws when they work in coordinated groups instead of alone. Researchers at Georgia Tech have developed a framework called LLMBugScanner that combines fine tuned language models with ensemble voting to detect vulnerabilities in Ethereum smart contracts. The research evaluates whether pairing domain specific … More → The post LLMs work better together in smart contract audits appeared first on Help Net Security.
http://news.poseidon-us.com/TPvXnw

Product showcase: NAKIVO v11.1 advances MSP service delivery with secure multi-tenant management

NAKIVO Backup & Replication v11.1 brings a host of benefits to MSPs and their clients. It eliminates the need for client-side port configuration, enhances security with encrypted multi-platform support, and introduces automated failover capabilities. These features are designed specifically for managed service providers, offering them a more efficient and secure way to protect client infrastructure. MSP Direct Connect The flagship feature of v11.1 resolves a longstanding friction point in MSP operations: Client-side port configuration. Traditional … More → The post Product showcase: NAKIVO v11.1 advances MSP service delivery with secure multi-tenant management appeared first on Help Net Security.
http://news.poseidon-us.com/TPvXlZ

Identity risk is changing faster than most security teams expect

Security leaders are starting to see a shift in digital identity risk. Fraud activity is becoming coordinated, automated, and self-improving. Synthetic personas, credential replay, and high speed onboarding attempts now operate through shared infrastructures that behave less like scattered threats and more like systems that learn as they run, according to a report by AU10TIX. This trend is shaping how fraud teams, risk executives, and identity product owners will need to prepare for 2026. How … More → The post Identity risk is changing faster than most security teams expect appeared first on Help Net Security.
http://news.poseidon-us.com/TPvSM1

New infosec products of the week: December 19, 2025

Here’s a look at the most interesting products from the past week, featuring releases from Apiiro, Astra Security, Push Security, Trellix, and XM Cyber. Apiiro unveils AI SAST built on deep code analysis to eliminate false positives Apiiro introduced Apiiro AI SAST, a new approach to static application security testing (SAST) that automates code risk detection, validation and fixes with the precision and cognitive process of an expert application security engineer. Grounded in Apiiro’s patented … More → The post New infosec products of the week: December 19, 2025 appeared first on Help Net Security.
http://news.poseidon-us.com/TPvSKY

Crypto theft in 2025: North Korean hackers continue to dominate

When they strike cryptocurrency-related targets, North Korean hacking groups are increasingly aiming for large services where a single breach can move serious money, a new Chainalysis report on crypto theft in 2025 revealed. “North Korean hackers stole $2.02 billion in cryptocurrency in 2025, a 51% year-over-year increase, pushing their all-time total to $6.75 billion despite fewer attacks,” the company says. How are they achieveing this? For years, a big part of their playbook involved placing … More → The post Crypto theft in 2025: North Korean hackers continue to dominate appeared first on Help Net Security.
http://news.poseidon-us.com/TPtxVq

Apiiro unveils AI SAST built on deep code analysis to eliminate false positives

Apiiro introduced Apiiro AI SAST, a new approach to static application security testing (SAST) that automates code risk detection, validation and fixes with the precision and cognitive process of an expert application security engineer. Grounded in Apiiro’s patented Deep Code Analysis (DCA), Apiiro AI-SAST combines call flow, data flow and reachability analysis with AI reasoning to eliminate false positives, validate exploitable risks, and fix true business risks. AI coding assistants have increased code delivery by … More → The post Apiiro unveils AI SAST built on deep code analysis to eliminate false positives appeared first on Help Net Security.
http://news.poseidon-us.com/TPtqvf