How to Audit Your AI Data Classifier Before Its Labels Drive Policy
Automated data classification is only as good as its labels. Test accuracy, set review thresholds, and map labels to controls.
Vendor news
Funding rounds, leadership changes, incidents, new capabilities and announcements across the vendors in this catalog — collected automatically from vendors' own public feeds. Product release versions are on their own page, so the landing feed here never reads as one vendor's changelog.Where this comes fromEvery item links to the vendor's own published source: a GitHub release feed, a changelog, a status page, an SEC filing or a company blog. Nothing here is written or editorially reviewed by 0-Doubt, and nothing is a recommendation — it is machine-collected public record, labelled the same way as all other baseline content on the platform. Coverage is uneven by design: a vendor that publishes no public feed will not appear, and that absence is not a judgement about the vendor.
23,855 matching stories — announcement — showing up to 3 per vendorPer-vendor capWhile browsing, no single vendor may fill more than three slots on any one page, so a vendor with a chatty release cadence cannot buy the page you are looking at. That means a page can render fewer stories than the count above. Searching a headline or naming a vendor turns the cap off, because then you have asked to see everything that matches.
Best Insider Risk Management Software in 2026: What Each Tool Sees, and What Happens When the Insider Has Valid Access
Compare insider risk management tools by what they detect, what they miss, and what an insider can still open once flagged.
Regulation Without Enforcement is Bypassed
Governments are establishing new rules for how digital services must operate. Platforms are being asked to demonstrate that they comply with those rules. Regulators are developing processes to assess whether they do. As explored in the previous blog, establishing regulation and demonstrating compliance are critical steps in this process. But what happens when a regulator […]
Judge denies WhatsApp’s bid to hold spyware maker in contempt for allegedly targeting users
WhatsApp argued that NSO Group violated a 2025 injunction against using the messaging app to spread spyware. A federal judge said WhatsApp hurt its case by not revealing enough information.
NYDFS Part 500 in 2026: What Covered Firms Must Show
Part 500 is the cybersecurity rule of the New York State Department of Financial Services (DFS). Its formal name is 23 NYCRR 500. It applies to firms that operate under...
Typosquatting: How Lookalike Domains Catch Your Users
A customer types examplebank.com with one letter wrong. The page that loads looks right, asks for a login, and the attacker keeps the password. This post covers how that works,...
Vendor Risk Assessment From the Outside In
A vendor risk assessment answers one question: how much damage could this vendor cause us, and are its controls good enough for that? It is a decision about whether to...
How to get the most out of running dbt on Databricks
Tens of thousands of organizations rely on dbt for data transformation. Where you...
Identity After Dark Mailbag: The Questions We Didn't Reach
On June 17, about 30 senior identity practitioners joined us to record a live episode of the Identity at the Center podcast. Jim McDonald and Jeff Steadman hosted. No slides, no pitch, no script.
Inside Joint Disruption Week: 28 Arrests and 3.7 Million Scam Accounts Removed
Flashpoint joined international law enforcement and private-sector partners in a coordinated operation targeting West African scam networks, resulting in dozens of arrests, millions of fraudulent accounts removed, and over one hundred victims of human trafficking identified. The post Inside Joint Disruption Week: 28 Arrests and 3.7 Million Scam Accounts Removed appeared first on Flashpoint.
MSP Stack Architecture: The CTO’s Real Job in 2026
The Stack Keeps Growing, the Trust Doesn’t The average MSP stack adds a new point solution every year without retiring the ones that came before it, and the CTO is left to make them talk to each other. The pattern looks reasonable one decision at a time. A client asks for better network visibility, so […] The post MSP Stack Architecture: The CTO’s Real Job in 2026 appeared first on Liongard.
The Fake Agent Was Just the Delivery Truck
A fake IT agent arrived signed and familiar. Its real job was to install a legitimate remote-support tool, the most common endgame in September’s ROC data.
The Next Underwriting Advantage Is Prevention
How insurers can turn risk signals into action and prove which interventions actually reduce loss
ConnectWise Disables Cloud Backups Amid Concerns for Downstream MSPs
Researchers say attackers authenticated into Microsoft 365 tenants using ConnectWise credentials; ConnectWise says customer impact remains unconfirmed.
New York Psychiatric Services P.C.
HackNotice is a service that notices trends and patterns in publically available data so as to identify possible data breaches, leaks, hacks, and other data incidents on behalf of our clients. HackNotice monitors data streams related to breaches, leaks, and hacks and New York Psychiatric Services P.C. was reported by one of those streams. HackNotice [...]
AI is Table Stakes. Winning at Fraud Takes More Than a Good Model.
I spent about three years playing poker semi-professionally. One of the most important lessons I took from it had very little to do with the cards I was dealt. The best players weren’t the ones who won the most hands. They were the ones who consistently made better decisions with the information they had. They […] The post AI is Table Stakes. Winning at Fraud Takes More Than a Good Model. appeared first on Sift.
Ticketmaster Confirms Brazil Customer Data Breach as Scope, Timing Remain Unclear – TicketNews
HackNotice is a service that notices trends and patterns in publically available data so as to identify possible data breaches, leaks, hacks, and other data incidents on behalf of our clients. HackNotice monitors data streams related to breaches, leaks, and hacks and Ticketmaster Confirms Brazil Customer Data Breach as Scope, Timing Remain Unclear - TicketNews [...]
How Cyren’s GlobalView Network Detects Malicious Infrastructure While Campaigns Are Still Being Assembled
The gap between when attackers build phishing infrastructure and when that infrastructure fires at targets is measurable in days. Cyren Threat... The post How Cyren’s GlobalView Network Detects Malicious Infrastructure While Campaigns Are Still Being Assembled appeared first on Data443.
Ransomware Group qilin Hits: CREDIN
Summary In the latest cybersecurity news, CREDIN — an organization based in PT — has fallen victim to a ransomware attack conducted by the… The post Ransomware Group qilin Hits: CREDIN appeared first on HookPhish.
Ransomware Group qilin Hits: Salauno
Summary In the latest cybersecurity news, Salauno — an organization based in MX — has fallen victim to a ransomware attack conducted by the… The post Ransomware Group qilin Hits: Salauno appeared first on HookPhish.
Ransomware Group qilin Hits: Grupo Cronica
Summary In the latest cybersecurity news, Grupo Cronica — an organization based in AR — has fallen victim to a ransomware attack conducted by… The post Ransomware Group qilin Hits: Grupo Cronica appeared first on HookPhish.
The Last Mile of Vulnerability Management: Why Remediation Breaks Down After the Scan
10/19/26 Finding a vulnerability matters. Closing it safely, confirming the fix worked, and preventing the same weakness from returning is where the harder work begins. A scanner can flag a missing patch on a server. It usually can’t tell the team who owns that server, ... The post The Last Mile of Vulnerability Management: Why Remediation Breaks Down After the Scan appeared first on SolarWinds Blog.
Why Paid Social Carries More Risk Than Organic (And How to Find the Gaps)
TL;DR
Security patches need patches now that attackers have AI
Terra finds sharp rise in GitHub security fixes reported broken within 90 days
Vishag Krishnan
Vishag Krishnan bcollins Mon, 10/19/2026 - 11:21 Share this Article Opens in a new window Opens in a new window First Name Vishag Last Name Krishnan Job Title Chief Marketing Officer Company Egnyte Headshot Image Biography Vishag is Chief Marketing Officer at Egnyte, where he leads a global team responsible for strategic positioning, brand evolution, and revenue growth. With more than two decades of B2B technology experience, he has held senior leadership roles at companies including Symantec, R
Meet Tigera at KubeCon + CloudNativeCon North America 2026
Ask a platform team how many AI agents are running in their clusters and you usually get a pause. Agents arrive through application teams, not platform teams. They call tools over MCP, invoke other agents... The post Meet Tigera at KubeCon + CloudNativeCon North America 2026 appeared first on Tigera.
The 8ms Decision: How Vaikora Enforces AI Agent Policy Before an Action Reaches the LLM
At P50, Vaikora makes an allow, block, modify, or require-approval decision in 8 milliseconds. That number matters because the enforcement happens before... The post The 8ms Decision: How Vaikora Enforces AI Agent Policy Before an Action Reaches the LLM appeared first on Data443.
Why Most Identity Programs Run On Duct Tape (And They Don’t Need To)
“The Real Cost of Manually Governing Applications” SailPoint + Cerby webinar recap
Your AI Passed the Demo. But Can It Survive Production?
AI agents are moving into production faster than organizations can prove they’re ready. Demos and benchmarks may show what an agent can do, but not how it will perform in real-world environments. Production environments are imperfect; can your AI agent stand up to the pressure of ever-evolving conditions? What happens when your AI agent makes […]
Compromised ConnectWise Cloud Backup identities used to access Microsoft 365 tenants
At a glance: ConnectWise discovered unauthorized access involving application identities associated with ConnectWise Cloud Backup on October 14, disclosed the incident on October 16, and disabled affected application identities on October 17. Field Effect notified affected clients on October 16, the same day of the disclosure, after identifying tenants that had authorized the affected ConnectWise Cloud Backup application. Microsoft Threat Intelligence observed successful authentication activity
Phishing emails deliver real remote access software to victims
Microsoft found installations failed wherever the user declined the Windows permission prompt, and completed wherever they approved it.
Own your intelligence, own your tools
An agent has three parts you can control: the model, the harness that runs the model in a loop, and the context the model sees. Own all three and you …
NIS2-Zuständigkeit: IT, QM oder Geschäftsführung?
Wer ist für NIS2 zuständig? Was § 38 BSIG verlangt, wie 51 Unternehmen NIS2 verteilen und welches Rollenmodell zwischen IT, QM und GF trägt.
The EU KIDS Act: What Does It Mean to Prove a Platform Is Safe?
In the first part of this series, we looked at a broader shift taking place around the world: governments are moving from voluntary approaches to more defined rules around children’s access to digital services. The European Union’s newly proposed KIDS Act takes that shift a step further. It does not simply establish age limits for […]
Despite appearances, IT Security is NOT dead!
This is a real photo. I found this network box located in the cemetery at Trinity Church in Manhattan last week. Just to the right of this shot is Alexander Hamilton’s grave and tomb. With cybersecurity awareness month and Halloween approaching, I figured this image was perfect for the season and our contest for the […] The post Despite appearances, IT Security is NOT dead! appeared first on Blue Line Technologies, Inc..
Protecting the Federal Workforce: Connecting the Dots Before a Threat Escalates
The post Protecting the Federal Workforce: Connecting the Dots Before a Threat Escalates appeared first on Ontic.
The Corporate Security Benchmark: See Where You Stand
The post The Corporate Security Benchmark: See Where You Stand appeared first on Ontic.
The first 60 minutes: An IR timeline from breach to containment
Here is a number worth sitting with: The average cybercrime breakout time in 2025 was 29 minutes. That is the window between an attacker gaining initial access and beginning lateral movement to other systems, according to the CrowdStrike 2026 Global Threat Report. The fastest observed case in the dataset was 27 seconds. In one documented intrusion,... The post The first 60 minutes: An IR timeline from breach to containment appeared first on ManageEngine Blog.
Germany arrests alleged Qilin Ransomware leader after Japan extradition
Germany has arrested a Russian national suspected of being a leading member of the Qilin ransomware group after Japan extradited him earlier this month.
What Vaikora Guard MCP Actually Does: A Technical Walkthrough of the Open-Source Policy Proxy
Policy enforcement for AI agent tool calls has a simple problem: most approaches catch bad actions after they happen. Vaikora Guard MCP sits inline... The post What Vaikora Guard MCP Actually Does: A Technical Walkthrough of the Open-Source Policy Proxy appeared first on Data443.