AI coding ROI is a throughput problem, and verification is how you solve it
Measure AI coding ROI by shipped software, not lines generated. Learn how verification cuts rework and cost per change, then get the full guide.
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.
2,274 matching stories — in AI / LLM Security — 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.
Sonar's new JS/TS engine: Tracing meaning, not syntax, to hunt down real vulnerabilities
Static analysis grounded in the formal theory of program analysis, rather than in shallow, syntax-driven heuristics, can compute precise data-flow paths through real, unmodified production code.
Which LLM writes the best code? A 2026 comparison
There is no single best LLM for coding. Use this framework to compare AI coding models on your own tasks, and verify AI-generated code with Sonar.
How Claude Code’s 256KB blind spot put developers’ secrets in the preview pane
Simply asking Anthropic’s Claude Code to review an HTML file could hand attackers access to a developer’s machine, cloud credentials and software development environment, according to a new Noma Security finding. Noma’s researchers found a vulnerability affecting Anthropic’s Claude Code Desktop app that could allow malicious JavaScript embedded in an HTML file to execute without further user interaction, potentially exposing sensitive host files. The flaw, called SneakPeek, specifically affected
AgentMon Start 1.3.0 See what happened then see why
AgentMon Start 1.3.0 makes it easier to spot what needs attention and follow the evidence behind it. Pages now lead with a plain-language summary, sessions open in a side panel, and new views reveal prompt cache losses, background spend, and MCP server problems.
Il utilisait l'IA pour pirater des banques, mais ses conversations avec Claude ont fini par le trahir
Un pirate soupçonné d'avoir attaqué plusieurs banques sud-coréennes à l'aide de l'intelligence artificielle a laissé ses conversations avec Claude accessibles sur Internet. Une découverte qui a permis aux chercheurs de CrowdStrike de reconstituer ses activités.
Introducing JumpCloud PKI: Managed Client Certificates for Wi-Fi, VPN, and Application Access
Bring private certificate authority management, identity-bound issuance, and automated deployment together with JumpCloud PKI. The post Introducing JumpCloud PKI: Managed Client Certificates for Wi-Fi, VPN, and Application Access appeared first on JumpCloud.
Circular Trading and Benami Networks in India: How They Work and How Investigators Detect Them
Circular trading is a loop of invoices between connected firms, where goods or services are billed round and round without real supply, to inflate turnover or pass on input tax credit (ITC). A benami network hides who really owns the assets and companies behind those firms by placing them in other people’s names. The two […] The post Circular Trading and Benami Networks in India: How They Work and How Investigators Detect Them appeared first on Innefu Labs.
Securing the Mission at Machine Speed: Wiz AI Agents Arrive in Wiz for Gov
Wiz AI Agents elevate traditional CNAPP, empowering public sector security teams to accelerate security and innovation.
The risks of ChatGPT in the workplace
Across most enterprises today, a product manager is using ChatGPT to polish a roadmap before a board review, and down the hall a developer has pasted a stack trace into the same chat window to figure out what broke overnight. None of them think they are taking a risk. They think they are getting work... Read more » The post The risks of ChatGPT in the workplace appeared first on WitnessAI.
DeepSeek’s privacy policy: what it means for your data
Employees are already pasting roadmaps, deal terms, and source code into the DeepSeek app, and that data may move to servers governed by PRC access law.When personal data is involved, the employer may have its own obligations as a data controller, including responsibility for the lawfulness of the transfer. Regulators in Italy, Germany, and South... Read more » The post DeepSeek’s privacy policy: what it means for your data appeared first on WitnessAI.
The Blind Spot in Orbit: Why Space Could Be the Next Infrastructure Crisis
Are organisations becoming so reliant on third party space assets that they would face severe disruption if the assets were impacted by a cyber attack? When most people think of space technology, … The post The Blind Spot in Orbit: Why Space Could Be the Next Infrastructure Crisis appeared first on Palo Alto Networks Blog.
Citrix, Fortinet, Ivanti Patch 29 Vulnerabilities Across Their Products
Critical-severity flaws could lead to authentication bypass, code execution, and sensitive authentication information leaks. The post Citrix, Fortinet, Ivanti Patch 29 Vulnerabilities Across Their Products appeared first on SecurityWeek.
Agentic AI Governance: How to Govern AI Agents in Production
Learn how to govern autonomous AI agents in production: delegated authority, runtime controls, risk-mapped oversight, and audit evidence for every action.
Codenotary Joins NVIDIA Inception to Accelerate Innovation in Agentic AI Security
We are pleased to announce that Codenotary has been accepted into NVIDIA Inception, a program designed to support companies developing innovative AI technologies and accelerate their growth. This is an important milestone for Codenotary as we continue expanding our focus on securing, monitoring, and controlling autonomous AI agents through our AgentMon and AgentX products. NVIDIA Inception provides access to technical resources, AI development tools, training, and potential go-to-market opportun
SR 26-2 Model Risk Management: What Replaced SR 11-7 and What It Means for LLMs and AI Agents
SR 26-2 supersedes SR 11-7 on model risk management. Learn how it treats LLMs and agents, what changed, and governance requirements for banks.
OpenAI PrivacyFilter vs Protecto: 344 Annotations Compared
We ran OpenAI PrivacyFilter and Protecto on the same 150 enterprise prompts. PrivacyFilter detected about 68% of 344 annotations, but only 37% came back with a data type a policy engine can act on. Protecto correctly classified 90%. The post OpenAI PrivacyFilter vs Protecto: 344 Annotations Compared appeared first on Protecto.
AI Behavioral Control Plane vs AI Governance: Key Differences
Governance platforms decide what AI is allowed. A behavioral control plane makes sure it happens. Here's how they compare. The post AI Behavioral Control Plane vs AI Governance: Key Differences appeared first on Polygraf.
The model is easy to swap. The agent layer isn’t
Here’s what 520 enterprise AI leaders told us about getting locked into frontier labs TL;DR. The technical leaders responsible for AI adoption say vendor lock-in worries them, and many have …
Salesforce Extortion Accelerates With New Leak Site | UpGuard
The hacker collective Scattered Lapsus$ Hunters has launched a new leak site threatening to release data stolen from Salesforce instances.
A Valid Receipt Chain Can Still Be Cut Short
Every surviving link can verify while the end of a receipt log is missing. Verification needs to say which claim it proved.
Localhost Is a Place, Not a Program
A local port doesn’t identify the MCP service behind it. Check the connected socket’s owner and program before sending credentials.
Pipelock: Open-Source Agent Firewall
New in v3.7: parallel signed receipts, filesystem grants for containment, cooperative command launch, verified local MCP services, and exact destination grants. Read the release notes and upgrade actions. The enforcement boundary The agent keeps the keys. Pipelock guards the crossing. Pipelock inspects mediated network and tool traffic without storing the agent's credentials. Routing or containment must prevent a direct path around it. Privileged zone Agent + credentials The workload owns its se
What Is Claude Cowork? Features, Pricing and What IT Needs to Know (2026)
Learn what Claude Cowork is, explore its features and pricing, and discover what IT teams need to know about security, access controls, and enterprise deployment in 2026.
Codex vs Claude Code: Which AI Coding Agent Should Your Team Standardize On? (2026)
Compare Codex vs Claude Code in 2026 across features, pricing, coding performance, and team workflows to find the best AI coding agent for your team.
Codex Pricing and Usage Limits Explained (2026)
Explore Codex pricing in 2026, including subscription plans, API costs, usage limits, and features to help you choose the right plan for your coding needs.
Fortinet security advisory (AV26-1037)
The 4 Questions Your Privileged Access Program Can’t Yet Answer About AI Agents
Discover how to adapt your privileged access management (PAM) program to improve security, auditability, and governance for AI agents. The post The 4 Questions Your Privileged Access Program Can’t Yet Answer About AI Agents appeared first on JumpCloud.
From AI Governance to AI Incident Readiness: Key Takeaways from IAPP PSR + AI Governance Global 2026
Learn how to distinguish AI hazards from incidents, define escalation thresholds, and build a coordinated response using your existing governance processes. The post From AI Governance to AI Incident Readiness: Key Takeaways from IAPP PSR + AI Governance Global 2026 appeared first on RadarFirst.
Kev-4B is live on Phala: typed decisions for AI agents
Reco Reaches 200 SaaS Integrations for AI Governance
Discover how Reco became the first SaaS security platform to reach 200 integrations, expanding visibility and governance for enterprise AI tools.
When AI Becomes the Insider Threat: Risk in SaaS Environments
Learn how AI can become an insider threat in SaaS environments, the risks it creates, warning signs to watch, and how to prevent breaches with Reco.
Straiker Named in Two 2026 Gartner® Hype Cycle™ Reports: Secure AI and AI-Driven Cybersecurity
Straiker is a Sample Vendor for Agentic AI Security in two 2026 Gartner Hype Cycle reports: Secure AI and AI-Driven Cybersecurity.
Why AI spend needs to be attributable, not just visible
The monthly cloud bill lands and the AI line item has tripled. Finance asks why. Security asks who. The platform team pulls up the usage dashboard they turned on three …
Bring Your Own Vulnerable Driver: The Trust Gap Attackers Operate Inside
Uncover how BYOVD attacks exploit signing trust over disposable drivers, and why enforcing certificate revocation is essential for modern endpoint defense.
When AI Agents Cross the Line: How to Prepare for an AI Incident
Prepare for AI agent incidents with clear ownership, escalation thresholds, evidence requirements, and containment controls that support defensible decisions. The post When AI Agents Cross the Line: How to Prepare for an AI Incident appeared first on RadarFirst.
Bring Your Own Vulnerable Driver: How EDR Killing Became an Industry
Discover how Bring Your Own Vulnerable Driver (BYOVD) tactics evolved from one-off hacker tools into a commercialized, tiered EDR-killer service economy.
EU AI Act compliance for AI agents: a practical engineering guide
Learn how agent traces, human oversight, production evaluations, and log retention support EU AI Act compliance with a practical credit-assistant example. The post EU AI Act compliance for AI agents: a practical engineering guide appeared first on Arize AI.
Case Study: How Solrouter Protects AI Prompts from Device to GPU
Jump the starting gun with a head start for every threat hunt
Intellyx analyst Jason English on how hunt packs let an AI threat hunting agent run five to ten hunts at once, so analysts start every hunt with findings.