Search: “certificate validation”

7 stories in the last 3d

Searchkeyword smart Sortlatest hot importance relevance

DomainAll Cyber AIWindow24h 3d 7d 30d AllIn the wild Important only Show duplicates

CategoryAll Exploit / PoC 3 Advisory 3 Data breach 2 Vulnerability 2 AI industry 2 Malware 2 Research 2 Tools 1 Phishing & fraud 1 AI research 1 AI safety & security 1 Industry 1

SeverityAll critical 2 high 7 medium 4 low 1 info 7

Why don't machine learning research agents overfit?

Amazon researchers explain why ML research agents avoid benchmark overfitting, attributing generalization to compressibility of successful strategies.

Amazon Science summarizes the paper "What fits (into few tokens) doesn't overfit: Compression and generalization in ML research agents," which investigates why benchmark hill-climbing loops, whether run by human communities or LLM research agents, do not produce rampant overfitting. The explanation formalizes Occam's razor via a counting argument: successful ML strategies are highly compressible, so short descriptions lack room to memorize benchmark data and must capture real structure. LLM-based agents, being resettable and controllable, allow this hypothesis to be tested empirically.

Hacker News · securitySep 14, 16:32 UTC · 2d agoAI research HN 21↑ · 3 comments

Big Tech’s AI safety rift signals disruption and disparity for enterprises

Diverging AI safety stances among major labs will make frontier model access less predictable, pushing enterprises toward routing layers and independent validation.

A public rift among leading AI labs over safety approaches - Meta's Zuckerberg backing neutral evaluators, Dario Amodei urging a slower pace, and Sam Altman calling for collaboration on standards - is creating operational challenges for enterprise IT. Analysts from Gartner and others say divergent vendor release schedules, access tiers, and regional restrictions will make frontier model access less predictable, effectively treating frontier AI as a managed supply with pricing premiums. Recommendations include routing layers between applications and providers, contractual deprecation terms, and independent validation of models before production use.

CSO OnlineSep 16, 16:19 UTC · 14h agoAI industry

Early Anthropic hire, former METR COO have found a way to rein in rogue AI agents

Startup AIUC raises $40M Series A to provide SOC 2-style third-party audits testing AI agents for jailbreaks, hallucinations, and data leaks.

Artificial Intelligence Underwriting Company (AIUC), founded by early Anthropic employee Rune Kvist and former METR COO Rajiv Dattani, announced a $40 million Series A led by Ribbit Capital, bringing total funding to $55 million. Its AIUC-1 standard and testing service runs AI agents through roughly 5,000 tests covering jailbreaks, hallucinations, and data leaks, producing a roughly 100-page audit report verified by humans. Customers include Cursor, Lovable, Harvey, and ElevenLabs.

TechCrunch · AISep 15, 13:00 UTC · 1d agoAI safety & security

Google Search Makes It Harder to See Where a Link Really Goes Before You Click

Google now routes some Search results through opaque google.com/goto redirects, weakening hover-to-verify anti-phishing checks.

Google has begun serving some organic search results as opaque google.com/goto?url= redirects whose destinations can only be resolved server-side by Google, likely to raise scraping costs for rank trackers and archival services. The change removes the pre-click hover preview of the true destination URL, undermining a long-standing anti-phishing habit for spotting lookalike, typosquatted, or search-optimized phishing domains. Security teams are advised to rely on layered defenses such as domain reputation, DNS and web filtering, browser isolation, and user training rather than hover text.

GBHackersSep 15, 13:42 UTC · 1d agoIndustry

Top 10 Best Cloud Infrastructure Entitlement Management (CIEM) Tools in 2026

2026 CIEM guide ranks Wiz, Prisma Cloud, Okta, Entra Permissions Management and specialists Sonrai, Britive, Tenable/Ermetic for cloud entitlement right-sizing.

Buyer's guide covers ten CIEM products across three market routes: CNAPP-bundled (Wiz, Prisma Cloud), identity-suite (Okta, CyberArk, SailPoint, Saviynt) and specialists (Sonrai, Britive, Tenable/Ermetic). It cites machine identities outnumbering humans 10:1 plus effective-permissions sprawl as core drivers, with JIT elevation as the fix. Notable consolidation includes Tenable acquiring Ermetic and Zscaler acquiring Canonic.

Cyber Security NewsSep 15, 06:30 UTC · 2d agoTools

Apple Reference Image: A New Approach for Verified Photography

Apple introduces Reference Image, hardware-backed verifiable photography on iPhone 18 Pro using sensor signing and Private Cloud Compute to counter AI-generated fakes.

Apple announced Reference Image, an opt-in camera mode debuting on the main sensor of iPhone 18 Pro and iPhone 18 Pro Max that produces securely timestamped, verifiable photographs. The design splits into two phases: a secure digital negative created by cryptographically signing pixel data at the sensor immediately after capture (preventing injection or tampering), then developing that negative into a reference image. Private Cloud Compute handles processing without exposing image contents to anyone, including Apple, and fraudulent reference images can be revoked without revealing the photographer's identity. Apple positions the system as stronger than C2PA-based approaches, which sign metadata after capture, are vulnerable to editing-chain compromise, and can tie images to a device or individual.

Hacker News · securitySep 16, 02:07 UTC · 1d agoResearch HN 25↑ · 18 comments

Former Infosys chief’s AI startup nabs another $53M

Hang Ten Systems, founded by ex-Infosys CEO Vishal Sikka, added $53 million to its seed round, bringing total funding to $85 million.

The new round was led by Temasek's early-stage platform Xora with Mayfield participating, closing five weeks after the initial $32 million seed. Founded in May 2026, the Palo Alto startup advises enterprises with over $10 billion in annual revenue on AI strategy and builds production software using its in-house Hobie framework of reusable AI skills. It works with 21 major enterprises including Fresenius Kabi, Saudi Aramco, and Siemens Energy, and plans to expand engineering, consulting, and sales teams.

TechCrunch · AISep 16, 13:00 UTC · 18h agoAI industry