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Research

Technical deep dives, reproducible tests, and tool evaluations.

Technical architecture diagram of Anthropic's universal output watermarking pipeline under EU AI Act Article 50, illustrating statistical logit biasing and C2PA manifest flows to cloud hyperscalers and enterprise verification endpoints.

Anthropic Implements Global Token Watermarking to Meet EU AI Act Article 50 Mandate

Anthropic rolls out global token watermarking and C2PA manifests across Claude models to comply with the EU AI Act Article 50 transparency requirements.

Cybersecurity dossier and technical specification breakdown of Alibaba's Qwen 3.8-Max 2.4T open-weights model, highlighting sparse Mixture-of-Experts routing, hardware requirements, and dual-use exploit synthesis risks.

Alibaba Qwen Research

The 2.4-Trillion Parameter Shock: Inside Alibaba’s Qwen 2.4T Open-Weights Architecture and Enterprise Security

Alibaba releases Qwen 3.8-Max, a 2.4T parameter open MoE model outperforming frontier AI. Discover its architecture, VRAM footprint, and security risks.

Threat dossier infographic detailing the LLM reasoning block replay vulnerability across OpenAI, Anthropic, and Google APIs, showing empirical telemetry statistics and disclosure timeline.

Llm Reasoning Block Replay Vulnerability Research

LLM Reasoning Block Replay Vulnerability: Architectural Flaw in Frontier APIs Leaks Secrets and Distillation Data

A flaw in frontier AI APIs lets attackers replay encrypted reasoning tokens to extract secrets and bypass distillation safeguards. Discover risks and fixes.

Architecture diagram detailing the $500B compute financing framework connecting Wall Street lenders, SPV funding platforms, and Nvidia DSX deployments.

Nvidia Compute Financing Research

Wall Street Backs Nvidia in $500B Plan to Turn AI Compute Into Securitized Debt

Nvidia partners with top Wall Street firms on a $500B compute financing framework, turning AI chips into securitized debt to fund next-gen datacenter scale.

Executive infographic dossier detailing DeepSeek V4 Flash 0731 specs, cost metrics, and security deployment nodes.

Deepseek V4 Flash 0731 Research

DeepSeek V4 Flash 0731: Agent Benchmarks, Engineering Architecture, and Enterprise Security Playbook

DeepSeek V4 Flash 0731 delivers low-cost agent reasoning. Explore benchmark metrics, sparse MoE architecture, economics, and enterprise security strategy.

Technical dossier graphic detailing Ling 3.0 Flash specifications, parameter counts, pricing metrics, and architectural components.

Ling 3 0 Flash Research

Ling 3.0 Flash Challenges Low-Latency AI Landscape with Radical Efficiency Architecture

Ant Group’s inclusionAI launches Ling 3.0 Flash, a 124B sparse MoE model featuring sub-100ms latency, dynamic reasoning, and ultra-cheap enterprise pricing.

Data graphic summarizing the Cursor Start India tier including its ₹649 INR monthly price, internal model routing with Composer 2.5 and Grok 4.5, and local payment features.

Cursor Start India Research

Anysphere Launches 'Cursor Start' in India: Localized Pricing and In-House Models Target World's Fastest-Growing Developer Hub

Anysphere launches Cursor Start in India at ₹649/month with UPI payment support, bringing localized pricing and in-house AI models to 3M developers.

Threat dossier poster for Check Point SmartConsole CVE-2026-16232 showing CVSS 9.3 critical rating, architectural attack vectors, affected releases, and key remediation versions.

Cve 2026 16232 Research

CVE-2026-16232: Hardening Check Point SmartConsole Planes

Threat actors are actively exploiting CVE-2026-16232, a critical authentication bypass in Check Point SmartConsole. Learn detection IOCs and hardening steps.