The boundary between infrastructure provider and application layer is blurring. On August 23, 2026, The Information reported that Nvidia is in discussions to invest in Perplexity AI at a valuation exceeding $30 billion. While these discussions remain unconfirmed by either party, the move represents a significant escalation in Nvidia’s capital deployment strategy, signaling a transition…
Rillet, a San Francisco-based startup founded in 2024, has reached a $1 billion valuation in roughly two years, securing $100 million in a Series C round that came together in less than 48 hours. This latest funding, which brings the company’s total raised to over $200 million across three rounds in just 14 months, highlights…
The Federal Trade Commission has initiated at least 13 enforcement actions since launching Operation AI Comply in September 2024. Every one of these cases targets marketing deception—what is commonly called AI washing—rather than the actual behavior of the software. While the agency is aggressively policing the gap between vendor promises and tool capabilities, the internal…
The New Jersey Fair Price Protection Act (FPPA), signed into law on July 23, 2026, establishes a significant shift in the liability landscape for developers of autonomous pricing systems. By introducing a private right of action for data-driven pricing violations, the legislation creates a direct avenue for class-action litigation that did not previously exist. While…
Between July 15 and August 6, 2026, AWS Strands Agents Tools — the first-party tool package for the Strands Agents SDK — received four distinct security advisories. The vulnerabilities range from credential disclosure to arbitrary command execution, but they share a singular root cause: security-sensitive parameters were exposed as LLM-controllable inputs in the tool schema.…
The AgentCore Harness Bypass: A Structural Vulnerability A critical vulnerability in the AWS Bedrock AgentCore harness, identified as CVE-2026-18830, has exposed a fundamental flaw in how agentic systems process tool execution requests. With a CVSS score of 8.6, this vulnerability allowed authenticated users to execute tools while bypassing essential model invocation and security controls. The…
The Shadow MCP Visibility Gap As Model Context Protocol (MCP) adoption accelerates within enterprise agentic workflows, security teams face a significant visibility challenge: shadow MCP. When developers or automated agents establish direct connections to unapproved MCP servers, they bypass centralized security controls, creating blind spots in the infrastructure. This uncontrolled traffic flow complicates auditability and…
The Problem: Prefill and Decode Fighting Over the Same GPUs Standard LLM inference collocates two fundamentally different workloads on the same GPU resources. Prefill is compute-bound—it processes the entire input prompt in parallel using large matrix multiplications, with cost scaling directly by input length. Decode is memory-bandwidth-bound—it generates tokens one at a time, repeatedly loading…
The Shift to Institutional Credit On August 19, 2026, Ethena and FalconX announced a $1 billion secured warehouse lending facility, signaling a structural evolution in how stablecoin backing assets are deployed. By moving capital from the assets backing USDe into overcollateralized institutional credit, Ethena is effectively building a bridge between decentralized liquidity and traditional corporate…
A quiet but profound structural tension is currently defining the landscape of American artificial intelligence regulation. In Colorado, the state Attorney General’s office is moving forward with the rulemaking process for the Automated Decision-Making Technology (ADMT) Act, with public comments open until October 26, 2026. Simultaneously, federal authorities are signaling that such state-level mandates may…