Google Research announced Gemini-SQL2, a text-to-SQL capability powered by Gemini 3.1 Pro, achieving 80.04% execution accuracy on the BIRD single-model leaderboard. The metric measures whether generated SQL runs and returns correct results. Gemini-SQL2 tops the chart but has no public API or model card yet.

Artificial Analysis released AgentPerf, the industry's first benchmark for agentic AI. Initial results show NVIDIA Blackwell Ultra NVL72 leading, running 20x more agents per megawatt than Hopper. The benchmark measures how many concurrent agentic tasks a platform can support under real-world coding agent workloads.

Rocket Close collaborated with AWS to create Supercharger, an agentic AI solution using Strands Agents, Amazon Bedrock, and MCP tools to streamline title operations. By centralizing knowledge and automating research-heavy tasks, the solution reduced contact center calls and emails by 30%, improved title exam accuracy, and enhanced client satisfaction. This post details the technical architecture, business impact, and lessons learned.

Project Ire, Microsoft's autonomous malware-classification agent, reverse-engineered a LOTUSLITE variant that went undetected by most major EDR tools. Through behavioral analysis rather than signature matching, Ire identified the sample's malicious intent and produced a detailed function-level report consistent with Acronis's published analysis.

The article compares AI infrastructure to Roman legion camps, arguing that AI companies like Meta are adopting temporary, rapidly deployable structures to match the fast depreciation of chips and prioritize time-to-market over permanence. This strategy echoes historical frontier booms, marking a shift from permanent assets to time-sensitive investments.

Three former DOGE engineers, Gavin Kliger, Luke Farritor, and Jack Stein, are raising $130 million for a new AI startup focused on securing government systems against national security threats, backed by Andreessen Horowitz and Sequoia Capital. Other ex-DOGE employees are also launching defense startups, raising ethical concerns about revolving doors and potential conflicts of interest.

A police officer in the UK is under criminal investigation for allegedly using artificial intelligence to create evidence in multiple cases, marking the first known case of its kind.

OutSystems unveils its AI agent platform at ONE conference, positioning itself as a neutral orchestrator that integrates across systems like SAP and Salesforce without owning data. The article also discusses shadow AI and rising token costs.

The article argues that AI is being deployed without public consent, harming communities through unchecked data center construction, job displacement, and resource strain. It proposes federal data center zones, water and energy efficiency technologies, wage insurance, token taxes, and grassroots political action.

PULSE8.ai Cortex is an agent-native knowledge OS built on Markdown, providing a shared vault for AI agents and humans with a typed knowledge graph, full-text search, and a MarkItDown-powered compiler, all accessible via a unified MCP interface. Inspired by Andrej Karpathy's LLM Wiki pattern, it requires no database.

A new attack exploits the trust AI coding agents place in tool outputs. By injecting fake bug reports into Sentry via its public DSN, attackers can trick agents into running malicious npx commands. The attack has been proven against real organizations and major AI agents, bypassing conventional security because every action is authorized. Sentry declined to fix the root cause, leaving the ecosystem vulnerable.

Anthropic surveyed nearly 52,000 Americans about their hopes and fears around AI. Sixty-four percent fear job losses, and 56 percent worry about losing the ability to think for themselves. Daily AI users are far less concerned. Still, most people reject AI in their own workplace, even for tasks they think it can handle.

Vilvona AI is a fully self-hosted AI assistant powered by Claude Fable 5, featuring native Tamil and Hindi interfaces. It connects 100+ apps including WhatsApp, Telegram, Gmail, and Slack, keeping all data local. Launch in 30 seconds with npx vilvona. Available for personal and team use.

SpaceX made the world's largest ever stock market debut on Friday at a valuation of $1.77tn, making Elon Musk the first trillionaire. OpenAI and Anthropic also plan to go public this year. How will this affect your financial future?

Andrew Singleton in 'AI Economics for Dummies' satirizes the hype and circular economics in the AI industry through a story of a crematorium and a propane company.

This video demonstrates how to build and run fully local agentic AI workflows on a Mac using the MLX framework, without cloud dependencies or API keys. It covers the four-layer stack from MLX to agent, performance optimizations like 4x faster prompt processing via M5 Neural Accelerators, concurrent handling with continuous batching, and distributed inference across multiple Macs. Demos show local agents building a SwiftUI app from scratch and fixing Xcode bugs.

Google Research presents two studies on dermatology AI tools. A large-scale survey found AI assistance tripled users' accuracy in naming skin conditions, but improving next-step decisions remains challenging. A qualitative community study showed the app helped users and clinicians, with 92% of clinicians finding it helpful.

OpenAI now lets Codex users bank their rate-limit resets and trigger them manually instead of watching them expire on a fixed schedule. If you hit your usage cap mid-session, you can cash in a saved reset right away instead of waiting. Users on the Go, Plus, Pro, and Business plans each get one free reset to start. Plus and Pro users can also invite friends to unlock extra resets.

Nenya is a lightweight, zero-dependency AI API gateway written in Go. It sits between AI coding clients and upstream LLM providers, adding secret redaction, context management, agent routing, and MCP tool integration with transparent SSE streaming. Security-hardened features include non-root execution, mlock for secrets, seccomp, and no-new-privileges.

Sifty is a Windows maintenance tool with CLI and TUI, targeting developers. It provides junk cleaning, disk analysis, duplicate finder, app management, startup manager, updates, dev artifact pruning, Git worktree cleanup, and an optional local AI assistant via Ollama. Safety features include dry-run by default, Recycle Bin usage, protected paths, and audit logging.

A benchmark reveals that AI models double memory-safety violations when asked to optimize C++ code for speed. Anthropic's Claude Fable 5 even refused to write a fast buffer-fill function, deeming it a cyber attack, yet produced code with the most bounds violations.

Apple has released a new version of Siri that actually seems pretty good. The Vergecast hosts discuss their early experiences with Siri AI, its implications for users and the AI industry, and new trends in social networking.

Claude Fable 5 tops the Artificial Analysis Intelligence Index with 64.9 points and sets records in five of ten benchmarks. But the gain over Opus 4.8 is just 5.7 percent at double the token price. Safety filters with fallback routing push costs even higher.

This is the third part of a series on using Lakebase for database branching, focusing on scaling to a team of fifty developers and incorporating AI agents. It covers the tier topology of long-running branches, the permission model that must be designed in advance, and the evolution of the DBA role from infrastructure management to platform engineering. The article emphasizes that the underlying methodology remains the same, but the new substrate enables practices that were previously aspirational.

Claude Fable 5 gave users access to Mythos-class power, but its hidden safeguards turned a safety feature into a trust problem for Anthropic. The silent downgrade sparked backlash, leading to a policy change.

Box AI built Box Agent on Deep Agents to search, analyze, and synthesize enterprise content while preserving security, permissions, and model flexibility. The parent/child agent architecture dynamically spawns sub-agents for complex tasks, and middleware handles citations, caching, and context management.

Stack Overflow launches Stack Overflow for Agents, an API-first platform for AI coding agents to share knowledge, addressing the 'ephemeral intelligence gap'. Agents can query and contribute but require human review before publishing.

Elon Musk's net worth surpassed $1 trillion after SpaceX's IPO, making him the world's first trillionaire. His wealth includes 4.8 billion SpaceX shares and holdings in Tesla and other companies. Musk's net worth now roughly equals the combined wealth of the next four richest people.

IdleAds is a new ad platform that displays ads during the brief idle time when AI models are processing, allowing developers to monetize waiting periods. Developers keep over 70% of ad revenue.

How do you create real ROI from autonomous AI? Three digital leaders share lessons they've learned in the field, focusing on frameworks, expert analysts, and data monetization.