Legal AI startup Harvey has secured $550 million in new funding, bringing its valuation to $15.5 billion. New investors Diffusion and Lightspeed Venture Partners joined existing backers like Sequoia and Goldman Sachs. The company plans to use these funds to help law firms build their own AI tools for tasks such as contract analysis. Additionally, Harvey acquired Guardrails AI to enhance its security features for legal agents.
Microsoft is deploying a new AI scanning tool codenamed MDASH to identify software flaws in its Azure Government cloud. This system utilizes over 100 specialized AI agents to detect and validate security weaknesses in code. The tool scored 96.55 on the CyberGym benchmark for real-world vulnerabilities while operating within the FedRAMP High-authorized environment to ensure data security.
Iren is shifting its business model from Bitcoin mining to providing AI cloud services, signing a $9.7 billion deal with Microsoft. The company's AI cloud revenue jumped from $16.4 million in 2025 to $128.8 million in 2026. Iren is winding down Bitcoin operations by year-end and tripling its workforce despite recording a net loss of $702.6 million in 2026.
Researchers found that emotion recognition tools often fail due to issues with negations and unclear human definitions. A study showed human experts disagreed on emotion labels in 65 percent of cases. The team introduced a new method called LLM-as-Judge to evaluate emotions based on context rather than forcing a single label.
A study reveals oil giants like ExxonMobil, Chevron, and BP use AI tools from Microsoft, Google, and Amazon to boost oil production. This collaboration could increase climate pollution by 3.3 to 13.3 times compared to traditional methods. When asked about fixing climate damage, these tech companies gave vague answers while claiming their tools help reduce emissions.
California Governor Gavin Newsom introduced AskCA, an AI assistant designed to help residents navigate state services. The tool serves as a single entry point for tasks like finding jobs and disaster recovery, created after the January 2025 Los Angeles wildfires. The Office of Data and Innovation is recruiting beta testers to refine the system.
Experts warn that AI-generated campaign ads are causing voters to doubt what they see during the 2026 election. As deepfakes spread, people struggle to distinguish between authentic content and fakes, threatening the integrity of the democratic process by blurring the line between truth and fabrication.
HTEC and Modular extended their MAX and Mojo software to Google TPU hardware in just months. This achievement cuts the usual years-long process for enabling new AI chips down to a fraction of the time. This portable software layer allows silicon companies to focus on unique hardware features instead of rebuilding entire software stacks.
Key Takeaways
- Harvey raised $550 million at a $15.5 billion valuation with new investors Diffusion and Lightspeed Venture Partners.
- Harvey acquired Guardrails AI to improve safety features for its legal agents.
- Microsoft launched the MDASH tool using over 100 AI agents to find flaws in Azure Government cloud.
- The MDASH system scored 96.55 on the CyberGym benchmark for real-world vulnerabilities.
- Iren signed a $9.7 billion cloud services deal with Microsoft to pivot from Bitcoin mining.
- Iren's AI cloud revenue grew from $16.4 million in 2025 to $128.8 million in 2026.
- Oil giants use AI from Microsoft, Google, and Amazon, potentially increasing pollution by 3.3 to 13.3 times.
- California launched AskCA, an AI tool for government services created after the 2025 Los Angeles wildfires.
- AI-generated campaign ads are causing voters to lose trust in real images and videos during the 2026 election.
- HTEC and Modular enabled Google TPU hardware in months, drastically speeding up AI hardware adoption.
Legal AI startup Harvey raises $550 million at $15.5 billion valuation
Legal software startup Harvey announced it raised $550 million in a new funding round. The company now has a valuation of $15.5 billion. New investors Diffusion and Lightspeed Venture Partners led the round alongside existing backers like Sequoia and Goldman Sachs. Harvey plans to use the money to help law firms build their own AI tools for tasks like contract analysis. The company also acquired Guardrails AI, a security platform, to improve its safety features.
Legal AI startup Harvey secures $550 million investment at $15.5 billion value
Harvey, a legal AI company based in San Francisco, secured $550 million in new funding. The investment valued the company at $15.5 billion. New partners Diffusion and Lightspeed Venture Partners joined existing investors including a16z and Kleiner Perkins. Harvey aims to help legal teams automate workflows and own their intelligence at scale. The company recently bought Guardrails AI to enhance its security capabilities for legal agents.
Microsoft uses AI agents to find flaws in Azure Government cloud
Microsoft launched a new system called MDASH to find software flaws in its Azure Government cloud. The system uses over 100 specialized AI agents to detect and validate security weaknesses in code. These agents reason about code behavior to determine if a flaw is truly exploitable. Microsoft reported the system scored 96.55 on the CyberGym benchmark for real-world vulnerabilities. The tool runs within the FedRAMP High-authorized Azure Government environment to keep data secure.
Microsoft deploys codename MDASH AI scanning tool for federal cybersecurity
Microsoft introduced an AI scanning tool with the codename MDASH for federal cybersecurity needs. The tool uses more than 100 specialized AI agents to identify different types of security vulnerabilities. A second group of agents reviews these findings to confirm if the flaws are reachable and pose a real risk. The system merges results and demonstrates vulnerabilities to create a prioritized list for security teams. Microsoft says this design allows the tool to score 96.55 on the CyberGym benchmark while keeping costs low.
Iren stock shifts from Bitcoin mining to AI cloud services with major Microsoft deal
Iren is changing its business model from Bitcoin mining to providing AI cloud services. The company signed a $9.7 billion cloud services deal with Microsoft and added contracts with other AI firms. Iren's AI cloud revenue jumped from $16.4 million in 2025 to $128.8 million in 2026. The company is winding down its Bitcoin operations by the end of the year and tripling its workforce. Despite recording a net loss of $702.6 million in 2026, the shift aims to capture growing demand for AI computing power.
Study finds emotion recognition tools often fail
Researchers found that current tools for recognizing emotions in conversations have major weaknesses. These tools often struggle with sentences containing negations, exclamations, or interjections. A study using Large Language Models showed that errors are consistent across different systems, suggesting the problem lies with the testing benchmarks. Human experts also disagreed on emotion labels in 65 percent of cases, proving that many perceived errors are actually due to unclear human definitions. The team introduced a new method called LLM-as-Judge to evaluate emotions based on context instead of forcing a single label.
Big Tech companies deny AI helps fossil fuels
A new study reveals that oil giants like ExxonMobil, Chevron, and BP are using AI tools from Microsoft, Google, and Amazon to boost oil production. This collaboration could increase climate pollution by 3.3 to 13.3 times compared to traditional methods. When journalists asked these tech companies about their plans to fix the climate damage, they gave vague answers. Microsoft, Google, and Amazon all claimed their tools help reduce emissions but refused to share specific details about the technology. The companies appear more focused on profit than addressing the environmental harm caused by their AI partnerships.
California launches AskCA AI tool for government help
Governor Gavin Newsom introduced AskCA, a new AI assistant designed to help Californians navigate state services easily. The tool acts as a single entry point for tasks like finding jobs, starting businesses, and disaster recovery. It was created after the devastating January 2025 Los Angeles wildfires to improve how people access government aid. The Office of Data and Innovation is currently recruiting beta testers who are 18 or older to refine the system. Subject matter experts verify all answers to ensure the AI provides accurate and actionable guidance.
AI ads make voters doubt what they see
Experts warn that AI-generated campaign ads are causing voters to lose trust in real images and videos. As deepfakes spread during the 2026 election, people may struggle to distinguish between authentic content and fakes. This phenomenon creates a situation where voters cannot rely on their own eyes to verify what they see. The rise of these artificial campaign materials threatens the integrity of the democratic process by blurring the line between truth and fabrication.
HTEC and Modular speed up AI hardware adoption
HTEC and Modular successfully extended their MAX and Mojo software to Google TPU hardware in just months. This achievement cuts the usual years-long process for enabling new AI chips down to a fraction of the time. The project proves that a portable software layer can make new compute architectures usable much faster. Darko Todorovic, CTO at HTEC, noted that this validates a practical path for organizations to adopt new hardware quickly. Chris Lattner, CEO of Modular, explained that this approach allows silicon companies to focus on unique hardware features instead of rebuilding entire software stacks.
Sources
- Legal AI startup Harvey reaches $15.5 billion valuation in new funding round
- Legal AI start-up Harvey raises $550m at $15.5bn valuation
- Microsoft deploys AI agents to find software flaws in Azure Government
- Microsoft Deploys Codename MDASH AI Scanning for Government
- Is Iren Stock a Buy Now?
- Exposing Weaknesses in Emotion Recognition in Conversations
- We asked Big Tech about AI’s fossil fuel problem. The responses were atrocious.
- Government, made easier. Governor Newsom introduces AskCA, a new AI-powered tool for Californians | California Gov. Gavin Newsom
- Welcome to the AI election where your eyes lie to you
- HTEC and Modular Extend MAX and Mojo to Google TPU, Cutting AI Hardware Enablement from Years to Months
Comments
Please log in to post a comment.