Design software company Figma reported a strong first quarter with $333.4 million in revenue, marking a 46% year-over-year growth driven largely by its AI-powered tools. The company recently introduced AI credit limits, which are successfully monetizing tool usage as over 75% of its larger customers purchased additional credits after exceeding their limits. With AI features playing a key role in expanding seat adoption across organizations, Figma raised its 2026 revenue forecast to between $1.422 billion and $1.428 billion, anticipating a 35% growth. Following this update, Figma’s stock price climbed over 9% in premarket trading to its highest since March, though still below its IPO peak last July.
Michael Selig, chairman of the Commodity Futures Trading Commission (CFTC), shared insights with WIRED on how the agency leverages artificial intelligence to monitor Polymarket and other prediction markets for signs of insider trading and other illicit activities.
In a span of just over two weeks, North Korean hackers pulled off two major attacks within the decentralized finance (DeFi) space. On April 1, approximately $285 million was siphoned from Drift Protocol, a derivatives trading platform on Solana. The attackers spent months impersonating a quantitative trading firm to deceive staff into authorizing fraudulent transactions. Then, on April 18, a different group capitalized on a security flaw in Kelp DAO, highlighting ongoing challenges in securing DeFi platforms.
Today's derivatives and digital asset markets face significant operational challenges, causing daily settlement failures for 70% of global firms, according to a recent Nasdaq survey. These inefficiencies require institutions to hold excess collateral overnight, locking capital that could otherwise be invested productively. Tokenization of real-world assets is emerging as a solution to enhance asset mobilization and reduce these operational burdens in the crypto space.
Revolut's CEO, Nik Storonsky, has emphasized that focusing on business banking is now the company's highest priority. To underscore this commitment, he has announced an incentive program offering every employee £1,000 to encourage them to attract new business clients. In a recent company-wide memo, Storonsky urged all staff members, regardless of their department, to actively participate in securing new business customers and delivering pitches.
Eighteen48 Partners, a London-based alternative asset manager founded by Julien Sevaux, Tarek AbuZayyad, and Edward Clive, has successfully raised €175 million for the first tranche of its inaugural private equity fund. The fund aims to reach a total of €350 million and focuses on backing mid-market buyouts throughout Europe. These opportunities are uniquely sourced through independent sponsors and dealmakers who identify promising deals often missed by others.
RJ Scaringe, Founder and CEO, is renowned for his exceptional ability to secure funding. His three startups have collectively amassed over $12.3 billion, reflecting his talent in attracting investor confidence and capital.
Retrieval-augmented generation (RAG) commonly relies on vector databases to ground large language models using private data by chunking documents and embedding them for semantic search. However, in enterprise contexts like supply chains and compliance where data is deeply interconnected, vector-only RAG misses critical structural links, causing issues with multi-hop reasoning and factual accuracy. A graph-enhanced RAG approach addresses this by integrating graph databases with vector search. This hybrid pattern enforces structure during ingestion by extracting entities and relationships, stores data in a graph with vector embeddings on nodes, and performs hybrid retrieval involving vector scans followed by graph traversals. This method enables accurate contextual answers to complex questions, such as assessing downstream risks in supply chains. Production use requires tackling latency impacts with semantic caching and maintaining edge freshness via TTL or sync from source systems. A decision framework suggests vector-only RAG for flatter data and lower latency needs, and graph RAG for regulated domains or use cases demanding explainability and multi-hop querying. This architectural evolution bridges semantic flexibility and structural truth, enhancing LLM grounding for complex enterprise scenarios.
Anthropic has chosen not to publicly release its Claude Mythos AI model due to concerns over its potential misuse by hackers. The US-based startup will brief the Financial Stability Board (FSB), chaired by Bank of England Governor Andrew Bailey, about the cybersecurity risks associated with Mythos. This move highlights the growing alarm among experts about the implications of advanced AI models on financial system security.
OpenAI has successfully overcome a legal challenge from Elon Musk, with a jury ruling that Musk's lawsuit was filed beyond the statute of limitations. The judge swiftly confirmed this verdict, ending the case that accused OpenAI of misappropriating assets when it transitioned to a for-profit model. This legal win removes a significant hurdle as OpenAI prepares for a potential public offering, which industry experts anticipate could become one of the largest IPOs in history. Valued at $500 billion after a recent share sale, OpenAI's path to going public is now clearer, bolstered by strong backing from major tech players like Microsoft. Meanwhile, Elon Musk’s SpaceX, a competitor in the AI space after acquiring Musk’s xAI, is expected to launch its own IPO soon. Despite Musk's intention to appeal, the ruling fortifies OpenAI's leadership and diminishes the impact of Musk's previous allegations, allowing the company to concentrate on its market position and future growth.
