The European Union has proposed new initiatives that would equip Europol with a sovereign cloud infrastructure and a shared data environment. This development aims to enhance cooperation and data sharing across borders, strengthening the fight against international crime.
Sail Research, a startup founded by former engineers from Apple and NVIDIA, has raised $80 million to reduce the operational costs of AI agents. The company claims its technology can lower the expense of processing tokens—used heavily by AI agents—by up to tenfold. This cost reduction aims to make it more practical to run AI agents for extended periods without incurring prohibitive expenses.
General Intuition has secured $320 million in funding to expand its AI training efforts, leveraging millions of hours of video gameplay and betting action data. The company believes this approach will help AI develop a form of intuition that more closely mirrors human decision-making in real-world situations.
Patronus AI, a startup founded by ex-Meta AI experts, has attracted significant investment due to its innovative approach to testing AI agents in complex digital settings. Investors highlight the company's ability to meet rapidly growing demand in this niche.
Drug discovery remains a slow and fragmented process, with an alarming failure rate of 90% to 95%. It often takes over a decade and up to $1 billion to bring a single successful drug to market. While generative AI has offered new solutions, Stanford researchers have advanced the field with autonomous AI "scientist" agents that simulate the entire drug development lifecycle. Led by James Zou, these thousands of AI agents operate within a unified framework, handling discovery, safety testing, clinical trial design, and more, preserving project continuity and context. The hierarchical system uses a chief scientist agent to oversee task delegation among specialized agent teams. Data integration spans from genomics and FDA chemistry to trial databases, enabling sophisticated synthesis and analysis powered by models like Claude and specialized fine-tuned versions. Zou’s startup, Human Intelligence, built on this research, is currently valued near $1 billion. At VB Transform 2026, Zou will unveil strategies for managing complex multi-agent workflows, transforming enterprise data to be agent-native, and employing human auditing for reliable AI outputs. Another event highlights how Zillow boosted engineering productivity by 40% through trustworthy agentic AI foundations. Interested leaders can register for VB Transform 2026 and inquire about complimentary passes for senior tech executives.
Enterprise AI agents increasingly handle complex, long-term tasks, but their effectiveness is limited by the static, manually crafted harnesses that link foundation models to their environments. Xiaomi's researchers developed HarnessX, a dynamic framework that treats the harness as a modular, upgradable component, enabling autonomous code improvement and adaptation to specific application needs. Through a reinforcement learning-driven system called AEGIS, HarnessX breaks down AI behavior into interchangeable processors and evolves the harness by analyzing execution traces, avoiding pitfalls like reward hacking and catastrophic forgetting. Tested across diverse benchmarks and models—including Claude Opus, GPT-5.4, and Qwen3.5-9B—HarnessX demonstrated significant performance gains, with smaller models benefiting the most. Notably, on some tasks, harness evolution improved performance by up to 44%, and co-evolution with model training added further boosts. Despite current dependencies on powerful meta-agent models, HarnessX highlights that refining AI scaffolding, rather than solely scaling models, is a vital path to advancing AI capabilities.
Riviera Partners, known for placing tech leaders at top firms like Uber and Discord and supported by Insight Partners, has acquired Lateral Labs. This recruiting company focuses exclusively on AI startups, with notable clients such as Cursor and ElevenLabs. This acquisition strengthens Riviera's foothold in the competitive AI recruitment sector by integrating Lateral Labs' portfolio under its brand.
Runpod, a cloud-based startup specializing in AI computing rentals, has secured $100 million in funding, boosting its valuation to $1 billion—an impressive tenfold increase in less than two years. The company has reportedly declined acquisition offers exceeding $500 million, positioning itself as a key player in the current AI computing supply crunch.
At TechCrunch's StrictlyVC evening in Los Angeles last week, two candid and insightful AI investors shared their perspectives. Their discussions were not only entertaining but also provided valuable clarity on investing in the fast-paced AI sector.
New information has come to light regarding Valor Equity Partners' latest fundraising initiative. Last year, the firm announced it was seeking capital for a new fund but did not specify the amount. Recent reports indicate that they are targeting $2.5 billion for Fund VII, highlighting significant growth ambitions.
