RCK 
Most teams building retrieval augmented generation (RAG) systems for high stakes classification make the same architectural bet: Route every ambiguous case straight to the language model and trust the retrieved context to sort it out. This works fine in a demo. It falls apart the moment the system has to survive an audit, a regulator, … Read more
DeepSeek’s V4 Flash has topped model leaderboards and been hailed by developers as a “total monster” since its rollout. But in real-world testing, it completed just 53.8% of a batch of complex agent tasks. Composio ran the model through eight different agent harnesses, including Claude Code, Codex, and OpenCode, on 30 deliberately difficult, multi-step tasks … Read more
Insider Brief The Company Lab has launched CO.LAB Q, a 12-month commercialization studio for quantum startups and research teams, with applications open ahead of its November 2026 start. The program will provide participating companies with access to quantum infrastructure, technical expertise, industry and public-sector customers, pilot opportunities and capital pathways. CO.LAB Q will focus on … Read more
There is a step in the development process for large language model (LLM)-assisted tooling that most teams skip because it’s tedious, time-consuming, and doesn’t produce results visible to end users: Verifying that what the model is saying is actually correct. Not fluent, not coherent, not topically relevant — correct in the sense of accurately identifying … Read more
Insider Brief The University of Guelph and Xanadu have signed an MOU to collaborate on quantum computing education, curriculum development, and workforce preparation. The partnership will focus on sharing resources, supporting research opportunities, and introducing students to quantum computing tools such as Xanadu’s PennyLane framework. The collaboration runs through 2028 and aims to support Canada’s … Read more
Yuval Boger interviews Dorit Dor, co-founder of QBeat Ventures and former senior executive at Check Point. They discuss lessons quantum startups can draw from the evolution of cybersecurity, including the importance of go-to-market strategy, focus, and adherence to standards. Dorit outlines her fund’s cross-stack investment strategy, compares different quantum modalities, comments on public market dynamics, … Read more
Chinese AI startup Z.ai, known internationally for its growing lineup of powerful, largely open source GLM series of language models, today released GLM-5.3 with substantial gains in long-horizon coding and a more consequential — and potentially sensitive — jump in cybersecurity capabilities.Already, GLM-5.3’s cyber capabilities have found a “potentially serious vulnerability in Cursor,” the AI … Read more
Insider Brief Quantum teleportation is a protocol that transfers the quantum state of a particle to another particle using entanglement, measurement, and classical communication without moving the original particle. The technology has been demonstrated across increasing distances, including satellite-based experiments and fiber-based quantum communication tests, but remains limited by engineering challenges such as entanglement distribution … Read more
Insider Brief Quantum Australia reported that its national programs generated $83.1 million in estimated economic value over five years while supporting new commercial activity in the quantum sector. The organization said its programs helped create 15 quantum companies, establish 110 industry-research partnerships, and facilitate more than $50 million in grant funding for quantum use cases. … Read more
Insider Brief Tamil Nadu signed four MoUs at the Vetri Tamil Nadu Investment Conclave 2026 covering quantum computing, quantum control systems, and related technology development. The agreements involve Quantum Integrated Machines, Quntrolsphere, TriQuanta Labs, and Aheesa Digital Innovations, with projects focused on quantum hardware, research, and semiconductor technology. The partnerships aim to expand quantum technology … Read more