Topic
guidance
Manufacturing Mahindra retains FY27 tractor growth guidance despite 18% jump in June-quarter volumes
Mahindra & Mahindra retained its FY27 guidance for mid-single-digit growth in the domestic tractor industry despite an 18% jump in June-quarter domestic volumes. The company sold 158,000 tractors with a 44.9% market share, while farm machinery revenue hit a record ₹362 crore. Management cited a high second-half base and monsoon uncertainty for the cautious outlook.
Logistics Maersk Lifts Full-Year Guidance on Strong Demand and Wartime Economy
Maersk upgraded its full-year 2026 guidance, expecting EBITDA of $8-$10 billion as strong demand in the Far East and elevated spot rates, driven by the U.S.-Iran conflict and shipper frontloading, boost container market conditions.
New Research Provides Conditional Diffusion Guidance Under Hard Constraints for AI
A research paper proposes a framework for conditional generation in diffusion models under hard constraints, using Doob's h-transform and martingale-based learning algorithms. The method guarantees constraint satisfaction with probability one, targeting safety-critical applications and rare-event simulation.