Claim answers are scattered across adjuster diary entries, repair estimates, police reports, payment ledgers, and scanned attachments rather than one…
When language models reason in chain-of-thought or exchange free-text intermediates, they serialize structured information into natural language. How much tree-structured…
We’re excited to announce the availability of Anthropic’s Claude Opus 5, Claude Sonnet 5, and Claude Haiku 4.5 in India.…
In this paper, we study federated optimization for solving stochastic variational inequalities (VIs), a problem that has attracted growing attention…
xAI’s Grok 4.7 is now available on Amazon Bedrock, adding a frontier model built for coding, long-running agents, and knowledge…
Every week, I talk with founders who are building at an unbelievable pace. Teams are moving from inception to product-market…
By Dhruv PratapIntroductionOrganizations that have been around for a while usually run two identity systems side by side. One belongs to…
When you post-train a Mixture-of-Experts (MoE) model with Reinforcement Learning from Human Feedback (RLHF) or Group Relative Policy Optimization (GRPO)…
Reinforcement learning (RL) has been a keystone of modern LLM post-training, but it demands large training clusters and access to…
System-wide Dictation on Apple devices runs entirely on-device, and the speech it transcribes reaches the foundation model through a tokenizer:…