scale

WorldClaw enables agentic 3D open-world generation at scale, using AI agents to create expansive virtual environments.

Exa announces it serves 80B pages and tracks 1.4T URLs, positioning itself as one of the largest web indexes, with plans to reach Google-scale by early 2027.

This paper introduces GPT-Red, an automated red-teaming agent trained via self-play at scale to discover novel prompt injection attacks against frontier LLMs, and uses it to adversarially train GPT-5.6, achieving the largest documented LLM safety training run.

An insight from York Yang emphasizing that iteration speed is key for frontier AI teams, requiring scale and speed as config changes.

AskCodi is a product that orchestrates AI agents at scale while reducing costs.

Microsoft shares insights from shipping thousands of production AI agents at enterprise scale, covering the engineering challenges of moving from prototype to production, including the agent harness, retrieval-as-a-subagent, agent identity, and rubric-based evaluation loops.

A tweet arguing that China's advantages in talent, scale, urgency, and fewer regulations make winning the AI race more plausible than commonly assumed.

A tweet shares a blog post discussing three methods for FP8 in LLM pretraining: per-tensor, blockwise, and MXFP8, focusing on how the scale is attached.

This paper evaluates multi-agent orchestration architectures (DAG Plan and Execute, ReAct) at enterprise scales and introduces a Task Manager for continuous event-driven operation, showing improvements in latency and correctness.

Kepler is an agentic development environment designed to run AI agents at scale, targeting developers who need to manage multiple agent workflows.

A conceptual discussion on the importance of stacking loops in AI agent design, drawing parallels to Sutton's Bitter Lesson and advocating for scalable systems over manual fixes.

LSEG partners with OpenAI to deploy ChatGPT Enterprise and APIs across its organization, reducing product release cycles from months to weeks and enabling thousands of employees globally.

ScaleMAP is a new nonlinear dimensionality reduction method that preserves local density and neighborhood structure by rescaling embedding distances based on original-space local radii, achieving better density preservation than DensMAP while maintaining UMAP-level neighborhood preservation.

OpenClaw is trending as a fast-growing open-source agent project, yet no verified production-scale safety stories exist; Brex is internally exploring safe deployment practices.

Adomate is a product that helps turn data into winning ads at scale.

The article discusses Meta's strategy of deploying four MTIA chips in two years to scale AI experiences for billions of users while managing infrastructure costs.

Descript redesigned its translation pipeline using OpenAI reasoning models to optimize multilingual video dubbing at scale, achieving 15% increase in translated video exports and 13-43% improvement in duration adherence across languages by addressing the challenge of matching speech duration to video timing constraints.