Tagged articles

sandbox infrastructure

2 articles · Page 1 of 1

Sep 23, 2026 · Backend Development

DeepSeek DSec: Scaling Sandbox Infrastructure to 380K Concurrent Agents

DeepSeek's new paper introduces DSec, a production sandbox infrastructure that manages 300 million daily sandbox instances with 380,000 concurrent at peak, using on-demand image loading, composable layers, memory sharing, and CPU QoS to support large-scale agentic reinforcement learning training.

Agentic RLCPU schedulingDSec

0 likes · 19 min read

DeepSeek DSec: Scaling Sandbox Infrastructure to 380K Concurrent Agents

ByteDance SE Lab

Apr 7, 2026 · Artificial Intelligence

How Scale‑SWE Enables 100k Real‑World Coding Tasks for AI Agents

The Scale‑SWE project combines a massive 100k‑sample software engineering dataset with a high‑concurrency sandbox infrastructure and a multi‑agent workflow to dramatically improve code‑agent training, evaluation, and real‑world performance, surpassing existing models on SWE‑bench benchmarks.

AI scalingSWE datasetcode agents

0 likes · 11 min read

How Scale‑SWE Enables 100k Real‑World Coding Tasks for AI Agents