Netflix has reworked its Conductor workflow orchestration engine to handle larger workloads, increasing supported workflow size from about 2,500 to 30,000 tasks and reducing p99 workflow...

JupyterGIS is a GIS-focused extension for Jupyter notebooks. The recent 0.16 release enhances collaborative features, real-time editing, and support for large-scale data processing, including...

pnpm 12 has transitioned to a native Rust implementation, maintaining compatibility with pnpm 11 commands, flags, and formats. This update enhances startup and filesystem performance, particularly...

AWS describes a specification-driven approach for composing flexible data workflows by separating intent from processing logic. Architecture uses declarative specifications, reusable processing...

Early experience implementing agentic workflows highlights emerging trade-offs that frontline leaders need to understand.

Cloudflare has released cloudflare/ci, a CI SDK that defines pipelines in TypeScript on top of Cloudflare Workflows, giving each step durable retries and replay, concurrent steps by default and...

AI workflows have two needs that trade off directly. Running reliably in production requires persisting and distributing every step so it survives crashes, deploys, and restarts. But that same...

GitHub推出Agentic Workflows公开预览，允许在GitHub Actions中运行AI代理处理重复性任务，如问题分类。它通过Markdown文件定义工作流，编译为YAML，支持Copilot、Claude等引擎。安全模型为核心，采用只读令牌、零密钥、沙箱和受限输出。用户可编写或导入现成工作流，但调试和成本可见性仍待改进。

Cloudflare推出基于Workflows的CI/CD方案，用TypeScript替代YAML定义流水线，支持在隔离沙箱中运行构建、测试等步骤，并缓存依赖加速。通过事件触发自动启动CI任务，还支持AI代理自愈修复失败步骤。该方案简化了平台管理大量代码仓库的CI/CD流程，提供可观测性和弹性重试。

cdnjs已完全迁移至Cloudflare开发者平台，每日处理90亿请求。新架构以R2为存储核心，Workflows处理发布流程，KV存元数据，并利用Containers压缩文件。迁移中提升了平台限制（子请求上限至1000万，Workflow步骤至1万）。此举简化运维、增强可观测性，并可能支持未来ES模块服务。

Jeremy Edberg & Qian Li discuss why external orchestrators decrease reliability and how to use your existing database for durable execution. They share how DBOS Transact uses standard tables, SKIP...

Cassie Shum discusses the architectural evolution of GraphRAG and why data foundations are critical for advanced AI workflows. She explains how traditional vector RAG falls short when addressing...

Diagrid has announced the release of Dapr 1.18, introducing what it calls Verifiable Execution, a new set of capabilities designed to bring cryptographic trust, provenance, and tamper-evident...

Cloudflare Workflows推出了“事务回滚”功能，允许开发者在工作流步骤中定义回滚逻辑，以处理步骤失败的情况。开发者可以在每个步骤中添加回滚函数，确保在操作失败时安全撤销之前的步骤，保持工作流一致性。这一设计简化了错误处理，提高了多步骤应用的可靠性。

How autonomous code improvement can be made disciplined enough for enterprise use