文章讨论了通过错误恢复和任务系统增强大型语言模型（LLM）的能力。针对常见故障（如输出截断、输入过长等），提出了自我恢复的方法。任务系统将大目标拆分为小任务，支持持久化和依赖管理，提升规划能力。后台任务功能允许LLM在执行耗时操作时继续处理其他任务，保持高效性。

Per-token pricing has stopped being a useful measure for what enterprises actually pay for gen AI. A conversation with David Tepper, CEO of Pay-i, delves into the new economics of measurement.

Target built a generative AI system to improve marketing campaign forecasting by retrieving and ranking similar historical campaigns. Using embeddings, vector search, and LLM ranking, it replaces...

文件系统访问 API 是一组 Web API，允许网页通过 JavaScript 直接读写用户本地文件。它支持读取、写入、列出目录和删除文件，但目前仅在 Chrome 和 Edge 浏览器中可用，Firefox 和 Safari 不支持。该 API 设计合理，确保用户安全，但由于支持不全，建议使用兼容库以确保跨浏览器功能。

MySQL HeatWave Service (MHS) on Oracle Cloud Infrastructure (OCI) already provides multiple ways to create a new DB system, such as restoring from a backup, using Point-in-Time Recovery (PITR), or...

We’re excited to announce the first stable release of jupyter-builder on PyPI and @jupyter/builder on npm. A standalone, configurable build system for JupyterLab and its extensions.If you build or...

Health systems aren’t short on AI, they’re short on impact from AI. Capturing real value requires CEO-led transformation and a fundamental rethink of how care and operations run.

In this podcast, Shane Hastie, Lead Editor for Culture & Methods spoke to Craig McLuckie, co-creator of Kubernetes and CEO of Stacklok, about the impact of AI coding tools on open source...

Google has shared details of its fleet wide large scale A/B experimentation system designed to standardize experiment assignment, exposure logging, and configuration propagation across distributed...

When LinkedIn engineers encountered short-lived, recurring outages where the database powering their user feed became unavailable and then recovered without leaving helpful traces, they had to...

Matteo Collina has proposed a Virtual File System (VFS) for Node.js core through the node:vfs module. The proposal includes about 19,000 lines of code and addresses common workflow challenges....

Grab’s Central Data Team built a multi-agent AI system to automate repetitive engineering support tasks across its data warehouse platform. The system separates investigation and enhancement...

Agoda Multimodal Content Systemhttps://example.com/agoda-multimodal-content-systemAgoda unifies hotel images and guest reviews using a shared topic taxonomy, enabling multimodal retrieval across...

Choosing between building up technical debt and missing delivery deadlines is a false dichotomy, Daniel Terhorst-North argued in his talk Best Simple System for Now. Programmers love to generalize...

Anthropic has introduced auto mode in Claude Code, enabling multi-step software development workflows with reduced manual intervention. The feature combines automated execution with layered safety...

On sensemaking, the stories organizations tell themselves, and why crisis is sometimes the only thing that reveals the truth. There is a room in California that, for years, everyone called the...

When people ask me how to tune MySQL, they usually mean, “Which variables should I change in my.cnf?” (the MySQL configuration file) That certainly is a reasonable place to start, because most...

Here is a GUC that ships with a warning label. The docs, which are normally restrained to the point of parody, state plainly that setting this parameter wrong can cause “irretrievable data loss or...