Numbat is an open source tool from Perplexity that monitors AI coding agents, rebuilds sessions from disk, and can block narrow shell actions. Here is what it catches and where it falls short.

Harvard researchers studied 700+ firms and 300 million coding events. AI agents boosted code volume by 30 percent but moved the software completion needle exactly zero.

Apple's new 'Describe a Shortcut' feature in iOS 27 lets you build iPhone automations in plain English. Here's what it does and which devices support it.

GFI Software embedded Eloquens AI directly into KerioConnect, giving self-hosted mail users AI-drafted replies and inbox triage without moving to Microsoft or Google.

A Harvard working paper covering 718 firms and 725,000 workers found AI coding agents boosted code output 30% while resolved Jira issues stayed flat. Code review is the bottleneck.

Tencent's open source Agent Memory system helped coding agents complete 80% of SWE-bench tasks, up from 60%, by passing validated context between sessions and agents.

OutSystems Agent Experience is now generally available, letting enterprises run AI coding agents inside a governed development platform. Early users report release cycles cut to two weeks.

British Airways parent IAG uses a three-question risk framework before automating any AI task. Here's the framework and what two hotel groups are doing differently.

Security firm Glow found over 13,000 internal developer screenshots exposed publicly on GitHub across 300+ organizations, including billing records and unreleased features.

A Harvard study of 700+ firms finds AI coding agents inflate commits and pull requests while human code review consumes the efficiency gains. The numbers are stark.

AI SEO is about getting your brand cited in AI-generated answers from Google, ChatGPT, Copilot, and Perplexity. It builds on traditional SEO, not replaces it.

One developer ran Cursor, Copilot, Claude Code, Windsurf, and Replit Agent through real work for a month. Here is what each tool actually does well and where each one breaks.