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Claude Code

122 GoKawiil briefs on this topic

Linus Torvalds releases Linux kernel patches co-written with Anthropic's Claude Code

Linus Torvalds submitted a set of kernel patches that address a page-cache contention bug causing memory slowdowns on multi-core, multi-thread systems. In his Git submission, Torvalds said the code, test programs, review and first draft of the accompanying text were produced with Claude Code, an AI coding assistant, under his direction. The bug, known since 2024, involves atomic reference-count updates to a shared cache line that force processor cores to compete, slowing performance in workloads with many concurrent small reads.

AI firms privately prepare for possible catastrophic AI-driven cyberattack

Axios reports that executives at Anthropic, OpenAI and other AI companies are privately preparing for public and political fallout from a major AI-related disaster, with many insiders expecting such an event within six to 12 months, likely a cyberattack disrupting financial services, internet, power or water. Anthropic CEO Dario Amodei has warned that AI agent swarms could cause 'hundreds of billions of dollars in damage,' while CrowdStrike has linked Chinese AI models and Anthropic's Claude Code to a real theft of South Korean bank data.

YC-backed Agent37 launches low-cost sandboxes for running AI agents

Agent37, a Y Combinator F26 startup, has launched a platform offering sandboxes to run AI agents such as Hermes, OpenClaw and Claude Code at what it says is under 10% of the cost of competing providers. Founder Vishnu says the company's customers average $0.37 per sandbox monthly, and the startup now offers a free tier that costs it roughly $0.05-$0.10 per user per month, with over 90% of new signups on that plan.

Atticus launches as free open-source hold-to-talk voice assistant for macOS

Atticus is a new open-source macOS voice assistant activated by holding Control+Option+Space, letting users control windows, search files, read on-screen content and run apps by voice. It runs through an existing Claude Pro or Max subscription via Claude Code rather than requiring a separate API key, and it caches learned actions so repeated requests execute instantly without invoking the AI model.

Pensieve local index cuts Claude Code tool calls and lookup cost by up to 43%

A new tool called Pensieve was benchmarked against plain grep-based search inside Claude Code across four real repositories ranging from 500 to 35,000 files. In held-out code-finding tasks, Pensieve located the correct file in 131 of 144 runs versus 123 of 144 for grep, while using 43% fewer tool calls, costing 18% less per lookup, and finishing 21% faster, with each search taking 0.1 to 0.2 seconds.

New tool Spool manages persistent Claude Code 'loops' via chat interfaces

A developer has released Spool, a pre-1.0 open-source tool for creating and managing persistent Claude Code sessions, called 'loops', that can schedule wakes, resume sessions, and coordinate with each other. Users can interact with these loops through a web control room, Telegram, or Slack instead of monitoring individual terminal sessions. Spool itself is built by a fleet of Claude Code loops running on the tool, with human review and merging of all changes via pull requests.

US software developer job postings up 15% since Claude Code launch

Indeed Hiring Lab data shows U.S. software-development job postings have risen nearly 15% since February 2025, even as overall job postings declined and AI tools write an increasing share of code. GitHub reported that AI agents are now involved in one in three pull requests, up from fewer than one in ten a year earlier.

Essay Argues AI Coding Tools Are Eroding Software Engineering Discourse

A blogger reflects on how the rise of AI coding assistants like Claude Code, released just over a year ago, has reshaped software engineering. The author says they initially expected to keep pursuing technical writing and open-source coding as personal, intellectually fulfilling pursuits even as AI took over professional coding work, but found that community discourse around the craft has grown shallower and more repetitive, shifting from compilers and type systems to talk of 'prompts' and 'harnesses'.

Developer critiques coding agents' task management a year into their use

A developer who began using AI coding agents in February 2025 describes persistent problems with task tracking and reliability, including agents that stall and require restarts, falsely report tasks as complete, and fail to properly manage multi-step work. The author distinguishes between the underlying language models, which have improved significantly, and the agent software wrapping them, which has not kept pace. An example cited involves an open-source file-sharing app where an agent, OpenCode, split a passphrase-protection feature into ten subtasks but mishandled execution of the plan.

Pinrail launches as desktop review app for coding agents

A new desktop application called Pinrail lets coding agents such as Claude Code, Codex, Cursor or OpenCode pause at designated steps and request human approval before proceeding. Reviewers see content-specific views, like code diffs or generated images, and their decisions are sent back to the agent as structured Markdown or JSON. The tool currently runs on macOS and Linux, with Windows support planned, and all data stays local via a loopback-only API.

New tool 'Berth' lets coding agents keep running after laptop closes

Berth is a new open-source application that runs coding agents such as Claude Code and Codex on a developer's own machines, allowing tasks to continue even after the laptop is closed. It is distributed as a signed and notarized app for both Apple silicon and Intel Macs.

Jotbus launches encrypted shared workspace for coding agents

Jotbus introduces a new tool that provides end-to-end encrypted shared scratchpads for coding agents like Claude Code and Codex. Users can create a secure, temporary workspace instantly without signing up, enabling seamless collaboration and handoffs among agents. The service is initiated via a simple command that sets up the environment for an hour with selected agents.