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Programming

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Partnerships can keep open source sustainable​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌​ ‌​​ ‍‌​ ‍‌​ ​‍​ ​‌​ ​‍​ ​​​ ​‍​‍ ‌​ ​‌‌‍‌‍​ ​ ​ ​‌​‍ ‌​ ‌​​ ​​​ ​ ​ ‌‍​‍ ‌​ ‍‌‌‍‌‍‌‍​‍​ ‌ ​‍ ‌‌‍​‌​ ‌ ​ ‍​​ ‌‌​ ‍​​ ​‍​ ‍​​ ‌ ​ ​ ​ ​‌​ ​ ‌‍‌​​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌​ ‌​​ ‍‌​ ‍‌​ ​‍​ ​‌​ ​‍​ ​​​ ​‍​‍ ‌​ ​‌‌‍‌‍​ ​ ​ ​‌​‍ ‌​ ‌​​ ​​​ ​ ​ ‌‍​‍ ‌​ ‍‌‌‍‌‍‌‍​‍​ ‌ ​‍ ‌‌‍​‌​ ‌ ​ ‍​​ ‌‌​ ‍​​ ​‍​ ‍​​ ‌ ​ ​ ​ ​‌​ ​ ‌‍‌​​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌
ProgrammingOpen Source

Partnerships can keep open source sustainable​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌​ ‌​​ ‍‌​ ‍‌​ ​‍​ ​‌​ ​‍​ ​​​ ​‍​‍ ‌​ ​‌‌‍‌‍​ ​ ​ ​‌​‍ ‌​ ‌​​ ​​​ ​ ​ ‌‍​‍ ‌​ ‍‌‌‍‌‍‌‍​‍​ ‌ ​‍ ‌‌‍​‌​ ‌ ​ ‍​​ ‌‌​ ‍​​ ​‍​ ‍​​ ‌ ​ ​ ​ ​‌​ ​ ‌‍‌​​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌​ ‌​​ ‍‌​ ‍‌​ ​‍​ ​‌​ ​‍​ ​​​ ​‍​‍ ‌​ ​‌‌‍‌‍​ ​ ​ ​‌​‍ ‌​ ‌​​ ​​​ ​ ​ ‌‍​‍ ‌​ ‍‌‌‍‌‍‌‍​‍​ ‌ ​‍ ‌‌‍​‌​ ‌ ​ ‍​​ ‌‌​ ‍​​ ​‍​ ‍​​ ‌ ​ ​ ​ ​‌​ ​ ‌‍‌​​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Ryan welcomes VoidZero’s Evan You and Cloudflare’s Dane Knecht back to the show to discuss Cloudflare’s recent acquisition of VoidZero and what it means for JavaScript development, how partnerships like theirs can help open-source projects stay maintained and sustainably monetized, and how Cloudflare’s distributed systems are helping to improve developer experience in Vite and beyond. ​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌​ ‌​​ ‍‌​ ‍‌​ ​‍​ ​‌​ ​‍​ ​​​ ​‍​‍ ‌​ ​‌‌‍‌‍​ ​ ​ ​‌​‍ ‌​ ‌​​ ​​​ ​ ​ ‌‍​‍ ‌​ ‍‌‌‍‌‍‌‍​‍​ ‌ ​‍ ‌‌‍​‌​ ‌ ​ ‍​​ ‌‌​ ‍​​ ​‍​ ‍​​ ‌ ​ ​ ​ ​‌​ ​ ‌‍‌​​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌‍‌‌‌ ‍​‌‍​ ‌‍‌‌‌ ​‍‌ ​​‌ ‌​​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌​ ‌​​ ‍‌​ ‍‌​ ​‍​ ​‌​ ​‍​ ​​​ ​‍​‍ ‌​ ​‌‌‍‌‍​ ​ ​ ​‌​‍ ‌​ ‌​​ ​​​ ​ ​ ‌‍​‍ ‌​ ‍‌‌‍‌‍‌‍​‍​ ‌ ​‍ ‌‌‍​‌​ ‌ ​ ‍​​ ‌‌​ ‍​​ ​‍​ ‍​​ ‌ ​ ​ ​ ​‌​ ​ ‌‍‌​​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌‍‌‌‌ ‍​‌‍​ ‌‍‌‌‌ ​‍‌ ​​‌ ‌​​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Stack Overflow Blog·July 24, 2026·1 min read
Unlocking the Power of the TPU Stack: Introducing our new Developer Hub
ProgrammingOpen Source

Unlocking the Power of the TPU Stack: Introducing our new Developer Hub

Google has officially launched the TPU Developer Hub, a centralized educational resource designed to help model builders and developers maximize the performance of Google Cloud TPUs. The hub offers code-first resources, open-source recipes, and deep-dive documentation covering hardware architecture, software optimization, debugging, parallelism, and networking. These materials are tailored for both human developers and AI-assisted tools to streamline everything from large-scale training to low-latency inference workloads.

Google Developers·July 24, 2026·1 min read
Driving the Agent Quality Flywheel from Your Coding Agent
ProgrammingNews

Driving the Agent Quality Flywheel from Your Coding Agent

Building AI agents often leaves developers uncertain if prompt tweaks to fix single errors will accidentally cause widespread regressions in production. To bridge this gap, Google has introduced a new developer skill for coding agents that automates a five-stage evaluation flywheel: preparing data, running inference, grading with adaptive AutoRaters, analyzing failure clusters, and executing targeted optimizations. Running continuously against production traffic or on-demand via synthetic scenarios, this tool allows developers to describe testing goals in plain language while an independent evaluation service safely validates and counts actual performance improvements.

Google Developers·July 24, 2026·1 min read
A coding agent in 5 files, plus a skeptic that catches fake fixes
ProgrammingNews

A coding agent in 5 files, plus a skeptic that catches fake fixes

1 point 0 comments on Hacker News · github.com

Hacker News·July 23, 2026·1 min read
DKSplit – Fast Word Segmentation for Python
ProgrammingNews

DKSplit – Fast Word Segmentation for Python

1 point 0 comments on Hacker News · github.com

Hacker News·July 23, 2026·1 min read
Why care about programming languages
ProgrammingNews

Why care about programming languages

1 point 0 comments on Hacker News · ebellani.github.io

Hacker News·July 23, 2026·1 min read
Agentic coding goes hands-free as OpenAI brings GPT-Live's full duplex voice control to Codex and ChatGPT on the desktop
ProgrammingRelease

Agentic coding goes hands-free as OpenAI brings GPT-Live's full duplex voice control to Codex and ChatGPT on the desktop

Two weeks after debuting its more naturalistic GPT-Live audio AI model with full-duplex capabilities (listening and speaking at the same time), OpenAI is bringing it directly into developer workflows. The company announced that GPT-Live now powers the ChatGPT desktop application on macOS and Windows, integrating directly with agentic systems like Codex and ChatGPT Work (which are separate experiences available in the ChatGPT desktop app). When OpenAI initially launched GPT-Live on July 8, 2026, it introduced a continuous audio model capable of listening and speaking simultaneously—eliminating rigid turn-taking while delegating complex reasoning to background models like GPT-5.5. Today's release expands that conversational layer to technical tasks, enabling software engineers to orchestrate multi-threaded coding jobs, review pull requests, and debug applications using natural voice commands. As such, it could usher in a new era of "hands free" software development and even live, in-person group coding parties for the more than 10 million weekly active users across Codex and ChatGPT Work . Codex, of course, is the name given to OpenAI's models and harness focused on coding, but which the company has this year expanded into a more general productivity platform. An OpenAI spokesperson told VentureBeat this is the first time voice activation OpenAI posted a promotional video showing some of its employees, Codex developer experience engineer Jason Liu and Codex technical staffer Guinness Chen, speaking to the same ChatGPT desktop app session in the same room, each issuing different instructions and conversing with the same model. New capabilities unlocked At its core, this integration relies on decoupling the real-time voice layer from the underlying execution engines. While GPT-Live maintains fluid conversation—inserting natural verbal acknowledgments like "got it" without interrupting the user—it passes heavy computational workloads to background reasoning models. On macOS, the desktop application incorporates "Appshots" and screen context features, allowing ChatGPT Voice to analyze the frontmost window alongside local files, codebase structures, and active plugins. This architecture creates a pair-programming dynamic where developers talk through problems conversationally while agents execute tasks asynchronously. Rather than manually stopping coding sessions to type detailed instructions or switch windows, developers direct the system hands-free. The full-duplex engine dynamically decides when to speak, pause, or invoke tools, maintaining conversational state even as background agents process complex code modifications. Directing coding and complex builds with your voice alone The central operational capability in this update centers on multi-task execution across Codex and ChatGPT Work environments. Software engineers can initiate multiple concurrent task threads from a single spoken prompt. For instance, a developer preparing to ship a feature can instruct the system to investigate an open authentication bug, review a pending API migration pull request, and generate missing unit tests simultaneously. The desktop application coordinates these actions across disparate contexts, tracing issues through Slack conversations, GitHub repositories, and local codebases. Developers can also verbally convert design mockups into working code, splitting tasks across frontend, backend, and testing layers. With support for multi-folder projects (build 26.715) and remote execution via iOS, engineers can check task progress, answer agent prompts, and redirect active jobs without switching applications or managing individual processes line by line. Proprietary license OpenAI’s voice-enabled desktop release operates under a proprietary, commercial enterprise model. Access is restricted to paid subscribers across Plus, Pro, Business, Enterprise, and Education plans. For individual developers and corporate engineering departments, this commercial structure means the model weights, voice processing pipelines, and agent state architectures remain fully closed. Organizations cannot modify or self-host the underlying systems. Furthermore, tasks initiated via ChatGPT Voice consume standard usage allocations directly from existing Codex and ChatGPT Work plan quotas, treating voice-triggered actions identically to standard agentic workloads. Community reactions Developer communities immediately noted the implications of bringing continuous full-duplex voice to autonomous coding workflows. Reacting to the build 26.715 release announcement—which details voice integration and multi-folder project support—AI Insider journalist @ChrisGPT noted on X : "Today OpenAI will release voice and remote guidance for codex ! One step closer to personal AGI". Early technical feedback highlights widespread enthusiasm for orchestrating complex agentic tasks hands-free, particularly when stepping away from the workstation or managing build pipelines remotely.

The arguments against open source AI are bad
ProgrammingOpen Source

The arguments against open source AI are bad

156 points 110 comments on Hacker News · tombedor.dev

Hacker News·July 23, 2026·1 min read
The case for a cooldown: Why Dependabot now waits before issuing version updates
ProgrammingRelease

The case for a cooldown: Why Dependabot now waits before issuing version updates

A new default three-day cooldown delays version update pull requests so maintainers and security researchers can address findings in a release before it gets into your code. The post The case for a cooldown: Why Dependabot now waits before issuing version updates appeared first on The GitHub Blog .

GitHub Blog·July 23, 2026·4 min read
Attackers Weaponize GitHub Actions Runners to Target cPanel and WHM Servers
ProgrammingNews

Attackers Weaponize GitHub Actions Runners to Target cPanel and WHM Servers

Cybersecurity researchers have shed light on a large-scale campaign that has turned compromised GitHub repositories into distributed attack infrastructure designed to target cPanel and WebHost Manager (WHM) instances. The activity involves malicious Packagist development versions spanning 10 packages associated with a legitimate PHP and DevOps developer, dinushchathurya, between July 12 and 13,

The Hacker News·July 23, 2026·1 min read
Is your programming language unreasonable? (2015)
ProgrammingNews

Is your programming language unreasonable? (2015)

1 point 1 comment on Hacker News · fsharpforfunandprofit.com

Hacker News·July 23, 2026·1 min read
Show HN: Mcpgen – Turn OpenAPI/Postman Specs into Python MCP Servers
ProgrammingNews

Show HN: Mcpgen – Turn OpenAPI/Postman Specs into Python MCP Servers

2 points 0 comments on Hacker News · github.com

Hacker News·July 23, 2026·1 min read
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