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48 articles found

Have ads in your free app? You might want to reconsider.

Augment Code's Vinay Perneti talks models, harnesses, and context.

Cybersecurity researchers have flagged a new software supply chain attack codenamed SleeperGem targeting the Ruby ecosystem after three malicious gems were published to RubyGems with the end goal of serving additional payloads. The rogue gems are listed below - git_credential_manager (versions 2.8.0, 2.8.1, 2.8.2, 2.8.3) - Published on July 18, 2026 Dendreo (versions 1.1.3, 1.1.4) -

DiffusionGemma is an experimental text-generation model built on the Gemma 4 architecture that uses diffusion-based parallel generation instead of token-by-token autoregression, enabling much faster inference, bidirectional context awareness, and real-time self-correction while remaining deployable on consumer GPUs. Its architecture generates and refines 256-token blocks in parallel through iterative denoising, allowing it to handle complex constraint-based tasks such as Sudoku more effectively than traditional language models and demonstrating strong gains from fine-tuning. The model integrates with vLLM and other popular inference frameworks, giving developers access to a new non-autoregressive approach that combines high performance, efficient long-context scaling, and straightforward customization and deployment.

The cost of writing code dropped; the cost of owning it didn't. A framework for deciding which changes are actually cheap in the AI era. The post The cost of saying yes has changed appeared first on The GitHub Blog .
469 points 342 comments on Hacker News Β· stateofopensource.ai


New to GitHub? This beginner's guide explains version control, repositories, and pull requestsβplus everything else you need to start working confidently on GitHub. The post GitHub for Beginners: Your roadmap to mastering the GitHub essentials appeared first on The GitHub Blog .
At MS Build, Ryan is joined by Cassidy Williams, Senior Director of Developer Advocacy at GitHub and former Stack Overflow Podcast host, to discuss how agentic coding is shifting dev work towards higher-level strategy while increasing decision fatigue; why human taste, community feedback, and mentorship are becoming more essential than ever for developer careers; and the new GitHub Copilot announcements coming out of Microsoft, including the new GitHub Copilot app. βββββ β ββββββ β βββββββββ ββββββ ββββββ βββββββ β ββββββ ββββββ βββ ββββ βββββββ ββββββ ββββββββββ βββββββββββββββ βββββββββββ βββ βββ βββ β β ββββ ββ βββ ββ ββ β ββ ββ β β βββββββββ βββ ββ β βββββββ ββββββββ βββ β β ββ ββββ ββ ββ ββββββ ββ ββββββββ ββ ββββ βββββββββββββ ββββ ββ βββ βββββββββ ββ βββ βββββββ β ββββββ ββ βββββββ ββββββββ ββ ββ β βββββββββ ββ βββ βββββββ βββ βββββββ β ββββββ ββββββββββ β β ββββ ββ βββββββ βββ β ββ ββ βββ βββ ββββββββ ββββββ βββββ β β β βββ βββ βββ βββ βββββββ β β β β β β βββ βββ βββββββ βββββββ βββ βββ ββββββ β β β βββ β β βββββββ βββββββ ββββββ βββββ βββββ βββ βββ βββ βββββββββ β βββββββββ ββββ ββ ββββββ βββ βββ βββ β βββββ β βββββββββ βββββββββββ βββββββββ ββ ββ β ββ ββ β β βββββββββ βββ ββ β βββββββ ββββββββ βββ β β ββ ββββ ββ βββββββββββββ ββ βββ βββββββ βββ βββββββ β ββββββ ββββββββββ β β ββββ ββ βββββββ βββ β ββ ββ βββ βββ ββββββββ ββββββ βββββ β β β βββ βββ βββ βββ βββββββ β β β βββββ βββ βββ βββββββ βββββββ βββ βββ ββββββ β β β βββββββ βββββββ βββββββ ββββββ βββββ βββββ βββ βββ βββββββ βββββββ βββ β β βββββββββ β βββββββ βββββββ ββ βββ ββββββββ ββββββ β βββββββββββββββββ β
Driving the Agent Quality Flywheel from Your Coding AgentGoogle DevelopersJuly 21, 2026
Unlocking the Power of the TPU Stack: Introducing our new Developer HubGoogle DevelopersJuly 21, 2026
AI coding agents should optimize for less owned codeHacker NewsJuly 21, 2026