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Checkmarx

Check Point Research

Daily Dose of Data Science | Avi Chawla | Substack

GitHub Changelog

<h2>Must know</h2>
<ul>
<li><strong>AI agents are here, but not ready for prime time</strong>: Anthropic announced Agent Skills to package domain expertise for AI agents, aiming for rapid deployment in financial services and healthcare. However, a new benchmark from Mercor reveals leading AI models like Gemini 3 Flash and GPT-5.2 achieve only 24% accuracy on complex white-collar tasks, indicating they can’t reliably replace knowledge workers. This suggests that while AI agents are advancing, human oversight and validation remain critical, especially for high-stakes applications, as highlighted by Anthropic and Mercor. <a href="https://app.daily.dev/feed-by-ids?id=lvPOiATWV&amp;id=OsmrZ9UpM" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>GitHub Copilot expands its reach with new SDK</strong>: GitHub has released a multi-platform SDK for integrating Copilot’s agentic workflows into applications, supporting Python, TypeScript, Go, and .NET. This SDK enables embedding the same engine used by the Copilot CLI, offering functionalities like orchestration, planning, and programmatic file edits. This move signifies GitHub’s strategy to expand Copilot’s ecosystem and integrate AI-driven code generation more deeply into developer workflows, as reported by GitHub. <a href="https://app.daily.dev/feed-by-ids?id=GXXnGjqMp&amp;id=GuG7K2ryZ" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Vimeo lays off staff after acquisition, shifts to AI video tools</strong>: Vimeo is undergoing significant layoffs following its $1.38 billion acquisition by Italian tech conglomerate Bending Spoons, which previously acquired Evernote and WeTransfer. This restructuring comes as Vimeo struggles to compete with YouTube and shifts its focus to AI-powered video creation tools. The move suggests a strategic pivot towards AI-driven solutions in a competitive market, as reported by former Vimeo executives. <a href="https://app.daily.dev/posts/t308ZGeVB" target="_blank" rel="noopener nofollow">Read more</a></li>
</ul>
<h2>Good to know</h2>
<ul>
<li><strong>Rails 8 solidifies its MVP framework status</strong>: Ruby on Rails 8 continues to be a top choice for Minimum Viable Products, offering built-in authentication, background jobs, caching, and WebSocket support, alongside modern frontend integrations and simplified deployment options. <a href="https://app.daily.dev/posts/w2WfkMTD2" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Feast integrates with PyTorch for better feature management</strong>: Feast, an open-source feature store, has joined the PyTorch Ecosystem to provide a unified API for consistent feature management across AI model training and deployment, addressing training-serving skew. <a href="https://app.daily.dev/posts/dPG1hvjH4" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>TypeScript introduces runtime type stripping for no-build workflows</strong>: TypeScript, with Node.js 22.6 and TypeScript 5.8, now supports type stripping, enabling ‘no-build’ workflows for server-side development by removing type annotations at runtime, though it requires avoiding certain TypeScript features. <a href="https://app.daily.dev/posts/gB9bktBA8" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Datadog unifies RUM and APM data with new retention filters</strong>: Datadog launched cross-product retention filters that automatically keep Application Performance Monitoring (APM) traces linked to Real User Monitoring (RUM) sessions, improving end-to-end troubleshooting for user experience issues. <a href="https://app.daily.dev/posts/fs5040Sq6" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Vercel Sandboxes adds filesystem snapshot support</strong>: Vercel Sandboxes now allows users to capture and launch new sandbox environments from complete filesystem snapshots, streamlining CI/CD workflows, testing, and rapid prototyping by eliminating repetitive setup tasks. <a href="https://app.daily.dev/posts/Uv3Zx9otG" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Meilisearch enhances enterprise search with new features</strong>: Meilisearch’s January 2026 update introduces enterprise SSO/SCIM, default search analytics with 20% performance improvement, dynamic sharding, 7x faster indexing, and Gemini embeddings support for advanced semantic search. <a href="https://app.daily.dev/posts/gySONdHAQ" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>Doclific integrates documentation directly into code repositories</strong>: Doclific is a new tool that stores documentation within code repositories, aiming to prevent documentation drift by version-controlling docs alongside code and offering AI-powered generation for inline assistance. <a href="https://app.daily.dev/posts/vTLKU1EhC" target="_blank" rel="noopener nofollow">Read more</a></li>
</ul>
<h2>Bullshit police</h2>
<ul>
<li><strong>AI will solve all your problems, just ask Google</strong>: Google’s new AI Mode for AI Pro and AI Ultra subscribers lets the AI snoop through your Gmail and Google Photos to suggest vacation itineraries and shopping items. Google assures us it only uses data for specific prompts, not your whole inbox. Because nothing says ‘privacy-conscious’ like giving an AI access to your most personal data for ‘tailored responses.’ What could possibly go wrong? <a href="https://app.daily.dev/posts/Kw6SK0Mqr" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>AI agents in IT operations: the new ‘cowboy’ sysadmins</strong>: Apparently, AI agents are introducing ‘non-deterministic actions’ into IT operations, which is just a fancy way of saying they’re making changes that are unreproducible and unpredictable. The article warns against letting AI directly modify live production systems, comparing it to ‘cowboy’ sysadmins. So, we’re building AI to automate our infrastructure, only to find out it acts like that one intern who broke everything on a Friday afternoon. Progress! <a href="https://app.daily.dev/posts/U8PYVjc73" target="_blank" rel="noopener nofollow">Read more</a></li>
<li><strong>AI-generated music: the death of creativity, or just more noise?</strong>: AI-generated personas like Xania Monet are now mimicking human artists’ styles, creating a legal loophole because copyright laws don’t cover ‘vocal timbre’ or ‘artistic essence.’ Major labels are suing, and analysts predict a 24% loss in music creator revenues by 2028. So, instead of paying artists, we’ll just have algorithms churn out endless, soulless tracks. Sounds like a great future for ‘creativity.’ <a href="https://app.daily.dev/posts/9zpaBvJiJ" target="_blank" rel="noopener nofollow">Read more</a></li>
</ul>
