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Wednesday, January 14, 2026

What Reviewing 500+ AI System Evaluations Reveals About Enterprise Readiness

2026-01-14 13:00
Reviewing over 500 AI system evaluations reveals key insights into enterprise AI readiness. 🔍 A common issue is the gap between model performance and operational reliability. High accuracy doesn't guarantee success in complex environments. Context must be integrated as a core component for durability. 🤖 Additionally, agentic AI should be approached with constrained autonomy, ensuring accountability through defined trust boundaries and human oversight. These patterns highlight what drives...
Nik Kale

Access Perplexity Web Search on Vercel AI Gateway with any model

2026-01-14 13:00
🚀 Exciting news for developers! You can now enable web search for any model using Perplexity through Vercel's AI Gateway. This tool works universally across all models, eliminating the need for provider-specific search tools. To integrate, simply import `gateway.tools.perplexitySearch()` and use it in your model's tools parameter. Use cases include enhancing models without native search, supporting developer tooling, and ensuring consistent search behavior. For more details, check the AI...
Source: Vercel Blog
Jerilyn Zheng

AI Voice Elements

2026-01-14 13:00
🚀 Exciting news for developers! A new set of AI Voice Elements has been released, enhancing the AI SDK's transcription and speech capabilities. The Persona component features animated visuals that react to various conversation states, supporting multiple design styles. SpeechInput allows easy voice capture using the Web Speech API, with fallbacks for unsupported browsers. Transcription provides synchronized audio transcripts with interactive navigation, while the AudioPlayer offers...
Source: Vercel Blog
Hayden Bleasel

GPT 5.2 Codex now available on Vercel AI Gateway

2026-01-14 13:00
🚀 Exciting news! GPT 5.2 Codex is now available through Vercel's AI Gateway, making it easier to access without additional provider accounts. This model excels in long-running coding tasks and complex projects, including large refactors and migrations. It also shows improved vision performance for processing screenshots and charts. To use GPT 5.2 Codex, simply set the model to openai/gpt-5.2-codex. Explore the AI Gateway for unified API access, cost tracking, and more. #AI #GPT5 #Vercel...
Source: Vercel Blog
Jerilyn Zheng

Introducing: React Best Practices

2026-01-14 13:00
📢 Exciting news for developers! A new resource, react-best-practices, has been launched, offering over 10 years of React and Next.js optimization insights. This structured repository is designed specifically for AI agents and LLMs. Explore best practices to enhance your projects today! #React #Nextjs #WebDevelopment #BestPractices #AI
Source: Vercel Blog
Andrew Qu

Node.js runtime now defaults to version 24 for Vercel Sandbox

2026-01-14 13:00
🔧 Vercel Sandbox has updated its default Node.js runtime to version 24! This change ensures users benefit from the latest features and performance enhancements in Node.js. If you don't specify a runtime, the Sandbox will automatically use Node.js 24. For more details, check out the Sandbox documentation. #NodeJS #Vercel #WebDevelopment #TechUpdates #Sandbox
Source: Vercel Blog
Andy Waller

Reduced build times for large projects

2026-01-14 13:00
🚀 Exciting news for developers! Recent optimizations have been implemented to reduce build times for large projects. This is especially beneficial for those with numerous input files and extensive node_modules. On average, builds are now completing 3 seconds faster, with P90 improvements of 7 seconds and P99 improvements reaching up to 9 seconds. Stay efficient and learn more about these builds! #BuildOptimization #Development #TechUpdates #Efficiency #SoftwareDevelopment
Source: Vercel Blog
Andrew Healey

Use Perplexity Web Search with Vercel AI Gateway

2026-01-14 13:00
Unlock the power of real-time information! 🌐 The article discusses how Vercel AI Gateway enables models to access live web search. This feature addresses limitations in training data and knowledge cutoffs, allowing models to provide current news, prices, and updates. With just one line of code, you can enhance any model, including those from OpenAI and Google, to search the web instantly. #AI #WebSearch #Vercel #RealTimeData #Innovation
Source: Vercel Blog
Jerilyn Zheng

Cisco’s FY25 Purpose Report: A Letter from Fran Katsoudas

2026-01-14 11:00
🚀 Cisco's FY25 Purpose Report highlights the importance of learning in driving sustainable growth. Fran Katsoudas emphasizes that equipping people with skills for a digital economy enhances resilience and productivity. Over 37,000 Cisco employees completed AI-focused training in FY25, a 76% increase. Additionally, through Cisco Networking Academy, they've empowered over 28 million learners and committed to training one million individuals in AI education across the U.S. #Cisco #Learning #AI...
Francine Katsoudas

Top Three Priorities in 2026 for Europe’s Digital Competitiveness

2026-01-14 10:45
Europe's digital future hinges on three key priorities for 2026. Policymakers must focus on simplifying regulations to remove barriers that hinder innovation. Over 60% of EU companies identify complex laws as a major challenge. Investment in AI-ready infrastructure is essential to keep pace with global advancements. Lastly, a balanced approach to digital sovereignty can ensure Europe remains competitive without isolating itself. #DigitalCompetitiveness #Innovation #AIFuture #EUDigital...
Chris Gow

Better Context Will Always Beat a Better Model

2026-01-14 10:00
AI leaders have been focused on comparing models like GPT-4 and Claude 3.5, but the key to success lies in context rather than model performance. As capabilities converge, organizations that effectively integrate AI into their specific environments will lead the way. Context is seen as vital for delivering real business value. 🛠️ The shift to "white coding" raises governance concerns, as AI can generate complex code quickly, making oversight challenging. #AI #MachineLearning...
Saqib Jan

Introducing Global Project Configuration: One Place to Manage All Your Qodana Rules

2026-01-14 09:06
🌐 Introducing Global Project Configuration for Qodana users! This new feature simplifies managing linter settings across entire organizations from a single location, eliminating the need for manual updates in every repository. Key benefits include: ✅ Establishing organization-wide standards ✅ Enforcing best practices with project-specific adjustments ✅ Reducing manual overhead for large teams With a dedicated repository for configuration files, teams can easily customize their coding...
Kerry Beetge

Diagnose Java applications using Cryostat 4.1

2026-01-14 08:01
🚀 Exciting news for Java developers! With the release of Cryostat 4.1, you can now perform advanced diagnostics on Java applications in Red Hat OpenShift and Kubernetes. This version allows you to capture, archive, and download both thread and heap dumps for better troubleshooting. Thread dumps provide insights into running threads, helping identify performance issues and deadlocks. Heap dumps capture memory usage, aiding in diagnosing memory leaks and related problems. To get started, visit...
Joshua Matsuoka

AI-driven vulnerability management with Red Hat Lightspeed MCP

2026-01-14 07:16
Managing system vulnerabilities can be a complex challenge for IT security teams. The new Red Hat Lightspeed Model Context Protocol (MCP) simplifies this process by integrating AI capabilities. With MCP, security professionals can use natural language prompts for tasks like risk assessments and remediation planning. This allows for faster, more accurate workflows without the need for deep technical knowledge. The MCP connects large language models to Red Hat services, enabling users to...
Samiksha Saxena

Safety is a given, cost savings are a bonus: why AI services need dedicated guardrails

2026-01-14 02:30
AI services require effective guardrails to ensure safety and prevent misuse. 🚧 These mechanisms help keep AI responses aligned with their intended purpose. Poorly designed prompts can lead to dangerous situations, such as "prompt injection" and "jailbreaking," where users manipulate AI to bypass safety rules. Two main approaches for implementing guardrails include strong system prompts and separate security filters. While system prompts are easier to implement, they can lead to excessive...

Databricks Genie Powers Conversational Insights in Atlassian Rovo

2026-01-14 02:15
Atlassian is enhancing teamwork by integrating Databricks Genie into its Rovo platform. This collaboration enables users to access conversational insights through the Databricks Query Runner, allowing employees to make data-driven decisions without needing SQL skills. This innovation aims to streamline analytics and foster collaboration across teams. 📊🤝 #DataAnalytics #Atlassian #Databricks #Teamwork #AI

AI Catalog: Discover, create, and share agents and flows

2026-01-14 00:00
🚀 Explore the AI Catalog! Part 5 of our guide on GitLab Duo Agent Platform covers how to discover, create, and share AI agents and workflows. You can browse community-created solutions, enable them for your projects, and even customize your own agents and flows. Learn about versioning and best practices for sharing your work. 🔗 Dive into automation today! #GitLab #AIAgents #Automation #DevOps #TechGuide
Source: GitLab Blog
Itzik Gan Baruch

Customizing GitLab Duo Agent Platform: Chat rules, prompts, and workflows

2026-01-14 00:00
Unlock the potential of the GitLab Duo Agent Platform! 🚀 In Part 8 of our guide, learn how to customize AI agents and workflows for your development lifecycle. Explore user, workspace, and project-level customizations for tailored automation. Key topics include: - Custom rules for consistent agent behavior - AGENTS.md for chat behavior and standards - Extending capabilities with Model Context Protocol (MCP) - Creating custom agents and flows Start customizing today! 🎯 #GitLab #AIAutomation...
Source: GitLab Blog
Itzik Gan Baruch

Database Transactions

2026-01-14 00:00
🔍 Database transactions are key to SQL operations. They allow multiple actions—like reading, updating, and deleting data—to be performed as a single unit. In SQL, transactions start with `BEGIN;` and end with `COMMIT;`. If issues arise, you can use `ROLLBACK;` to revert changes. This ensures data integrity, even in unexpected situations like power outages. ⚡ Both MySQL and Postgres manage these transactions differently, with Postgres using multi-versioning and MySQL employing an undo log to...

Es oficial: Webflow llega a la Argentina

2026-01-14 00:00
🌟 Webflow has officially launched in Argentina! 🇦🇷 This platform aims to empower users to build and design websites with ease. The launch signals exciting opportunities for creativity and innovation within the region. Stay tuned for more updates as Webflow looks forward to collaborating with the local community! #Webflow #Argentina #WebDesign #Innovation #TechNews
Source: Webflow Blog

Get started with GitLab Duo Agent Platform: The complete guide

2026-01-14 00:00
🚀 Discover the GitLab Duo Agent Platform! This new AI solution enhances the software development lifecycle by integrating intelligent agents for tasks like code refactoring and security scans. 💻 The platform enables developers to collaborate with specialized agents, transforming workflows into dynamic processes. 📚 Check out the comprehensive eight-part guide to get started with automation workflows. Join GitLab Transcend on February 10 to learn more about this innovative technology! #GitLab...
Source: GitLab Blog
Itzik Gan Baruch

Getting started with GitLab Duo Agentic Chat

2026-01-14 00:00
Unlock the power of AI with GitLab Duo Agentic Chat! 🤖 In Part 2 of our guide, we explore this robust tool designed for seamless integration into your development lifecycle. It allows for code creation, issue management, and CI/CD pipeline support, all while keeping you informed. Learn how to access it through various platforms, select models and agents, and troubleshoot common issues. Explore more about GitLab Duo today! 🎯 #GitLab #AI #Development #Automation #Coding
Source: GitLab Blog
Itzik Gan Baruch

GPT-5.2-Codex Now Available in AI Gateway and Agent Runners

2026-01-14 00:00
🚀 OpenAI has launched the GPT-5.2-Codex model via Netlify's AI Gateway and Agent Runners, simplifying integration with zero configuration required. Developers can use the OpenAI SDK in their Netlify Functions without dealing with API keys or authentication. The AI Gateway manages everything automatically. This model is accessible across Background Functions, Scheduled Functions, and Agent Runners, providing features like caching and rate limiting. For further details, check out the AI Gateway...
Source: Netlify Blog

Introduction to GitLab Duo Agent Platform

2026-01-14 00:00
🚀 Introducing the GitLab Duo Agent Platform! This new AI orchestration layer enhances how developers collaborate with specialized AI agents throughout the software development lifecycle. With tools for asynchronous collaboration, multi-agent flows, and intelligent automation, you can focus on innovation while AI handles complex tasks. Explore various interaction methods, including GitLab Duo Agentic Chat and Custom Flows, for efficient workflows. 🌟 Ready to elevate your development process?...
Source: GitLab Blog
Itzik Gan Baruch

It’s official: Webflow is opening an office in Argentina

2026-01-14 00:00
🌟 Exciting news from Webflow! We are pleased to share that Webflow is opening a new office in Buenos Aires, Argentina. This location will serve as a hub for engineers, designers, and the wider community. Stay tuned for more updates on how we aim to foster collaboration and innovation in this vibrant city! 🌍✨ #Webflow #BuenosAires #OfficeOpening #Community #Innovation
Source: Webflow Blog

Monitor, manage, and automate AI workflows

2026-01-14 00:00
Unlock the potential of AI in your development lifecycle with Part 6 of our guide on the GitLab Duo Agent Platform. 📊 Learn to manage agents and flows, set up event-driven triggers, and monitor activity through sessions. The Automate capabilities provide a streamlined hub for visibility and execution of your AI workflows. Explore now! 🎯 #GitLab #AIWorkflows #Automation #DevOps #TechTips
Source: GitLab Blog
Itzik Gan Baruch

Multi-Brand Identity Simplified with Auth0 Multiple Custom Domains

2026-01-14 00:00
🌐 Managing multiple brands just got easier with Auth0's Multiple Custom Domains feature! This tool allows businesses to streamline user experiences across various applications from a single tenant. It enables efficient management of distinct custom domains while maintaining a unified user store. With MCD, brands can customize user experiences and maintain brand integrity during login processes. Learn more about simplifying multi-brand identity management! 🔑✨ #Auth0 #IdentityManagement...
Source: Auth0 Blog
Meina Liu

Understanding agents: Foundational, custom, and external

2026-01-14 00:00
🚀 Dive into Part 3 of our guide on the GitLab Duo Agent Platform! This article explores the different types of AI agents available—Foundational, Custom, and External. Each serves unique purposes, from general development tasks to specialized integrations. Learn how to create custom agents tailored to your workflows and discover best practices for effective use. 🎯 Try GitLab Duo Agent Platform today! #GitLab #AIAgents #DevOps #Automation #SoftwareDevelopment
Source: GitLab Blog
Itzik Gan Baruch

Understanding flows: Multi-agent workflows

2026-01-14 00:00
🚀 Welcome to Part 4 of the GitLab Duo Agent Platform guide! This segment focuses on "flows," which combine multiple agents to create autonomous, multi-step workflows. Key features include: - **Multi-agent orchestration**: Collaborate seamlessly. - **Event-driven**: Triggered by specific actions. - **Background execution**: Work continues while flows operate. Explore foundational and custom flows for tailored automation in your projects. 🔗 Check it out now! #GitLab #Automation #AI #DevOps...
Source: GitLab Blog
Itzik Gan Baruch

What came first: the CNAME or the A record?

2026-01-14 00:00
🌐 A recent update to 1.1.1.1 inadvertently changed the order of CNAME records in DNS responses, leading to resolution failures for some users. The issue arose during an effort to optimize memory usage, with the code change deployed on January 7, 2026. This adjustment affected DNS clients that rely on a specific order of records, highlighting ambiguities in DNS protocols. For more details, check out the full article. #DNS #Networking #TechUpdate #1dot1dot1dot1 #CNAME
Sebastiaan Neuteboom

Tuesday, January 13, 2026

How Agentforce Enabled Conversational Recommendations with AI-Driven Intent on Data 360

2026-01-13 23:20
🚀 Exciting developments in AI-driven personalization! Bhumika Sethi, a senior software engineer at Salesforce, discusses how the Data 360 team enhances Agentforce. They focus on unifying customer profiles and engagement signals to deliver real-time, intent-based recommendations. The team addresses the challenge of understanding user intent in conversations, moving beyond traditional web-based personalization methods. This approach ensures agents provide relevant responses based on user...
Scott Nyberg

Hard-braking events as indicators of road segment crash risk

2026-01-13 22:44
🚗📊 New research highlights a strong link between hard-braking events (HBEs) and crash rates on road segments. By analyzing data from Android Auto alongside public crash statistics, the study suggests that frequent HBEs can serve as early indicators of potential road safety issues. This approach moves beyond traditional reliance on historical crash data, paving the way for proactive traffic safety assessments. #RoadSafety #TrafficAnalysis #HBEs #DataDriven #SafetyFirst

CloudBees CEO: Why Migration Is a Mirage Costing You Millions

2026-01-13 22:00
🚨 A recent survey reveals that 57% of enterprise organizations spent over $1 million on migration projects last year. CEO Anuj Kapur of CloudBees discusses the findings from the "2025 DevOps Migration Index," highlighting the risks and costs associated with the migration process. Many organizations struggle with underestimating the longevity of existing systems. Kapur emphasizes the distinction between modernization and migration, stating that the latter often leads to increased costs and...
Michelle Gienow

All brains on deck: 10 best practices for knowledge-sharing

2026-01-13 21:59
Unlocking organizational potential starts with knowledge-sharing! 💡 Pooling cognitive resources from all levels enhances innovation and productivity. It helps break down silos that can hinder problem-solving in today’s fast-paced environment. Building a culture of trust and inclusion is key. Encourage autonomy, clarify the reasons for sharing, and value diverse working styles to foster collaboration. Don't forget the right systems and tools to support these practices! #KnowledgeSharing...
Lauren Parker

Tenants: The Missing Backbone of Modern Developer Platforms

2026-01-13 21:00
🔍 Internal developer platforms often struggle to reduce cloud sprawl and streamline workflows. Many fail not due to tools, but due to a lack of defined boundaries. 🚧 Teams rely on conventions like tags and labels, which can collapse under pressure. Successful platforms define a "tenant" as a core element, creating clear boundaries for identity, networking, and compliance. 🔑 A tenant acts as a stable workspace, ensuring security and operational guardrails are effective. It transforms chaos...
Fahmid Kabir

Next generation medical image interpretation with MedGemma 1.5 and medical speech to text with MedASR

2026-01-13 20:57
🚀 Exciting updates in healthcare AI! Google is enhancing the MedGemma model to improve medical imaging support. Alongside this, they introduced MedASR, a new open medical speech-to-text model. The adoption of AI in healthcare is happening rapidly, with the industry embracing it at twice the rate of the broader economy. The MedGemma collection has seen millions of downloads and numerous community variants. #HealthcareAI #MedTech #AIInnovation #MedGemma #MedASR

Learn How NVIDIA cuOpt Accelerates Mixed Integer Optimization using Primal Heuristics

2026-01-13 20:32
NVIDIA cuOpt is a GPU-accelerated optimization engine aimed at solving complex decision-making problems quickly. It utilizes mixed integer programming (MIP) to handle various challenges, including production planning and supply chain management. By employing accelerated primal heuristics, cuOpt significantly reduces solve times, making it effective for time-sensitive situations. Recent results from the MIPLIB benchmark show improved solution quality compared to traditional CPU solvers....
Piotr Sielski

PinLanding: Turn Billions of Products into Instant Shopping Collections with Multimodal AI

2026-01-13 20:03
Introducing PinLanding, a new AI-driven pipeline designed to create shopping collections from billions of products. 🛍️ This system leverages multimodal language models to understand user search patterns and generate collections based on product content. Key components include analyzing shopping intents, building a vocabulary of attributes, and constructing feeds for enhanced search precision. Initial results show a significant increase in unique shopping topics and improved search...
Pinterest Engineering

Why Neoclouds Are the Answer To AI Storage Lock-in

2026-01-13 20:00
AI's growth is reshaping the cloud landscape. The focus is shifting from major providers like AWS and Google Cloud to specialized services known as neoclouds. 🌥️ Neoclouds, such as CoreWeave and Lambda, offer optimized GPU services for AI tasks, attracting enterprises with better performance and lower costs. This trend encourages multi-provider strategies, helping companies avoid vendor lock-in. 🔄 To support this, a flexible storage layer is essential. Organizations can now tier data...
Jelani Harper

Open Sourcing Dicer: Databricks’ Auto-Sharder

2026-01-13 19:45
🚀 Databricks has announced the open sourcing of Dicer, their Auto-Sharder, aimed at enhancing sharded services. This initiative focuses on building highly available services that offer high performance while maintaining low costs. The Dicer project is set to benefit developers by simplifying the process of managing sharding in distributed systems. #OpenSource #Databricks #AutoSharding #TechInnovation #SoftwareDevelopment