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Thursday, January 15, 2026

The New Threats: Attackers Don’t Just Break In, They Blend In

2026-01-15 23:00
In today's security landscape, attackers are increasingly blending into systems rather than breaking in. They mimic legitimate workloads, making detection challenging until it's too late. A recent example is the RustyWater implant associated with the Muddy Water threat, which operates quietly, avoiding noticeable side effects. This shift has led to a focus on visibility in monitoring systems, but understanding incidents alone isn't enough for containment. As execution becomes easier in modern...
Kavi Daula

Unlocking health insights: Estimating advanced walking metrics with smartwatches

2026-01-15 22:56
Recent research highlights the effectiveness of smartwatches in estimating gait metrics, such as walking speed and step length. 📊 Traditionally, measuring these metrics required specialized equipment, but smartwatches provide a practical solution for continuous tracking. This study confirms that they can deliver accurate results comparable to smartphones. 🕒 A deep learning model was developed to enhance this capability, using user height and IMU data for precise measurements. #Smartwatches...

Amazon EC2 X8i instances powered by custom Intel Xeon 6 processors are generally available for memory-intensive workloads

2026-01-15 22:52
🚀 AWS has announced the general availability of Amazon EC2 X8i instances, designed for memory-intensive workloads. These next-gen instances are powered by custom Intel Xeon 6 processors and are SAP-certified, delivering superior performance and memory bandwidth. X8i instances offer up to 6 TB of memory, 43% higher performance than previous generations, and support various applications like SAP HANA and data analytics. Available in 14 sizes, including bare metal options, they provide up to 100...
Source: AWS Blog
Channy Yun (윤석찬)

How a Mock LLM Service Cut $500K in AI Benchmarking Costs, Boosted Developer Productivity

2026-01-15 22:02
🚀 A recent article highlights how Salesforce's internal LLM mock service has transformed AI benchmarking. By simulating LLM behavior, the team saved over $500K annually on costs while improving developer productivity. This mock service allows for performance validation without relying on live LLM providers, reducing variability and external dependencies. The approach enhances scalability and reliability, enabling engineers to focus on system improvements. #Salesforce #AI #Benchmarking...
Scott Nyberg

Start Small and Go Big With Open Source Gonzo for Observability

2026-01-15 22:00
Unlock the potential of your logs with Open Source Gonzo for Observability! 🚀 Gonzo enables users to analyze logs using large language models (LLMs), highlighting critical metrics and patterns. This approach simplifies data analysis, especially as AI-generated code increases complexity. Getting started is easy! Install Gonzo via Homebrew or Nix package manager, and create mock applications to generate useful logs. Explore how Gonzo can scale your observability efforts! 📈💻 #Observability...
B. Cameron Gain

Solving the Problems That Accompany API Sprawl With AI

2026-01-15 21:00
API sprawl can create security risks and limit potential revenue for organizations. 🌐 Neeraj Nargund from IBM emphasizes the importance of automated discovery and governance as businesses scale their APIs. This oversight is crucial to manage numerous APIs effectively. Smart APIs, enhanced with AI, provide solutions by adapting to contexts and improving governance. IBM’s API Connect aims to address these challenges in its latest version. 🤖💡 #APISecurity #SmartAPIs #AI #IBM #TechTrends
Heather Joslyn

When protections outlive their purpose: A lesson on managing defense systems at scale

2026-01-15 20:54
GitHub recently addressed issues with outdated defense mechanisms that were blocking legitimate users. 🚫 User feedback revealed that protections added during past incidents were still in place, causing "Too many requests" errors during normal usage. Investigations showed these rules, originally designed to combat abuse, were inadvertently affecting genuine requests. 🔍 The findings highlight the importance of observability and lifecycle management in maintaining effective defense systems....
Thomas Kjær Aabo

MongoDB.local San Francisco 2026: Ship Production AI, Faster

2026-01-15 20:15
🚀 Exciting updates from MongoDB.local San Francisco! MongoDB has announced new capabilities that streamline the transition from AI prototype to production. Key highlights include the launch of the Voyage 4 model family, enhancing AI search experiences, and the new voyage-multimodal-3.5 model for video content. Additionally, Automated Embedding simplifies semantic search within MongoDB Community Edition, allowing for efficient data retrieval without extra management tasks. Explore these...
Source: MongoDB Blog

ScyllaDB’s New Cloud Challenges DynamoDB Cost, Performance

2026-01-15 20:05
🚀 ScyllaDB has launched ScyllaDB X Cloud, a new database service that aims to match AWS DynamoDB's performance while cutting costs by 50%. This service features rapid scalability, allowing databases to grow significantly while maintaining low latency. It utilizes a tablet-based architecture for efficient resource use and enhanced performance. Key features include autoscaling, high storage utilization, and data compression up to 80%. Many major companies already use ScyllaDB for their high-...
Joab Jackson

Building Custom Containers for Cisco Modeling Labs (CML): A Practical Guide

2026-01-15 19:08
Unlock the potential of Cisco Modeling Labs (CML) by building custom containers! 🚀 The latest article delves into how these containers enhance flexibility and efficiency in simulation environments. Unlike traditional VMs, custom containers enable seamless integration with tools, automation, and applications. Learn the step-by-step process for creating CML-ready containers to maximize your network simulations. 🖥️🔧 #Cisco #Networking #Containers #CML #TechInnovation
Ralph Schmieder

Introducing OptiMind, a research model designed for optimization

2026-01-15 18:49
🚀 Introducing OptiMind, a new research model by Microsoft Research aimed at streamlining optimization workflows. This innovative tool translates natural language problem descriptions into formal mathematical models, reducing time and expertise needed for formulation. OptiMind enhances efficiency in optimization tasks. #Optimization #AI #MicrosoftResearch #MachineLearning #Innovation

Level 3 AI Collaboration: The Sweet Spot for Developers

2026-01-15 18:00
Discover the insights from Chapter 5 of “AI for the Enterprise: The Playbook for Developing and Scaling Your AI Strategy.” 📘 The chapter discusses a "two-speed" AI investment model that can enhance productivity and provide a competitive edge for enterprises. It emphasizes the need to balance AI autonomy with human oversight. Peter Szel outlines five levels of AI collaboration, from manual coding to fully autonomous execution. This framework helps organizations navigate the complexities of AI...
Jennifer Riggins

AI turns software engineers into product engineers

2026-01-15 18:00
The software development lifecycle is undergoing a significant change. Traditionally, Product Managers defined specs while engineers built the product. With AI coding tools, the time to create prototypes has drastically reduced. Now, the focus shifts from building to understanding what should be built. As implementation becomes easier, the challenge lies in defining valuable features. This transformation marks the rise of the Product Engineer, where understanding user needs is crucial. Speed...
Atlassian

Toxic positivity at work: how to spot it and squash it

2026-01-15 17:25
Toxic positivity can undermine workplace morale by invalidating negative emotions. 😔 While positivity is beneficial, excessive optimism can lead to dismissive attitudes towards genuine concerns. It's crucial to acknowledge all feelings and support colleagues through challenges. To combat this, encourage open discussions, validate experiences, and offer genuine support. 💬 #WorkplaceWellness #MentalHealthAwareness #ToxicPositivity #TeamSupport #Resilience
Atlassian

How AI turns product managers back into builders

2026-01-15 17:00
AI is transforming how product teams operate, emphasizing the importance of "AI fluency." Aakash Gupta outlines a practical approach for product managers, designers, and engineers to develop this fluency through hands-on building. Starting with quick prototypes, teams can explore AI tools without heavy resource commitments. As they refine their processes, these prototypes can evolve into valuable workflows and even code implementations. Leaders are encouraged to model AI adoption by actively...
Atlassian

Building your AI skillset: Accelerate your career with Databricks Certifications

2026-01-15 16:16
In the fast-evolving data and AI landscape, enhancing your skillset is crucial. 🌐 Databricks Certifications can help professionals distinguish themselves in a competitive job market. These certifications offer training and knowledge essential for success in data and AI roles. 💻 Investing in your education could accelerate your career and open new opportunities. 📈 #Databricks #AI #CareerDevelopment #Certifications #DataScience

Optimize Search Precision with Reranking on Heroku AI

2026-01-15 16:00
🚀 Exciting news! Heroku has announced the general availability of reranking models on Managed Inference and Agents, featuring support for Cohere Rerank 3.5 and Amazon Rerank 1.0. These semantic reranking models enhance search precision by scoring documents based on relevance to specific queries. They help filter out noise and reduce costs in the RAG pipeline. To implement, simply provision a model via the Heroku CLI and use the Rerank API to retrieve the best answers for your queries. For...
Source: Heroku Blog
Anush DSouza

Navigating Firewall Migrations: Best Practices and Palo Alto to Cisco Next-Gen Firewall Specifics

2026-01-15 16:00
🚀 Migrating firewalls from Palo Alto to Cisco can be complex. This article outlines best practices for a smooth transition, focusing on unique considerations for this specific migration. Key factors include the need for comprehensive documentation, understanding of identity solutions, and thorough pre-migration cleanup. Planning is crucial, especially in a 24/7 environment. Successful execution and post-migration activities are also emphasized. #FirewallMigration #Cybersecurity #Cisco...
Kyle Barnes

How to Train an AI Agent for Command-Line Tasks with Synthetic Data and Reinforcement Learning

2026-01-15 16:00
🚀 Discover how to train an AI agent for command-line tasks using synthetic data and reinforcement learning! In this article, a custom Bash agent evolves to operate the LangGraph Platform CLI. This involves teaching the agent to perform advanced tasks like starting servers and building containers through a controlled command interface. 🤖 The process combines synthetic data generation and reinforcement learning, ensuring efficient and safe training. The agent can propose commands, seek human...
Chris Alexiuk

StyleX vs. Tailwind: Meta’s Take on CSS-in-JS Maintainability

2026-01-15 15:34
Meta’s StyleX is emerging as a key player in the CSS-in-JS landscape, aiming to enhance maintainability and scalability for large applications. 🖥️ Unlike Tailwind, StyleX is not a framework but a JavaScript library that Meta uses across its platforms, including Facebook and Instagram. Melissa Liu highlights that managing thousands of components for millions of users requires a system that avoids conflicts in styling, which traditional CSS struggles with. Learn more about how StyleX addresses...
Richard MacManus

Parking Pains? Not Anymore! See how HL Robotics and Cisco can help

2026-01-15 15:25
🚗✨ Say goodbye to parking troubles! HL Robotics' Parkie and Cisco's Ultra-Reliable Wireless Backhaul (URWB) tech are revolutionizing the parking experience. This automated solution offers convenience and efficiency, making tight spots and door dings a thing of the past. Watch the video to see this innovation in action! #AutomatedParking #HLRobotics #Cisco #SmartTech #ParkingSolutions
Patricia Costa

How Stack Overflow is taking on spam and bad actors

2026-01-15 15:00
🚀 Stack Overflow is enhancing user experience by tackling spam and bad actors. They've formed a new Moderation Tooling team to develop advanced systems that identify and filter out spam before it disrupts the platform. By using vector embeddings and cosine similarity, they achieved a 50% reduction in the time spam remains visible. Community support is crucial in this effort, with special thanks to the Charcoal team for their ongoing contributions. #StackOverflow #SpamDetection #UserExperience...
Kate Smith

Lessons from 2 Years of Integrating AI into Development Workflows

2026-01-15 14:00
Integrating AI into development workflows has transformed engineering practices over the past two years. Success lies in applying AI where it truly matters, such as easing context switching and understanding legacy systems. AI tools have accelerated adoption of unfamiliar technologies and streamlined testing processes. Context-aware AI brings significant productivity gains by understanding existing code structures, making debugging more efficient. #AIDevelopment #TechInnovation #Engineering...
Nishant Ghan

Human Native is joining Cloudflare

2026-01-15 14:00
🌐 Cloudflare has acquired Human Native, a UK-based AI data marketplace. This move aims to enhance the transformation of multimedia content into searchable data. 📊 Human Native focuses on providing high-quality, licensed data to AI developers, improving AI performance. Their approach emphasizes treating data as a valuable asset. ⚖️ With this acquisition, Cloudflare plans to support content creators in controlling how their work is accessed by AI systems. New tools like AI Crawl Control and Pay...
James Smith

Permission-Aware RAG: End-to-End Testing with the SpiceDB Testcontainer

2026-01-15 14:00
Unlocking the power of GenAI comes with challenges, particularly around unauthorized data access. Companies developing Retrieval-Augmented Generation (RAG) features often face risks when models return restricted information. Traditional authorization methods struggle in dynamic contexts, making modern systems like SpiceDB essential for fine-grained access control. OpenAI leverages SpiceDB to secure billions of documents for millions of users. This article discusses integrating SpiceDB with...
Source: Docker Blog
Jennifer Kohl

OpenCode with Docker Model Runner for Private AI Coding

2026-01-15 13:47
Unlock the potential of AI-assisted coding while maintaining control over your data! 🔑💻 The combination of OpenCode and Docker Model Runner offers a privacy-first solution for modern development. OpenCode integrates with various model providers, ensuring flexibility in your coding workflow. 🛠️ This setup allows teams to manage their infrastructure and costs effectively, while using familiar APIs. Whether you're customizing configurations globally or for specific projects, this guide provides...
Source: Docker Blog
Yiwen Xu

Stop Wasting AI Investment on a Broken Change Approval Process

2026-01-15 13:00
Change approval processes are hindering software delivery, especially as teams adopt AI tools. Many organizations find their AI investments ineffective due to outdated approval methods. Streamlining change approval through peer reviews and automation is essential. Working in small batches can enhance throughput, quality, and compliance without sacrificing safety. Research supports the benefits of small batches and efficient approvals. Investing in these areas can lead to significant...
Steve Fenton

Cisco’s Journey in AI Workforce Transformation

2026-01-15 13:00
🌟 Cisco’s latest AI research highlights the transformative impact of AI on employee engagement and growth. Over the past 18 months, Cisco has invested in AI tools to enhance work experiences. Findings show that AI not only boosts individual engagement but also strengthens retention and productivity. Employees using AI report higher confidence in their roles and quicker career advancements. #Cisco #AI #WorkplaceInnovation #EmployeeEngagement #CareerGrowth
Kelly Jones

Enhanced Observability for Hono and Express projects

2026-01-15 13:00
🚀 Exciting updates for Hono and Express projects! Users can now opt into an experimental build mode that enhances log filtering by route, similar to Next.js. This update also improves module resolution in the build pipeline. Key features include: - No file extensions needed for relative imports - Support for TypeScript path aliases - Better ESM and CommonJS interoperability To enable this feature, set VERCEL_EXPERIMENTAL_BACKENDS=1 in your environment variables. #Hono #Express #WebDevelopment...
Source: Vercel Blog
Jeff See

Experimental build mode for Hono and Express projects

2026-01-15 13:00
🚀 Exciting news for developers! A new experimental build mode is now available for Hono and Express projects. This mode allows users to filter logs by route, similar to Next.js. Key updates include: - No file extensions needed for relative imports - Support for TypeScript path aliases - Enhanced ESM and CommonJS interoperability To enable this feature, set VERCEL_EXPERIMENTAL_BACKENDS=1 in your environment variables. #Hono #Express #WebDevelopment #Coding #TechUpdates
Source: Vercel Blog
Jeff See

On-demand Vercel Agent code reviews

2026-01-15 13:00
🚀 Exciting news for developers! You can now trigger an on-demand Vercel Agent code review directly from your GitHub pull requests. Just click the "Review with Vercel Agent" button when comments are posted. For those seeking more control, consider enabling automatic code reviews in Team Settings. Get started by installing the Vercel GitHub App or check out the documentation for details. #Vercel #CodeReview #GitHub #DevTools #SoftwareDevelopment
Source: Vercel Blog
Dan Fox

OpenResponses API now supported on Vercel AI Gateway

2026-01-15 13:00
🚀 Exciting news! Vercel AI Gateway is now a launch partner for the OpenResponses API by OpenAI. This open-source specification allows seamless multi-provider AI interactions. Key features include: - Text generation and message responses - Real-time streaming of tokens - Tool calling with structured arguments - Image input for vision-capable models - Configurable reasoning levels Use your AI Gateway key to access these capabilities and explore more complex interactions. Check the documentation...
Source: Vercel Blog
Jerilyn Zheng

SSH into running Vercel Sandboxes with the CLI

2026-01-15 13:00
🚀 Exciting update for Vercel users! You can now use the Vercel Sandbox CLI to open secure, interactive shell sessions to your running Sandboxes. This feature helps maintain your connection by extending the Sandbox timeout in 5-minute increments, lasting up to 5 hours. For further details, check the Sandbox CLI documentation. #Vercel #DevTools #SandboxCLI #WebDevelopment #TechUpdate
Source: Vercel Blog
Tom Lienard

TransformConf: a New Conference on AI in Software Development

2026-01-15 12:43
📢 Exciting news for software developers! TransformConf, a new conference on AI in software development, will take place on September 15–16, 2026, in London, UK. AI is increasingly central to development, with 85% of developers using it daily. This event aims to foster practical discussions and insights on integrating AI into workflows. Expect educational talks, peer discussions, and networking opportunities across various topics. Early bird tickets are available now! 🎟️ #TransformConf #AI...
Aleksandra Krupskaya

Scala 3.8 Support in the Scala Plugin

2026-01-15 12:08
🚀 Scala 3.8 is nearing its release, marking the last major update before the feature freeze. This version introduces new features, while Scala 3.9 will serve as the Long-Term Support release. One highlight is the new "into" modifier, enhancing type conversion without needing implicit imports. Additionally, Scala 3.8 now requires JDK 17 or higher, with IntelliJ IDEA providing warnings for incompatible versions. Stay tuned for more updates! 📅✨ #Scala #Programming #SoftwareDevelopment #Java #JDK17
Maciej Gorywoda

Transforming enterprise workflows: How IBM is unlocking AI's potential

2026-01-15 08:40
IBM is making strides in integrating AI into enterprise workflows. In a recent episode of Leaders of Code, Jody Bailey interviews Matt Lyteson, IBM's CIO of Technology Platform Transformation. They discuss the strategic adoption of AI, emphasizing the importance of employee engagement with automation. Key challenges highlighted include data privacy, security, and the need for workforce reskilling. For more insights, connect with Matt Lyteson on LinkedIn! 🤖💼 #AI #EnterpriseSolutions...
Katja Skafar

A deep dive into OpenShift Container Platform 4.20 performance

2026-01-15 08:00
🚀 A recent article explores the performance of OpenShift Container Platform 4.20, focusing on the Telco Core Reference Design and data plane workloads. The study compared three networking configurations: OVN-Kubernetes, MACVLAN, and SR-IOV, assessing their stability and throughput under varying control plane churn rates. Results showed SR-IOV and MACVLAN provided the highest throughput with minimal impact, while OVN-K experienced significant degradation. Notably, pod readiness latency...
Simone Ferlin-Reiter, Raviteja Sahukari

Introducing the Dynamic Plug-ins Factory for Developer Hub

2026-01-15 08:00
🚀 Introducing the Dynamic Plug-ins Factory for Developer Hub! This new tool simplifies the Backstage plug-in build process by allowing platform engineers to define build parameters with configuration files, eliminating the need for complex setups. No more Node.js or Yarn needed—just a container engine like Podman or Docker. This factory ensures clean, reproducible builds every time! 🛠️ Explore how to set up and use this innovative tool in the full article. #DeveloperHub #Backstage #Plugins...
Evan Shortiss

Opening the AWS European Sovereign Cloud

2026-01-15 07:12
🌍 Exciting news for European organizations! The AWS European Sovereign Cloud is now available, designed to meet strict sovereignty requirements for public sector and regulated industries. This new cloud infrastructure ensures data residency and operational control within the EU, featuring a dedicated AWS Region in Brandenburg, Germany. AWS plans to expand its services across Europe, enhancing data protection and operational autonomy. #AWSEurope #CloudInfrastructure #DigitalSovereignty...
Source: AWS Blog
Sébastien Stormacq