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Friday, February 13, 2026

Better together: SPIFFE and HashiCorp Vault

2026-02-13 14:05
Unlock the potential of SPIFFE and HashiCorp Vault! 🔑✨ This article explains how to authenticate SPIFFE workloads to Vault, bridging the gap between SPIFFE-enabled and legacy systems. It covers how Vault supports SPIFFE with authentication methods, improving workload identity management across diverse environments. Key benefits include enabling interaction with non-SPIFFE systems, reducing security risks through dynamic credentials, and minting SVIDs without requiring a full SPIRE deployment....
Jessica Ang

GitHub’s Agentic Workflows bring “continuous AI” into the CI/CD loop

2026-02-13 14:00
🚀 GitHub introduces Agentic Workflows, integrating “continuous AI” into the CI/CD process. This innovation allows agents to monitor GitHub repositories and execute workflows based on events like new issues. Eddie Aftandilian from GitHub Next highlights its role in enhancing developer tasks without replacing existing CI/CD tools. Key use cases include automated status reports, issue triaging, and documentation alignment. Explore how Agentic Workflows can streamline your development process!...
Frederic Lardinois

Why 40% of AI projects will be canceled by 2027 (and how to stay in the other 60%)

2026-02-13 14:00
The race for effective AI deployment is intensifying, but 40% of AI projects may be canceled by 2027. 🚨 Organizations face three main crises: 1️⃣ **Sustainable Velocity**: Many are moving quickly but not effectively, leading to retractions in AI initiatives. 2️⃣ **Fragmentation Tax**: Disconnected systems are causing financial losses, making it hard to track and monetize AI efforts. 3️⃣ **Unified Strategy**: Success requires addressing these issues together, not in isolation. #AI #TechTrends...
Alex Drag

How to solve the context size issues with context packing with Docker Model Runner and Agentic Compose

2026-02-13 13:57
Struggling with context size limits in local language models? 🤔 Philippe, a Principal Solutions Architect, discusses how context packing can help manage these constraints effectively. When using smaller models, lengthy conversations can exceed the context window, leading to errors. He highlights ways to increase context size through configuration in Docker, enabling better handling of larger inputs. For those working with local LLMs, understanding and adjusting context windows is crucial for...
Source: Docker Blog
Yiwen Xu

How to ground AI agents in accurate, context-rich data

2026-02-13 13:00
AI agents are transforming businesses, but effective deployment requires access to organized, context-rich data. 📊 Unsorted data presents major challenges, making it crucial for enterprises to implement specialized search technologies to locate relevant information quickly. 🔍 Diverse data types, from documents to images, must be integrated for AI agents to function effectively. Ensuring accuracy is key, as even small errors can lead to significant failures. 🚀 #AI #DataManagement...
Todd R. Weiss

Stale-if-error cache-control directive now supported for all responses

2026-02-13 13:00
🚀 Exciting news for developers! Vercel CDN now supports the `stale-if-error` directive in Cache-Control headers. This feature enhances caching during origin failures. When the origin encounters an error, the CDN can serve a stale cached response instead of an error message. This applies to issues like 500 errors or network failures, ensuring applications remain available. For more details, check the documentation! 📖 #Vercel #Caching #WebDevelopment #CDN #TechNews
Source: Vercel Blog
Luba Kravchenko

Say Goodbye to “It Works on My Machine”: A Look at TeamCity’s Pretested Commits

2026-02-13 12:45
Developers often face issues when code that works locally fails in staging or production. These problems can arise from environmental differences and hidden bugs. To address this, TeamCity offers a feature called pretested commits. This process ensures that code is built and tested on TeamCity servers before it is committed, reducing the risk of broken builds. By implementing this workflow, teams can maintain a stable codebase and improve collaboration, avoiding the headaches of integration...
Dmitrii Korovin

Moving Your Codebase to Go 1.26 With GoLand Syntax Updates

2026-02-13 12:33
🚀 Exciting updates for Go developers! GoLand now supports Go 1.26 syntax updates, making it easier to modernize your code. As you update your project, GoLand highlights areas where improvements can be made without changing behavior. Key inspections include: - Pointer creation with `new()` - Type-safe error unwrapping with `errors.AsType` Upgrade your coding experience with these focused inspections! #GoLang #GoDevelopment #GoLand #CodingUpdates #SoftwareDevelopment
Artem Pronichev

Building Modular Monoliths With Kotlin and Spring

2026-02-13 12:27
Explore the evolution of software architecture with modular monoliths! Over a decade after Netflix popularized microservices, many companies are reconsidering their approach. The shift towards modular monoliths allows teams to develop independently while maintaining a single deployment unit. This tutorial covers the benefits of modular monoliths, their distinction from traditional monoliths, and how to implement them using Spring Modulith and Kotlin. #SoftwareArchitecture #ModularMonoliths...
Alina Dolgikh

Scaling LLM Post-Training at Netflix

2026-02-13 08:05
At Netflix, we are advancing Large Language Models (LLMs) through a specialized Post-Training Framework. This framework focuses on aligning LLMs with specific intents and member interactions, enhancing personalization and search experiences. The architecture supports efficient data pipelines and distributed training, enabling model developers to innovate without getting bogged down by infrastructure complexities. Key features include dynamic sequence packing and tailored optimization...
Netflix Technology Blog

New LibSSH connection plug-in for Ansible replaces Paramiko

2026-02-13 08:01
🚀 Red Hat has introduced the new libssh connection plug-in for the Ansible Automation Platform, replacing the Paramiko library. This update enhances security and performance while ensuring compliance with FIPS 140 standards. 🔗 The libssh plug-in uses the ansible-pylibssh library to improve SSH connections for network appliances, critical for environments requiring stringent security protocols. 🔧 Users can easily switch to libssh by adjusting configuration settings in their Ansible Playbooks....
Ganesh Nalawade

Supabase incident on February 12, 2026

2026-02-13 07:00
🚨 On February 12, 2026, Supabase faced a significant outage in the us-east-2 region, lasting 3 hours and 42 minutes. This impacted access to all services for customers in that area. 🔧 The outage was due to an internal monitoring deployment that unintentionally activated AWS's VPC Block Public Access feature, blocking internet traffic. 🔄 Supabase has rolled back this change, restoring normal connectivity. They are committed to improving infrastructure safeguards to prevent future incidents....

Shedding old code with ecdysis: graceful restarts for Rust services at Cloudflare

2026-02-13 06:00
🌐 Cloudflare has introduced ecdysis, a Rust library designed for zero-downtime upgrades of network services. After five years of production use, it is now open source. Ecdysis allows for graceful restarts, ensuring no connections are dropped during updates. This is crucial for services that manage millions of requests globally. The library addresses the challenges of traditional restart methods, which can lead to dropped connections and degraded performance. With ecdysis, service continuity...
Manuel Olguín Muñoz

Improving code quality - Session 66: Assertive but still worried

2026-02-13 02:00
🛠️ In the latest installment of "Improving Code Quality," Munetoshi Ishikawa discusses the implementation of a Rational class for fractions in Kotlin. The class defines a signed integer numerator and an unsigned integer denominator. A key feature is the `toIrreducible` function, which ensures fractions are represented in their simplest form. The function checks for a zero denominator, preventing errors with clear exceptions. #CodeQuality #Kotlin #Programming #SoftwareDevelopment #MobileDev

The reason AI agents shouldn’t touch your source code — and what they should do instead

2026-02-13 00:11
Dynatrace is evolving as it expands its observability platform to support autonomous operations and security. In a recent interview, Chief Technology Strategist Alois Reitbauer discusses the role of agentic AI in managing production environments. He emphasizes that AI should not directly modify source code but can change configurations safely using feature flags. This approach acts as a safety mechanism, allowing AI to make quicker decisions while maintaining control over critical changes....
Nick Lucchesi

Agents are making filesystems cool again

2026-02-13 00:00
Agent swarms are trending in 2026, showcasing their ability to tackle complex tasks. They come in two types: controlled swarms, like Cursor's demo, and uncontrolled swarms, such as OpenClaw. While impressive, these systems rely heavily on access to machines and filesystems, raising concerns for production use. Filesystems provide agents with essential memory and coordination, allowing them to share context and results effectively. However, combining filesystems with an identity control layer...
info@1password.com (Wayne Duso and Nancy Wang)

Custom Kernels for All from Codex and Claude

2026-02-13 00:00
🚀 Exciting advancements in AI coding! Codex and Claude have developed an agent skill that guides coding agents to create production-ready CUDA kernels. They successfully tackled complex tasks, generating functioning kernels for both a diffusers pipeline and a transformers model. This innovation highlights how specialized knowledge can enhance coding efficiency, even in challenging scenarios. #ArtificialIntelligence #Coding #CUDA #MachineLearning #Innovation

How high-growth teams use Lokalise to launch multilingual Webflow sites faster

2026-02-13 00:00
Unlock the potential of your multilingual Webflow sites with Lokalise! 🌐 Lokalise seamlessly integrates with Webflow to automate localization, allowing teams to launch sites faster. This integration helps businesses scale globally by utilizing AI-powered workflows. Explore how high-growth teams are streamlining their processes for effective global reach. 🚀 #Localization #Webflow #Lokalise #GlobalBusiness #AIWorkflows
Source: Webflow Blog

Sync changes with Agent Runners

2026-02-13 00:00
🚀 Exciting news for Netlify users! You can now sync changes from different agent runs directly in the Netlify dashboard. This feature is particularly useful if you’re using Netlify Drop without Git workflows. By syncing changes, teams can build and publish projects more efficiently. For instance, if you publish a landing page and update a footer separately, a sync run will ensure all updates are included when you publish. This enhancement supports smoother project management for teams...
Source: Netlify Blog

You Talked, We Listened: How Your Feedback Shaped Our New B2B Plans

2026-02-13 00:00
🚀 Exciting updates from Auth0! We’ve listened to your feedback and are enhancing our B2B plans for flexibility. Key changes include: 1️⃣ Free Plan now offers one Enterprise Connection for proof of concepts. 2️⃣ Add-On Enterprise Connections for B2B Essentials allow incremental scaling. 3️⃣ M2M Token Add-Ons provide tailored backend service options. Your input shapes our future! Share more thoughts with us. 💬 #Auth0 #B2BPlans #CustomerFeedback #TechUpdates
Source: Auth0 Blog
Alisha Tingle

Thursday, February 12, 2026

Statistical language R is making a comeback against Python

2026-02-12 22:57
📈 The latest TIOBE Index shows Python still leads as the most popular programming language, but specialized languages like R and Perl are gaining traction. 📊 R has re-entered the top 10, ranking 8th, while Perl has made a comeback to 11th place. Despite Python's decline to 21.81%, its lead remains substantial. 🔍 Analysts note that measuring popularity varies across different indexes. #Programming #DataScience #Python #TIOBE #RLanguage
Darryl K. Taft

JetBrains Academy – February Digest

2026-02-12 22:16
🚀 February is here, and JetBrains Academy has exciting updates! Join the **IntelliJ IDEA Conf** on March 26-27 for free virtual talks on Java and Kotlin. Don't miss **Python Unplugged** on March 4, featuring insights from key developers. Plus, register for the **JetBrains Youth Math Challenge** to test your skills in a fun team-based competition! #JetBrains #TechEvents #Python #Java #MathChallenge
Maria Sharobaeva

Getting the Full Picture: Unifying Databricks and Cloud Infrastructure Costs

2026-02-12 22:00
Discover how to effectively manage total cost of ownership (TCO) on Databricks. 🧮 The article highlights the importance of unifying Databricks and cloud infrastructure costs. It emphasizes the need for automated cost dashboards that meet the needs of FinOps and Platform teams. Learn how to enhance your AI and data investment strategies. 📊 #Databricks #CloudCosts #FinOps #DataManagement #AI

Your RAG System is probably image-blind, but it doesn’t have to be

2026-02-12 20:00
Unlocking the full potential of enterprise data involves moving beyond traditional "text RAG" systems. 📊 Many organizations overlook visual data like diagrams and images, limiting their insights. Multimodal RAG integrates text and visuals for better context, user experience, and accuracy. Use cases span e-commerce, manufacturing, healthcare, and insurance, enhancing functionality and reducing errors. Adopting a unified vector space and hybrid search can bridge the gap between text and images...
Tushar Madaan

Welcome to the future of creating and editing in Confluence with Atlassian Rovo

2026-02-12 19:10
🚀 Exciting news for teams using Confluence! Atlassian Rovo is here to transform content creation and editing. It helps teams overcome challenges like blank page anxiety and manual formatting. With Rovo, you can quickly turn ideas into polished drafts, pulling in data from various sources for context-rich content. This means less time on setup and more focus on collaboration and creativity! ✍️✨ #Atlassian #Confluence #ContentCreation #AI #Teamwork
nsanchez@atlassian.com

VS Code becomes multi-agent command center for developers

2026-02-12 18:38
🚀 Microsoft is set to enhance Visual Studio Code (VS Code) in its January 2026 release (v1.109), turning it into a multi-agent command center for developers. This update allows users to work with multiple AI tools like GitHub Copilot, Claude, and Codex simultaneously. Developers can now manage tasks more efficiently by leveraging each agent's strengths without switching platforms. Additionally, the new unified session management system provides a single dashboard for tracking all agent...
Darryl K. Taft

How Cisco’s partnerships with LISC, Per Scholas are building resilience in Western North Carolina

2026-02-12 18:09
Cisco is partnering with LISC and Per Scholas to strengthen resilience in Western North Carolina following Hurricane Helene. 🌪️ These collaborations aim to support small businesses and create pathways to tech careers, fostering long-term economic recovery in the region. Together, they focus on rebuilding the local economy and empowering communities. 💼 #Cisco #EconomicRecovery #TechCareers #CommunitySupport #LISC
Julie Rose

OpenAI’s new Codex Spark model is built for speed

2026-02-12 18:00
🚀 OpenAI has launched the new Codex Spark model, focusing on speed and reduced latency. This model achieves over 1,000 tokens per second, making it ideal for rapid prototyping and quick code edits. While it has a smaller context window and is text-only, it allows for fast iterations. Available now for ChatGPT Pro users, Codex Spark is designed to complement the existing GPT-5.3-Codex model. #OpenAI #CodexSpark #AI #SoftwareDevelopment #TechInnovation
Frederic Lardinois

How low-bit inference enables efficient AI

2026-02-12 18:00
Advancements in AI are reshaping industries, with large models like Kimi-K2.5 and GLM-5 leading the way. These models excel in various applications but demand significant memory and power. ⚡ To address these challenges, low-bit inference techniques are crucial. They enhance efficiency by reducing the resources needed for AI tasks. Dropbox Dash exemplifies this, delivering quick AI-driven insights while managing resource use effectively. 📊 Explore the landscape of low-bit compute and its...
Hicham Badri,Appu Shaji

Launching Interop 2026

2026-02-12 17:07
🚀 The Interop Project aims to enhance web compatibility for users and developers alike. Key players like Apple, Google, Microsoft, and Mozilla are collaborating to evaluate proposals based on stable standards and comprehensive test coverage. Their focus is on balancing developer needs with available resources. 📊 Looking back at Interop 2025, the overall score improved from 25 to 95, highlighting significant advancements in cross-browser features such as Same-Document View Transitions and CSS...
Jake Archibald

Trusting the Untestable: Validation and Diagnostics for the Doubly Robust Models

2026-02-12 17:07
🚗📊 Lyft explores the use of quasi-experimental methods like Augmented Inverse Propensity Weighting (AIPW) to measure causal impacts when A/B testing isn't feasible. These methods help assess partnerships, long-term effects, and data biases. Validation and diagnostics are crucial to ensure accurate results, focusing on confounders and model integrity. Learn more about the importance of trust in non-randomized measurements! #CausalInference #DataScience #QuasiExperiments #LyftEngineering
Shima Nassiri

How everyone and anyone can use AI for good

2026-02-12 17:00
🌍 AI technology is being used for humanitarian and environmental efforts, with notable examples like start-ups tackling climate change and health diagnostics. However, you don’t need major backing to contribute to positive change. This article explores how anyone can harness AI for good. It emphasizes the importance of balancing progress with awareness of potential negative impacts. #AIForGood #TechForChange #Sustainability #HumanitarianAid #InnovateResponsibly
Phoebe Sajor

Rovo Dev is now generally available in VS Code

2026-02-12 17:00
🚀 Rovo Dev is now available in VS Code! This new feature enhances the Atlassian VS Code extension, connecting developers to Jira, Bitbucket, and more. Rovo Dev is an AI agent that helps with planning, coding, reviewing, and shipping—all within your IDE. By integrating with Atlassian tools and third-party platforms, Rovo Dev minimizes workflow disruptions, allowing developers to stay focused. You can ask questions, automate tasks, and receive alerts without leaving your coding environment....
Jovana Dunisijevic

Securing modern workloads with HashiCorp Vault and WIF

2026-02-12 17:00
🔒 Modern enterprises face challenges with static credentials and perimeter-based security in cloud-native environments. HashiCorp Vault, paired with workload identity federation (WIF), addresses these issues by enforcing zero trust principles. ⚠️ Static secrets expose organizations to risks like credential leaks and overprivileged roles. Recent incidents highlight the dangers of "secret zero," the initial credential needed to access Vault. 🔑 WIF with Vault removes the need for static secrets,...
Nesh Chandarana

IP Is Better Than Ever with Integrated Performance Measurement

2026-02-12 16:00
As networks grow more complex, especially with AI applications, understanding performance is essential. The article discusses Integrated Performance Measurement (IPM) as a solution to enhance visibility and insights in AI data center networks. Traditional probing methods face limitations in scalability, accuracy, and visibility, making IPM a crucial advancement for optimizing network health. Explore how IPM can transform network performance! 🌐📊 #NetworkPerformance #AI #IntegratedMeasurement...
Clarence Filsfils

How intelligent orchestration transforms software innovation

2026-02-12 16:00
The software industry is undergoing a significant transformation due to breakthrough AI models like Gemini 3, Opus 4.5, and GPT-5.2. These advancements have led to engineers relying on AI for up to 90% of their production code. 🤖 However, true innovation speed involves more than just faster coding. Organizations must optimize all stages of software development, including quality assurance and security, to fully leverage AI's capabilities. A recent GitLab survey revealed a 48% increase in...
Manav Khurana

Making the Case for Cisco N9000 for Front-End & Back-End Networks

2026-02-12 16:00
Cisco has enhanced its N9000 data center switching portfolio for the AI era. 🚀 These switches are designed for operational resiliency, security, and flexible management, meeting the demands of AI workloads across various markets, including enterprise and cloud. 🤖 The partnership with NVIDIA supports scalable AI networks from core to edge, reflecting a shift in networking needs as enterprises prioritize connectivity and observability for AI applications. 📈 Discover more about the flexible...
Scott Raynovich

Dyson Sphere Program - new multithreading dev log & full AMD Ryzen Threadripper PRO breakdown

2026-02-12 16:00
🚀 Exciting updates from Youthcat Games on the Dyson Sphere Program! The team has revamped the multithreading system, enhancing performance by up to 88%. This overhaul includes custom core binding and dynamic task allocation, aiming to support complex gameplay as players build their interstellar empires. With the game's increasing demands, these improvements are crucial for maintaining smooth performance. #DysonSphereProgram #GameDevelopment #Multithreading #PerformanceBoost #YouthcatGames

The hidden reason database debt is ten times harder to fix than code

2026-02-12 15:00
Managing technical debt in databases is notably more challenging than in application code. The stateful nature of databases creates inertia against change, making it harder to implement updates. Compliance and safety layers add to this complexity, often requiring extensive planning. Investing in database knowledge and designing effective data models can mitigate future issues. Understanding database internals is crucial for optimal performance. #DatabaseManagement #TechnicalDebt...
Wen Jie Teo