How Praktika uses GPT-4.1 and GPT-5.2 to build adaptive AI tutors that personalize lessons, track progress, and help learners achieve real-world language fluency
22 Jan
21 Jan
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Platform engineering adoption is critical. Discover how developer experience, onboarding, and MVP platforms drive successful internal developer platforms.
With Platform Orchestration becoming integral to the way companies build and deploy to their cloud native setups, we find ourselves on the cusp of a new phase in the cloud wars.
What enterprises actually want from platform engineering service providers: Beyond tools to transformation
Platform EngineeringPlatform engineering success hinges on organizational alignment and cultural shift, not just tools. Discover what enterprises actually prioritize in service providers: from trust and workflow understanding to context-specific adaptation and stakeholder translation to win big in the $50B market.
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Discover the top 10 platform engineering tools for 2025, spanning CI/CD, orchestrators, portals, IaC, and more. Learn how to build cutting-edge Internal Developer Platforms
Terraform vs. Pulumi vs. Crossplane: Choosing the right IaC Tool for your platform
Platform EngineeringA practical guide comparing Terraform, Pulumi, and Crossplane for platform engineers and DevOps teams. Learn key differences, strengths, and how to choose the best IaC tool for your infrastructure needs.
TEFCA is turning “voluntary” healthcare data exchange into de facto mandatory compliance - forcing platform teams to rebuild consent, governance, and multi-state policy controls. Here’s how to scale it with policy-as-code.
Most platform engineering initiatives fail despite great tech. The secret? Think like a product manager, treat your developers as customers and focus on developer adoption over automation.
KubeCon Paris 2024 was more about the capabilities and the interfaces with the Platforms.
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Security platform engineers embed security into Internal Developer Platforms, automating controls and ensuring secure-by-default practices for faster, safer, and compliant software delivery.
Learn what 2,000 students taught us about platform engineering. Discover why senior engineers and platform leaders are the primary audience, and how our single course evolved into a certification architecture for shared team language and best practices.
With cloud costs skyrocketing, and increasing complexity driving larger and larger headcounts, engineering costs are ballooning and platform engineering could be the solution.
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Learn how to optimize platform engineering with effective “vendor engineering” vendor management strategies, focusing on technical fit, business alignment, and long-term success.
Platform engineering tools you need for 2026, framed by adoption-first thinking, three-tier architecture, and the must-know stack from K8s to AI.
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Developer flow state vs. infrastructure safety: It's a false choice. Discover the breakthrough that makes governance work with developers, not against.
Discover the hot trends shaping platform engineering for AI and learn more about the shift toward autonomous, governance-first, and unified DevOps/MLOps workflows.
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Many companies don’t fail to implement an Internal Developer Platform (IDP) because of a lack of technical skills: they fail because of an education gap.
Insights from over 500 engineers. Explore the shift to 'AI-native,' the 'dual mandate,' 'shifting down,' and key trends for 2026.
Evaluate 10 FinOps tools platform engineers need in 2026 for Kubernetes-native, multi-cloud cost optimization. Focus on API-first architecture, GitOps, and the 4Rs framework.
Platform Engineers balance simplicity and flexibility with Kubernetes. By leveraging its consistent API and integrating data management, they reduce technical debt and streamline infrastructure management.
Many organizations are stifling developer creativity at the expense of their bottom line. Learn how to drive developer joy and why it pays off.
Learn best practices for seamless platform tool migrations: reduce disruption, maintain developer productivity, and ensure smooth adoption
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Virtual clusters increase the productivity of platform engineering teams by enabling self-service for developers, by reducing Kubernetes sprawl, and by providing more fine-grained control over Kubernetes environments.
There are numerous other experiences from which we can learn as we deliver solutions for our fellow developers. These experiences can help us identify areas where we can improve and continue to innovate in the platform space to assist our developers in supporting the missions of our companies.
Simplifying cloud-to-cloud migrations: A strategic approach for platform engineers
Platform EngineeringStreamline cloud-to-cloud migrations by automating resource discovery, ensuring compliance, and visualizing architecture for a faster, secure transition.
New reference architectures for IDPs on AWS, GCP, and Azure: Version 2.0 now available
Platform EngineeringExplore version 2.0 of cloud-agnostic IDP reference architectures for AWS, GCP, and Azure, featuring multi-platform support, AI integration, and embedded security for modern enterprise platform teams.
Platform engineering boosts developer productivity by creating self-service platforms. Learn what platform engineers do, why demand is rising, and how to become one.
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2024 was a landmark year for platform engineering, exemplified by explosive growth, PlatformCon's massive success, certifications, training, and its rise in Gartner Hype Cycles.
Kyverno with CEL support provides Policy-as-Code for Kubernetes governance. Enforce security, automate guardrails, and boost developer velocity for platform engineering teams.
SSL (Secure Sockets Layer) is a security protocol that functions to secure communication between clients and servers over the Internet. ... Read More The post How to Install Let’s Encrypt on AlmaLinux 10 appeared first on RoseHosting.
You are replacing the window procedure, not the dialog procedure. The post On the proper usage of a custom Win32 dialog class appeared first on The Old New Thing.
‘Largest Infrastructure Buildout in Human History’: Jensen Huang on AI’s ‘Five-Layer Cake’ at Davos
NvidiaAI is becoming the foundation of the “largest infrastructure buildout in human history,” spanning energy and computing infrastructure, AI models and applications, NVIDIA founder and CEO Jensen Huang said during a World Economic Forum discussion with BlackRock CEO Larry Fink.
Discover how Higgsfield gives creators cinematic, social-first video output from simple inputs using OpenAI GPT-4.1, GPT-5, and Sora 2.
When it comes to building tech initiatives, we often say that they should be treated as products in order for them to succeed. Treating your internal APIs as a product means that you’re not just thinking about the utilitarian nature of your systems — you’re thinking about internal users as consumers, and thereby prioritizing the ...
When you work on B2B SaaS apps used by large customer organizations, synchronizing those customers’ users within your software system is tricky! You must synchronize user profile information and the user attributes required for access control management. Customers with large workforces may have thousands of users to manage. They demand a speedy onboarding process, including automated user provisioning from their…
Edu for Countries is a new OpenAI initiative helping governments use AI to modernize education systems and build future-ready workforces.
Our latest report reveals stark differences in advanced AI adoption across countries and outlines new initiatives to help nations capture productivity gains from AI.
In the age of AI coding, code quality still matters
20 Jan
OpenAI and the Gates Foundation launch Horizon 1000, a $50M pilot advancing AI capabilities for healthcare in Africa. The initiative aims to reach 1,000 clinics by 2028.
Stargate Community plans detail a community-first approach to AI infrastructure, using locally tailored plans shaped by community input, energy needs, and workforce priorities.
Dealing with emergencies. The post Microspeak: On fire, putting out fires appeared first on The Old New Thing.
In my time as a developer, I have noticed that one of the most common ways my coworkers spend time coding outside of work is by developing little code snippets or apps that solve problems in their everyday lives. From household budgeting, to managing workouts on rowing machines, to generating a Taco Bell order, these projects allow devs to explore…
Pawel Chrzaszcz highlights how MongooseIM 6.5 simplifies integration with a production-ready RabbitMQ event pusher. The post MongooseIM 6.5: Open for Integration appeared first on Erlang Solutions.
We’ll explore how to use GSAP’s Flip plugin to animate dynamic grid layout changes, showing how grid items can resize and rearrange fluidly.
66 billion bot requests analysis: AI bots rise, SEO tools shrink, and search engines hold their ground
HostingerFor website owners, attracting visitors and turning them into clients has always been the main goal – and challenge. But today, it’s not only about getting to the top of search re… The post 66 billion bot requests analysis: AI bots rise, SEO tools shrink, and search engines hold their ground appeared first on Hostinger Blog.
Model Context Protocol (MCP) had a banner year in 2025. Since MCP was first released in November 2024, the protocol has exploded with thousands of public MCP servers and millions of monthly SDK downloads. Everyone from Microsoft to Google has adopted MCP in their quest for agentic AI. However, right when MCP was celebrating its ...
ServiceNow expands access to OpenAI frontier models to power AI-driven enterprise workflows, summarization, search, and voice across the ServiceNow Platform.
AI agents are quickly becoming part of everyday enterprise development. They summarize emails, coordinate calendars, query internal systems, and automate workflows across tools. But once an AI agent needs to access an enterprise application on behalf of a user, things get complicated. How do you securely let an AI-powered app act for a user without exposing credentials, spamming consent prompts,…
Twitter's descent into a gutter of the lowest order has been wrenching: Elon Musk’s Grok and the Mass Undressing Scandal As I draft this, a week later, it appears pressure from civil society, investigations by regulators, and outright bans on multiple continents have forced Musk to back down to an uncertain degree. As this scandal roiled, Twitter's apps have been…
We are announcing a new Crystal release 1.19.1 with two regressions fixed. See the release notes of 1.19.0 for all the changes introduced in Crystal 1.19. Pre-built packages are available on GitHub Releases and our official distribution channels. See crystal-lang.org/install for installation instructions. Stats Section titled Stats This release includes 2 changes since 1.19.0 by 1 contributor. We thank all…
Experience the classic OpenStreetMap style in a dark mode. It offers cartography with high-contrast icons, colours, and typography to ensure perfect clarity against the dark background.
ChatGPT is rolling out age prediction to estimate if accounts are under or over 18, applying safeguards for teens and refining accuracy over time.
Serverless Framework's Q1 2026 newsletter covering Lambda managed instances, durable functions, native AppSync support, built-in pruning, AWS SSO login, and plugin-to-core integrations.
19 Jan
HTTPS is the secure form of the Hypertext Transfer Protocol (HTTP). It employs the SSL/TLS protocol for encryption and authentication, ... Read More The post How to Install HTTPS Protocol on Ubuntu 24.04 appeared first on RoseHosting.
What was the secret sauce that allows for a faster restart of Windows 95 if you hold the shift key?
Raymond ChenAn old flag from 16-bit Windows. The post What was the secret sauce that allows for a faster restart of Windows 95 if you hold the shift key? appeared first on The Old New Thing.
Benchmark It Yourself (BIY): Preparing a Dataset and Benchmarking AI Models for Scatterplot-Related Tasks When we need to visualize and interact with millions, or even just thousands, of individual points while analyzing data, we typically resort to rendering them in the browser using a canvas . The other common approach for the web, SVG, doesn’t scale when the number of…
A behind-the-scenes look at how restraint, rhythm, and custom technical systems shaped a website that behaves with the same confidence and control as the films it represents.
Identity has become one of the most important control points in modern systems. As applications grow more distributed and AI-driven automation becomes part of everyday workflows, identity increasingly defines how secure, predictable, and trustworthy those systems are. Decisions about access, scope, and lifecycle now shape not only the user experience, but also how well security holds up as systems scale.…
Cognitive leakage and the human consequences of software abstractions
Managing LLM risks: A framework for academic publishing
18 Jan
I’ve now been through three approaches to load testing for the site, and I think I’ve settled on a solution for the medium term at least. This post explains what I’m trying to achieve, along with the pros and cons of what I’ve tried. Requirements For this particular site, I have four requirements: If the … Continue reading Election 2029:…
OpenAI’s business model scales with intelligence—spanning subscriptions, API, ads, commerce, and compute—driven by deepening ChatGPT adoption.
FanAmp is building a community-first media hub for motorsports fans by turning passive Formula 1 viewership into participatory experiences through personality-led shows, structured live interactions, and multi-platform storytelling.
17 Jan
On January 15th 2026, Robert Jenrick broke my election site. Okay, that’s slightly hyperbolic. The site continued to operate, and it would be fairer to say that the actions of Kemi Badenoch and Robert Jenrick exposed a flaw in the data modelling in my site. For those readers who don’t follow UK politics, two events … Continue reading Election 2029:…
Here's how to navigate a tough job market from someone dumb enough to have done it before. Me.
16 Jan
Ever searched for something specific, only to be met with results that are close, but not quite? On Etsy’s Search Relevance team, that frustration is exactly what we are tackling. Our goal is simple yet ambitious: to help buyers find exactly what they’re looking for, and to help sellers reach the people seeking their special products. Search plays a central…
The tab index number is an authoring concept, not a runtime concept. The post How can I get the tab index number from a dialog box control? appeared first on The Old New Thing.
Hello, I’m Philippe, and I am a Principal Solutions Architect helping customers with their usage of Docker. I started getting seriously interested in generative AI about two years ago. What interests me most is the ability to run language models (LLMs) directly on my laptop (For work, I have a MacBook Pro M2 max, but...
From student projects to brands like BMW, Google, and Nike, Victorine Snijders shows how design solves everyday problems by focusing on human behavior, friction, and impact.
Updated 1/16/2026. Originally published 12/10/2024 As we talked about in Part 1 of this blog series, The Design Process and Agile Development: Part 1 — Design Is Collaborative, the design process provides teams with the opportunity to join forces, paving the way for an integrated team of user experience (UX) designers, product owners, and agile software development to create a…
Where's the Smart City? Still everywhere as a concept, almost nowhere as transformative large-scale...
MySQL replication enables data synchronization across databases, powering read scaling and even some complex distributed architectures. At the core lies the binary log (binlog), which is the authoritative record of all data modifications on a source server.
OpenAI plans to test advertising in the U.S. for ChatGPT’s free and Go tiers to expand affordable access to AI worldwide, while protecting privacy, trust, and answer quality.
ChatGPT Go is now available worldwide, offering expanded access to GPT-5.2 Instant, higher usage limits, and longer memory—making advanced AI more affordable globally.
The state of data mesh in 2026: From hype to hard-won maturity
15 Jan
To keep a platform like GitHub available and responsive, it’s critical to build defense mechanisms. A whole lot of them. Rate limits, traffic controls, and protective measures spread across multiple layers of infrastructure. These all play a role in keeping the service healthy during abuse or attacks. We recently ran into a challenge: Those same protections can quietly outlive their…
Today, we are announcing the general availability of reranking models on Heroku Managed Inference and Agents, featuring support for Cohere Rerank 3.5 and Amazon Rerank 1.0. Semantic reranking models score documents based on their relevance to a specific query. Unlike keyword search or vector similarity, rerank models understand nuanced semantic relationships to identify the most […] The post Optimize Search…
The strings are an implementation detail. The post When programs assume that the system will never change, episode 4: Stealing strings appeared first on The Old New Thing.
NVIDIA kicked off the year at CES, where the crowd buzzed about the latest gaming announcements — including the native GeForce NOW app for Linux and Amazon Fire TV sticks, community-requested flight-control support and a stacked AAA lineup for the year. Check out what the creators of the YouTube channels Cloud Gaming Battle and Anytime […]
We use GenAI in every facet of technology now - internal knowledge bases, customer support systems, and code review bots, to name just a few use cases. And in nearly every one of these, someone eventually asks: What stops the model from returning something the user shouldn’t see?” This is a roadblock that companies building...
AI-powered coding assistants are becoming a core part of modern development workflows. At the same time, many teams are increasingly concerned about where their code goes, how it’s processed, and who has access to it. By combining OpenCode with Docker Model Runner, you can build a powerful AI-assisted coding experience while keeping full control over...
Learn how to create smooth, opposing wave text animations across dual columns with scroll-driven sine wave mathematics and synchronized image updates.
The emergence of AI coding assistants has ushered in a new era of software creation, formalized under the concept of “vibe coding.” This concept offers tremendous productivity but also introduces significant complexities, particularly when building critical APIs. Here is a comprehensive overview of what vibe coding is and the benefits it delivers. We also cover ...
OpenAI is investing in Merge Labs to support new brain computer interfaces that bridge biological and artificial intelligence to maximize human ability, agency, and experience.
The Detective sat comfortably inside the transparent cage as if it were another well-appointed library...
I was reading the article Sounds on The Web by Raphael Salaja the other day. The article explains the importance of sounds in web applications and how integrating them just enough can dramatically enhance user experience by providing feedback and improving usability. It’s a really well-written piece that I highly recommend you to read. But I was wondering what they…
We are announcing a new Crystal release 1.19.0 with several new features and bug fixes. Pre-built packages are available on GitHub Releases and our official distribution channels. See crystal-lang.org/install for installation instructions. Stats Section titled Stats This release includes 237 changes since 1.18.2 by 24 contributors. We thank all the contributors for all the effort put into improving the language!…
OpenAI launches a new RFP to strengthen the U.S. AI supply chain by accelerating domestic manufacturing, creating jobs, and scaling AI infrastructure.
Effective steering structures for your digital engineering at scale
Legacy modernization in the age of AI
14 Jan
We’ve improved personalized video recommendations on Facebook Reels by moving beyond metrics such as likes and watch time and directly leveraging user feedback. Our new User True Interest Survey (UTIS) model, now helps surface more niche, high-quality content and boosts engagement, retention, and satisfaction. We’re doubling down on personalization, tackling challenges like sparse user data [...] Read More... The post…
Why a “protected repo”? Modern teams depend on public container images, yet most environments lack a single, auditable control point for what gets pulled and when. This often leads to three operational challenges: Inconsistent or improvised base images that drift across teams and pipelines. Exposure to new CVEs when tags remain unchanged but upstream content...
When managing IP addresses on Linux machines, we have two primary options for configuring network interfaces. We can either opt ... Read More The post How to Configure a Static IP Address on AlmaLinux 10 appeared first on RoseHosting.