Articles by Category: Educational

HubSpot Date-based API Versioning Migration Playbook

2026-05-19 14:35
🚀 Exciting news for developers and builders using HubSpot! The new playbook guides you in shifting API versioning from reactive responses to a scheduled maintenance workflow. This transition ensures smoother integrations and minimizes risks. Whether you're coding or managing automations, the playbook serves as a vital resource, offering checklists and steps to maintain essential workflows and validate changes. Key steps include auditing API usage and determining safe actions for version...
hseligson@hubspot.com (Hannah Seligson)

MemEx: A Programmable Scratchpad for LLM Agents

2026-05-19 09:01
Introducing MemEx: A new solution inspired by Vannevar Bush's 1945 vision for managing information overload. The Databricks AI Research Team has developed MemEx, a programmable scratchpad for LLM agents that addresses the limitations of current context windows. This innovation helps improve how agents handle large data outputs by allowing them to summarize and store information more efficiently. MemEx aims to enhance the performance of enterprise structured retrieval tasks, ensuring that...

Debugging image mode with Red Hat OpenShift 4.20: A practical guide

2026-05-19 07:01
🔧 Debugging image mode in Red Hat OpenShift 4.20 can be complex but manageable. This practical guide outlines the debugging process across three key stages: 1️⃣ **MachineOSConfig (MOSC) Creation**: This is where the custom OS image blueprint is defined. Watch for configuration errors, missing secrets, and registry specifications. 2️⃣ **MachineOSBuild (MOSB) Execution**: Here, the actual image build occurs. Monitor build status and check for job failures or image pull errors. 3️⃣ **Image...
Sergio Regidor de la Rosa

A Guide to Auth0 Authorization with Scopes, Roles, and Client Grants Explained

2026-05-19 00:00
Mastering Auth0 authorization is essential for secure applications. Understanding the relationship between scopes, roles, and client grants can help prevent security breaches. Authentication verifies user identity, while authorization defines what users can do. A strong authorization strategy follows the Principle of Least Privilege, ensuring users only have necessary permissions. Key components include: - **Roles**: Groups of permissions assigned to users. - **Permissions**: Specific actions...
Source: Auth0 Blog

Chatbot vs conversational AI: what's the difference?

2026-05-19 00:00
Understanding the difference between chatbots and conversational AI is essential for businesses. 🤖 Chatbots are designed for specific tasks, while conversational AI can understand and process natural language, allowing for more complex interactions. For those looking to implement these technologies, the article provides insights on how to start. #Chatbots #ConversationalAI #TechInsights #AI #BusinessSolutions
Jesse Sumrak

From Jira to PR: How we built agent-driven pipelines for design system changes

2026-05-19 00:00
🚀 We explored how to enhance our design system with agent-driven pipelines. Initially, our coding agent struggled without specific context, often making errors that required manual corrections. To improve its performance, we focused on making tacit knowledge explicit through detailed skills for common workflows. This shift resulted in agents producing higher-quality PRs, streamlining the review process. Our findings highlight the importance of clear instructions and proper context for...
info@1password.com (Nancy Wang; Wayne Duso; Katie Davis; Matt Davey)

Gmail’s top 10 sender issues: what senders need to know

2026-05-19 00:00
📧 Gmail has identified the "Top 10 Sender Issues" that email senders should be aware of. These insights can help improve your email program and ensure better delivery rates. Understanding these issues is essential for effective communication. Check the full list to avoid common pitfalls! #EmailMarketing #Gmail #SenderIssues #DeliveryRates #EmailBestPractices
Denis O'Sullivan

What AI Tools, MCP Servers, and Skills Actually Do

2026-05-19 00:00
Understanding AI tools, MCP servers, and skills is essential for developing effective AI agents. AI tools, often referred to as functions, allow language models to perform specific actions. They enable models to access live data and interact with various systems, acting as the "hands" of AI. MCP servers and skills offer different solutions at various architectural levels. The introduction of skills raises debates about the relevance of MCP. Each component plays a unique role in enhancing AI...
Source: Auth0 Blog
Andrea Chiarelli

Interviews Aren’t About You (Sorry)

2026-05-18 16:02
Interviews are not just about showcasing your skills; they focus on solving hiring managers' problems. Candidates often emphasize their achievements, but successful ones understand the real issue behind the role. Instead of performing, they ask insightful questions to uncover the team's challenges. By connecting their experience directly to these problems, candidates can demonstrate relevance and empathy. This approach shifts the conversation from a scripted pitch to a meaningful dialogue....
Greg Hatchuk

Announcing the Databricks analytics engineer learning pathway

2026-05-18 14:46
🚀 Exciting news from Databricks! They have launched a new Analytics Engineer Learning Pathway aimed at SQL practitioners. This program focuses on essential skills like data modeling, building pipelines, defining metrics, and utilizing Genie spaces. This initiative aims to strengthen the foundations of analytics and AI by enhancing the capabilities of SQL experts. #Databricks #Analytics #LearningPathway #SQL #DataEngineering

Better Experiments with LLM Evals — A funnel, not a fork

2026-05-18 13:27
Discover how LLM evals are transforming A/B testing at Spotify! 📊 These automated judges assess relevance, coherence, and quality, improving the success rate of experiments. Only 12% of tests yield positive results, but 64% provide valuable insights. LLM evals help identify promising candidates before testing, ensuring experiments focus on driving business outcomes. They generate hypotheses and verify improvements, but experiments are still needed to confirm user responses. Learn more about...
Spotify Engineering

Deploy with confidence: Continuous integration and continuous delivery for agentic AI

2026-05-18 07:01
🚀 Discover how our team implemented CI/CD pipelines for the it-self-service-agent AI quickstart! In this article, we explore the importance of continuous integration and delivery in developing agentic AI systems, which rely on variable large language models. Our approach enhances development speed and reliability by incorporating rigorous testing and evaluation. Learn more about the key strategies we utilized and how they can benefit your projects. #AIDevelopment #CICD #AgenticAI #RedHatAI
Michael Dawson, Tommy Hughes, Linoy Bitan, Tomer Golan, Fabio Massimo Ercoli

Build a Voice and SMS AI Agent with Twilio Agent Connect and Microsoft Azure

2026-05-18 00:00
🚀 Learn how to deploy a voice and SMS AI agent using Twilio Agent Connect and Microsoft Azure! The article details the process of utilizing Azure Container Apps, the Azure Developer CLI, Python, and FastAPI for this integration. This guide is perfect for developers looking to enhance their applications with AI capabilities. 📱💻 #Twilio #MicrosoftAzure #AI #TechTutorial #Developers
Paul Kamp

Fix bugs with Codex and GitLab

2026-05-18 00:00
🚀 Codex is a coding agent that streamlines coding tasks directly in the terminal. It efficiently reads code, proposes fixes, and executes commands to enhance developer productivity. 🛠️ This tutorial explores three use cases with Codex and GitLab Duo Agent Platform, focusing on fixing bugs in the Tanuki IoT Platform project. From local bug fixes to integrating issue context with GitLab MCP, Codex enhances the coding experience. 🔍 Learn how Codex can also aid in addressing review feedback...
Source: GitLab Blog
Michael Friedrich

Palantir — не дата-компанія («Пояснюємо Palantir», №1)

2026-05-17 03:11
🚀 Palantir is not a data company. In their latest article, they clarify common misconceptions about their business model. They emphasize that they do not collect, store, or sell personal data. Palantir focuses on providing software that helps organizations manage their own data securely. This post begins a series explaining their approach to privacy, security, and the use of AI/ML. 🔗 Read more: https://www.palantir.com/palantir-is-not-a-data-company/ #Palantir #DataSecurity #Privacy #AI...
Palantir

No Dumb Questions: What is cloud computing and why is everyone doing it?

2026-05-15 16:00
🌐 Curious about cloud computing? Phoebe speaks with Josh Zhang from Stack Overflow to break it down. Cloud computing simplifies access to computing resources by allowing users to rely on external servers instead of managing their own data centers. This shift reduces costs and technical complexities for businesses. Josh explains key concepts like CPUs, GPUs, containers, and nodes, highlighting how they contribute to efficient software deployment. #CloudComputing #TechTalk #StackOverflow...
Phoebe Sajor

Accelerate Your Career and Impact with CCNA Certifications

2026-05-14 22:33
🚀 Looking to enhance your career in networking? CCNA certifications offer a pathway to align personal values with professional growth. These certifications empower you to connect, protect, and automate essential systems. Choose from three key areas: 1️⃣ Universal Connector (CCNA) - Master networking fundamentals. 2️⃣ Digital Guardian (CCNA Cybersecurity) - Safeguard vital services. 3️⃣ Efficiency Architect (CCNA Automation) - Optimize service delivery. Expand your skills and make a meaningful...
Margaret Dilloway

Fun in the RUN instruction: Why container builds with distroless images can surprise you

2026-05-14 13:01
Exploring container builds with distroless images can lead to unexpected challenges. 🐳 A recent project involving a Flask app highlighted issues when using the RUN instruction. The absence of `/bin/sh` in distroless images leads to errors during build execution, prompting a deeper understanding of how these builds function. Testing pip installation showed that it was available, indicating the need for adjustments in command execution. 💻 #ContainerDev #Distroless #RedHat #Flask #DevOps
Matt Micene

The Rust sidecar pattern that fixes Python AI’s biggest weakness

2026-05-14 13:00
In AI development, transitioning from local to production environments poses challenges. Delays that seem minor locally can lead to major issues at scale. ⚠️ The article discusses combining Python and Rust to address these challenges. Python excels in AI intelligence, while Rust enhances performance and stability. This combination enables high-performance systems that deliver reliable results. 🔍 A key solution presented is the Rust sidecar pattern. It uses a WebSocket Gateway to efficiently...
Monica White

Accelerated frontend development with RovoDev in a practical example

2026-05-14 07:50
🚀 In 2022, a team developed the App Updates feature for Atlassian, originally taking an estimated two to three quarters. With RovoDev's support, they completed a public version in just 14 working days! This involved two part-time frontend engineers and two backend engineers, showcasing the power of AI-assisted coding. RovoDev uses a knowledge graph to enhance coding efficiency, acting like an advanced autocomplete system. This method allows for quicker project development and improved...
Jovana Dunisijevic

Structured Queries: Enhancing Search with Natural Language and Filters

2026-05-14 04:03
Structured queries enhance search capabilities by allowing users to search in natural language. 🖋️ These queries bridge the gap between vague memories and specific results, extracting filters like app, content type, and time. This helps teams save time and streamline workflows. ⏳ For example, a user can search, “confluence page I worked on with Bhakti about Splunk,” and the system identifies key filters. Explore the benefits of structured queries! 🔍 #SearchOptimization #NaturalLanguage...
Jovana Dunisijevic

Rovo Dev in Jira as my Spec Driven executor

2026-05-14 00:56
In my daily work, I follow a consistent workflow to tackle problems effectively. I start by understanding the issue, creating tasks, and detailing the technical aspects. This includes identifying dependencies and breaking work into manageable parts. With AI, specifically Rovo Dev, I enhance this flow. It helps me create more detailed specifications and validate my approach, keeping my projects on track. 🤖📊 #ProjectManagement #AI #Jira #Workflow #RovoDev
Jovana Dunisijevic

1 year and 1 million messages later: Lessons learned building AI agents on the Elasticsearch Platform

2026-05-14 00:00
🚀 After a year of deploying AI agents on the Elasticsearch Platform, Elastic's Field Technology team shares five key lessons learned from handling over one million messages. These lessons emphasize the importance of logs, retrieval thresholds, and the implications of token counts in AI performance. The insights aim to enhance user experiences in support and sales workflows. #AI #Elasticsearch #TechInsights #CustomerSupport #DataAnalysis
Source: Elastic Blog
Chris Blaisure

Voice AI vs conversational AI: what's the difference?

2026-05-14 00:00
Understanding the distinction between Voice AI and Conversational AI is essential. Voice AI refers to how information is delivered, while Conversational AI encompasses the underlying intelligence that drives these interactions. Together, they enhance user experiences. Explore how these technologies are evolving by 2026. #VoiceAI #ConversationalAI #TechInsights #AI #FutureTech
Jesse Sumrak

Transform Video Into Instantly Searchable, Actionable Intelligence with AI Agents and Skills

2026-05-13 15:00
Unlock the power of video with NVIDIA's Metropolis Blueprint for Video Search and Summarization (VSS). 📹✨ VSS transforms vast amounts of video into searchable, actionable insights, making it easier for organizations to monitor operations and detect trends in real time. Discover how to automate deployment and integrate VSS into your applications. Join us live on May 13 at 9 am PT to learn more! #VideoAnalytics #NVIDIA #AI #DataIntelligence #Innovation
Samuel Ochoa

Cloud native application challenges: installing the walking skeleton

2026-05-13 13:00
Exploring cloud-native applications involves understanding how to manage Kubernetes resources effectively. This article discusses the deployment of a microservices app using a local Kubernetes cluster. Key resources include: - **Deployments**: Define the number of container replicas needed. - **Services**: Route traffic and act as a load balancer. - **Ingress**: Manage external traffic to internal services. - **ConfigMaps/Secrets**: Store configuration settings securely. For in-depth insights...
Monica White

How to build a skills library for your engineering team

2026-05-13 13:00
Building a skills library for your engineering team can enhance consistency and efficiency. Recently, we noticed our engineers used various configurations for AI coding assistants, leading to confusion. To address this, we created a centralized skills library. This library allows engineers to start from the same foundation and easily access company standards and optional skills. 📚 Step 1: Store skills as Markdown files in version control for tracking and syncing. 🔄 Step 2: Organize skills...
Monica White

“Friction-maxxing”, Failure, and Learning to Code

2026-05-13 09:50
In a society focused on optimization, the concept of "friction-maxxing" has emerged as a counterpoint. 🎢 This term, introduced by sociologist Kathryn Jezer-Morton, advocates for embracing challenges in our convenience-driven lives. It suggests that tackling hard tasks can lead to greater intelligence and happiness. This idea is particularly relevant for those learning to code, as traditional methods often create a steep learning curve. Research indicates that the cultural perception of coding...
Clara Maine

Getting started with Codex and CircleCI

2026-05-13 07:00
🚀 Discover how to integrate Codex with CircleCI! Codex is OpenAI’s coding agent that helps you edit and run code in your environment. It offers a desktop app and an open-source CLI, enhanced by plugins for various tools. This article provides a tutorial on setting up Codex, applying it to a codebase, and using the CircleCI plugin for building, testing, and debugging your apps. 🔧 Prerequisites include Node.js 18+, a Codex sign-in, and accounts for CircleCI and GitHub. Check it out for detailed...
Roger Winter

5 ways to fix misleading vulnerability severities with policy

2026-05-13 00:00
GitLab introduces new vulnerability management policies to enhance enterprise security. 📊 These policies allow automatic adjustments to CVSS severity levels based on defined criteria, making vulnerability reports more relevant to your specific environment. Key features include the ability to set, increase, or decrease severity levels, ensuring that vulnerabilities are prioritized correctly. 🔒 Ready-to-use configurations help organizations address common scenarios, such as downgrading low-risk...
Source: GitLab Blog
Grant Hickman

How to take data governance from compliance burden to competitive advantage

2026-05-13 00:00
Transforming data governance from a compliance burden into a competitive advantage is possible. Effective data governance can streamline processes rather than hinder them. It offers businesses a way to stand out in their industry. Learn how to leverage compliance complexities to enhance your organization's competitive edge. #DataGovernance #Compliance #BusinessStrategy #CompetitiveAdvantage #TwilioBlog 📊🔍💼
Jesse Sumrak, Ravleen Kaur

What is RCS messaging?

2026-05-13 00:00
Unlock the potential of Rich Communications Services (RCS) in your business! 📱✨ RCS enhances traditional SMS and MMS by offering features like branded sender IDs, rich media, and interactive content. It allows businesses to engage customers with scrollable carousels, quick replies, and call-to-action buttons. As RCS becomes a key communication channel, it’s vital for businesses to leverage these capabilities to build trust and improve customer engagement. #RCS #Messaging #CustomerEngagement...
Ravleen Kaur, Jesse Sumrak

What is voice AI and how does it work in 2026?

2026-05-13 00:00
Voice AI technology is transforming business communications by enabling automated conversations that mimic human interaction. 🤖 In 2026, this technology continues to evolve, offering platforms that integrate seamlessly into various industries. Real-world examples highlight its effectiveness in enhancing customer service and operational efficiency. Discover what to consider when choosing a voice AI platform. #VoiceAI #Automation #CustomerService #TechTrends #BusinessTools
Jesse Sumrak, Ravleen Kaur

How to Eliminate Pipeline Friction in AI Model Serving

2026-05-12 18:00
🚀 The journey from AI model training to production often faces challenges known as pipeline friction. These issues can lead to inefficiencies, increased costs, and performance degradation. 🛠️ Common sources include model export problems, unsupported operations, dynamic input sizes, and version mismatches. Addressing these can streamline deployments and improve API response times. 📊 The article highlights best practices, such as validating exports early and using ONNX operator versioning...
Lovina Dmello

Building Better, Together: The Role of Mentorship in the HubSpot Ecosystem

2026-05-12 16:20
🌟 Mentorship plays a crucial role in the HubSpot ecosystem, especially in today’s rapidly changing tech landscape. An Open Platform goes beyond APIs, providing a community where developers can connect and solve challenges together. The Developer Slack has been a great resource, but mentorship offers deeper support for growth. The newly launched Ecosystem Mentorship Program aims to foster connections, helping builders navigate complexities and develop their skills effectively. Learning in...
jenixon@hubspot.com (Jennifer Nixon)

An Engineer’s Guide to Better AI Skills: Implementing a Testing Process to Optimize Agent…

2026-05-12 16:01
🚀 The tech industry is evolving with AI agents, but consistent skill invocation can be challenging. In a recent article, Daniel Reed discusses testing processes to enhance agent performance. By experimenting with Pin-agent and Claude Code, insights were gained into improving skill invocation rates. A reliable test harness, including a Bash script, was developed to run positive and negative prompts. Results showed that clearer, more detailed prompts significantly improved accuracy rates. For...
Pinterest Engineering

Get the most out of your Apple Developer account

2026-05-12 13:00
Unlock the potential of your Apple Developer account! 🍏 A free Apple Developer account offers essential tools and resources for building and testing apps. It’s separate from the paid Apple Developer Program but provides direct access to downloads and support. You can access beta versions of Xcode and Apple operating systems, enabling you to test your apps with upcoming features. Participate in developer events and join forums to connect with a global community. For more extensive support,...

How Two Hours Felt Bigger Than My To-Do List

2026-05-12 12:00
Volunteering with Cisco's Cancer Support Network changed Priyanshi R.'s perspective on work and connection. Her experience rolling cotton for medical kits highlighted the value of simple tasks and human connection. What started as a break from routine became a moment of reflection and deeper understanding. Engaging in this meaningful activity allowed her to appreciate the impact of small contributions. 🤝💖 #Cisco #Volunteering #CancerSupport #HumanConnection #InternExperience
Cisco Interns

dotInsights | May 2026

2026-05-12 09:54
🚀 Did you know C# supports ref return and ref local? These features allow you to work with references to variables instead of just their values. Welcome to dotInsights by JetBrains, your source for the latest in .NET and software development. Explore recent updates from the developer community, including topics like AI development workflows, code quality, and more. Stay informed! #DotNet #SoftwareDevelopment #CSharp #JetBrains #ProgrammingInsights
Rachel Appel