Cursor 3 Parallel Agents Will Break Your Workflow #ai #devtools #shorts
The video unveils Cursor 3, a developer‑focused IDE overhaul built around AI‑driven agents that take on the heavy lifting of code generation. Rather than typing every line, developers become architects while autonomous agents act as builders, executing tasks in real time. Key features include the ability to launch several agents simultaneously, whether they run locally, in the cloud, or across multiple repositories. All agents appear in a single sidebar within the new Agent Window, eliminating context‑switching between tools like Slack, GitHub, or a phone. Design mode lets users select exact UI elements in a browser to direct fixes, and a suite of shortcuts—command‑shift‑P, command‑shift‑D, shift‑drag, command‑L, and control‑M for voice—streamlines interaction. The presenter emphasizes, “You are the architect, agents are the builders,” highlighting a shift to an agent‑first development paradigm. Examples such as pointing at a broken button to trigger a repair and speaking prompts aloud illustrate the hands‑free, visual workflow. If adopted widely, Cursor 3 could compress development cycles, reduce cognitive load, and reshape how teams coordinate code changes, potentially setting a new standard for AI‑augmented programming environments.
Tutorial: Google ADK & Cloud Run: AI Agents at Scale | Future of Data and AI | Agentic AI Conference
The session walks participants through building a distributed, multi‑agent AI system on Google Cloud using the ADK and Cloud Run. Attendees first claim a $5 credit, create a new project, attach billing, and enable required APIs before cloning a starter...
Live Webinar : Ship Faster with Intelligent Testing by #Testifly. Test Smarter, Not Harder 📱
The live webinar hosted by Testifly showcased an intelligent testing platform designed to accelerate software delivery while cutting manual effort. Demonstrations highlighted AI‑driven test case prioritization, seamless integration with Selenium, Java, and API tools, and real‑time analytics that help teams...
OpenAI Codex Essentials – AI Coding Agent
Andrew Brown introduces the ExamPro Codex Essentials certification, a concise, hands‑on program designed to teach developers how to leverage OpenAI's Codex agentic coding tool. The course combines video lectures, labs, and practice exams, targeting both beginners and experienced programmers seeking...
Connecting the World: Your Hands-On Guide To Cilium Cl... Arthur Outhenin-Chalandre & Quentin Swiech
The presentation introduced Cilium Cluster Mesh, a multicluster networking solution that extends Cilium’s single‑cluster capabilities—such as pod‑to‑pod encryption and network policies—to dozens or hundreds of clusters. By creating a flat IP space and a shared control plane, the mesh eliminates...
Full Hermes Agent Setup Tutorial: Step-by-Step Walkthrough
The video walks viewers through a complete end‑to‑end installation of the Hermes AI agent, a self‑learning chatbot that can integrate with Telegram, Discord, Slack and other tools. The presenter, Kalb, targets beginners and uses a one‑click VPS template from Hostinger...
Email Marketing Just Changed Forever
The video introduces a DIY email‑marketing stack built around the open‑source Listmonk platform and Amazon Simple Email Service (SES). The presenter explains why traditional CRMs like Go High Level and premium tools such as ActiveCampaign struggle with bulk sends—shared IPs...
AI Observability: Everything Is Unpredictable
The video explains that generative‑AI systems are fundamentally unpredictable—user prompts, model reasoning, and final answers can vary each run, making conventional monitoring inadequate. It argues that organizations must adopt AI‑specific observability to gain visibility into every step of an agentic...
11 Reliability Principles Every CTO Learns Too Late
The video warns CTOs that startups often over‑engineer reliability, chasing five‑nine uptime before they have product‑market fit. It argues that each additional "nine" multiplies engineering, infrastructure, and cognitive costs, turning resilience into a costly monument rather than a competitive advantage. Key...
AI Agents Fail in Production. Here's Why State Management Matters | Mark Fussell, Dapr
The video announces the general availability of Dapr Agent 1.0, a CNCF‑graduated project that extends Dapr’s durable workflow engine to run AI agents in production on Kubernetes. Mark Fussell explains that the core problem for production‑grade agents is state management, failure recovery...
Fixing GPU Starvation in Large-Scale Distributed Training
The video examines a pervasive problem in large‑scale distributed machine‑learning: GPUs sit idle because the data pipeline cannot feed them fast enough. Engineers at Uber and former Google staff explain that the bottleneck is not model architecture or quantization,...
23. LLM Ops: Building a Quality Gate for Retrieval & Generation (Regression Detection)
The video explains how LLM operations must treat evaluation as an ongoing monitoring discipline rather than a one‑time development task. It focuses on building a quality gate that safeguards retrieval‑augmented generation systems against silent performance drops caused by model updates,...
Observability at the Edge: OpenTelemetry Maturity of Kubernetes Ingress
The webinar focused on observability at the edge, specifically evaluating OpenTelemetry maturity in Kubernetes ingress controllers and gateways. Casper highlighted how ingress points act as the first observable span for every request, making them critical for capturing traces, logs, and...
OpenStack 2026.1 Gazpacho: Ironic Deep Dive
The OpenStack Live session introduced the 2026.1 "Gazpacho" release of Ironic, the bare‑metal provisioning service. Host Jay Faulkner outlined how Ironic integrates with Nova to turn physical servers into cloud instances, emphasizing the dual control paths of out‑of‑band BMC interfaces...
AWS Just Did the Impossible in Object Stores | S3Files Can Mount S3 on EC2
Amazon Web Services introduced S3 Files, a feature that lets customers mount an S3 bucket directly on an EC2 instance as if it were a traditional file system. The capability transforms object storage into a mutable, POSIX‑compatible volume, eliminating the...
Azure DevOps Engineer Question 28
The video explains how to configure an Azure DevOps pipeline so that it runs on every commit except when only documentation files, such as Markdown (*.md), are changed. The presenter walks through the AZ200 certification question, emphasizing the correct YAML...
Azure DevOps Engineer Question 27
The video walks through AZ‑400 question 27, which asks which Azure Pipelines task should be used to create a deployment artifact for a .NET application that must contain only compiled binaries and configuration files, not source code. It explains that the...
On Stream: AI SREs, Chat with Your Infrastructure: Anyshift
Anyshift co‑founders Roxane Fischer and Stephane Jourdan joined Bret Fisher to unveil an always‑on AI‑powered Site Reliability Engineering (SRE) agent. The agent continuously monitors infrastructure, using machine‑learning models to surface emerging risks before they trigger outages. Integration is streamlined through...
From Vibes to Governed: What Building a Real Network Agent Reveals About Spec-Driven Development
The episode of Cloud Gambit examines why “vibe coding”—prompting an LLM to write code without formal specifications—falls short when AI agents manage production‑grade network infrastructure. Guest John Capo Biano, a Google Developer Expert and head of AI Endeavor, shares his...
AI Workloads Are Breaking Kubernetes, Here's How KubeVirt Fixes It | Ryan Hallisey, NVIDIA
The interview with Ryan Hallisey, KubeVirt maintainer at NVIDIA, centered on how AI and machine‑learning workloads are straining traditional Kubernetes clusters and how KubeVirt’s virtualization add‑on can alleviate those pressures. By running virtual machines inside containers, KubeVirt creates a single...
Azure DevOps Engineer Question 26
The video tackles Azure DevOps Engineer certification question 26, which asks how to ensure a SQL Server database returns to a known state before each integration‑test run in a pipeline. It emphasizes the need for an automated, repeatable solution rather...
From Batch to AI-Native: How Volcano 1.14 Unifies Training, Inference & Agent Workloads
Volcano 1.14 marks a shift from a batch‑only scheduler to an AI‑native platform that can orchestrate training, inference and agent workloads on a single Kubernetes cluster. The release introduces a multi‑scheduler architecture, pairing a traditional batch scheduler with a dedicated...
OSDI '22 - Debugging the OmniTable Way
The talk introduced the OmniTable query model, a novel debugging approach that records a program’s execution as a massive relational table and lets developers interrogate it with SQL. By decoupling observation from runtime, the model promises to replace ad‑hoc instrumentation...
How to Use Byobu to Keep Long SSH Commands Running
Byobu acts as a lightweight terminal multiplexer that lets users maintain persistent sessions on remote Linux servers. By wrapping long‑running commands inside Byobu’s “protective bubble,” the processes continue even if the SSH connection drops or the laptop powers off. The...
Big Thoughts, Open Sources: Beyond the Hype: Brian Fox on Securing the Agentic Future of Open Source
The OpenSSF’s inaugural “Big Thoughts, Open Sources” podcast opens with Brian Fox, co‑founder of Sonatype and longtime Maven Central steward, to explore how artificial intelligence is reshaping open‑source software supply‑chain security. Fox recounts two decades of visibility work—tracking vulnerable crypto libraries...
Azure DevOps Engineer Question 24
The video addresses an AZ‑400 exam scenario where a team must validate an Azure Resource Manager (ARM) template’s syntax before deploying it through an Azure Pipelines build. It explains that the Azure Resource Group Deployment task includes a ‘validation mode’ that...
How Vidio (Indonesia's #1 Streaming Platform) Built Great Engineering Culture—Now Supercharged by AI
The video features Tommy Sullivan, CTO of Vidio, Indonesia’s leading streaming platform, discussing how he built a world‑class engineering culture from a five‑person, minimum‑wage team to a high‑performing organization now powered by AI. Sullivan emphasizes hiring for attitude, relentless feedback...
Claude Code + 15 Repos: How a Non-Engineer Answers Every Customer Question | Al Chen
Al Chen, a field engineer at Galileo, demonstrates how he leverages Claude Code and a unified VS Code workspace containing fifteen micro‑service repositories to answer highly technical customer queries that standard documentation cannot resolve. By loading every repo into a single IDE and...
CICD Process For Spark Batch Data Pipeline On AWS
The video outlines a complete CI/CD workflow for Spark batch data pipelines running on AWS, detailing how code moves from a developer’s machine to production clusters such as EMR or Glue. In the continuous‑integration stage, GitHub Actions automatically run linting, formatting...
OpenClaw Hostinger Setup Tutorial - Step by Step
The video walks viewers through a complete, step‑by‑step deployment of the OpenClaw AI assistant on a Hostinger virtual private server (VPS). Dan starts by signing up for a Hostinger VPS, selecting the cost‑effective KVM 1 plan, applying an exclusive 10 % discount...
How I Cut Token Costs by 90%: AI Cost Optimization Guide
The video walks through a real‑world case study where an AI engineer slashed a startup’s token bill from roughly $3,700 a day to near‑zero, saving over $1 million annually. By re‑architecting a rag‑based chatbot, he introduced systematic cost‑control practices that any...
Lack of DevOps Implementation Caused Anthropic Code Leak | Human Mistake or AI?
The video examines Anthropic’s accidental exposure of roughly 500,000 lines of its Claude CLI source code, traced to a simple DevOps oversight that left a source‑map file publicly accessible. When version 2.1.88 of the JavaScript‑based CLI was published on March 31, the build artifact...
Python FastAPI Tutorial (Part 15): PostgreSQL and Alembic - Database Migrations for Production
The video walks developers through converting a FastAPI tutorial project from a development‑only SQLite database to a production‑ready PostgreSQL setup, and introduces Alembic for managing schema migrations. It explains why SQLite’s file‑based model and the use of create_all() are unsuitable...
Optimizing Local AI: Kronk + Metrics for Gauging Performance
The video introduces Kronk’s new “playground” tool for locally running AI models, showing how it automatically evaluates multiple configuration combos to identify optimal settings for a given machine. The presenter argues that traditional tokens-per-second (TPS) numbers are misleading, emphasizing that the...
OpenClaw Tutorial for Beginners - Full Setup Guide
The video walks viewers through a step‑by‑step deployment of OpenClaw, an autonomous AI assistant, on a virtual private server. Using Hostinger’s one‑click template, the presenter selects a KVM plan, completes checkout, and accesses the OpenClaw configuration page, emphasizing the importance...
OSDI '20 - AGAMOTTO: How Persistent Is Your Persistent Memory Application?
The presentation introduced Agamoto, a symbolic‑execution framework designed to automatically uncover persistency bugs in applications that use Intel’s emerging persistent‑memory (PM) technology. By mapping PM directly into a process’s address space, developers can avoid file‑system overhead, but they must also...
What Codex Unlocks for Ramp
Ramp’s AI DevX team unveiled Codex, an AI‑driven code‑review assistant built on GPT‑5.4, designed to ease on‑call burdens for engineers. Led by Austin Ray, the team positions Codex as a “harness for AI in agent form” that tackles complex software...
Choosing the Right Model Is Hard. Maintaining Accuracy Is Harder.
Ash Lewis, founder and CEO of Fast Labs, opened the session by highlighting a growing pain point for AI product teams: picking the right large‑language model (LLM) and keeping its performance steady once it’s in production. He noted that the...
HomeLab Migration From Ingress NGINX to Gateway API
The video walks through a step‑by‑step migration of a home‑lab Kubernetes cluster from the traditional NGINX Ingress controller to the emerging Gateway API, using the open‑source K‑Gateway implementation. The presenter first removes a YAML‑based cert‑manager installation and reinstalls it via Helm,...
Evaluating Puppet’s Automation Capabilities I CIO Talk Network
The CIO Talk Network interview spotlights Puppet’s automation platform as a strategic lever for digital transformation. Chief Technical Strategist Nigel Kirsten frames automation not as a standalone fix but as part of a broader DevOps culture that blends measurement, sharing,...
Can One Person Build a Billion-Dollar Startup? — The General Intelligence Company of New York
The General Intelligence Company of New York unveiled its vision of enabling one‑person, billion‑dollar startups by automating entire business functions with AI. Its flagship product, Co‑founder CTO, acts as a fully autonomous engineering department that creates, tests, deploys, and monitors software...
Why Kubernetes Still Needs VMs — Broadcom on GPUs, Security & the K8s Reality Check
At CubeCon Plus CloudNative Con Europe, Broadcom’s Wu outlined the company’s strategy for keeping Kubernetes workloads tightly coupled with virtual machines. He highlighted Valera, an open‑source backup, disaster‑recovery and migration tool, and reaffirmed that VMware Cloud Foundation (VCF) remains the...
How AI Agents Can Autonomously Test Applications without Predefined Scripts
The webinar centered on how AI agents can autonomously test applications without predefined scripts, exploring the shift from traditional manual testing to an AI‑augmented testing paradigm. Veteran QA leader Mukund highlighted his three‑decade journey from early QC practices to today’s...
OpenStack Ops Radio Hour - March 27, 2026
The OpenStack Ops Radio Hour on March 27, 2026 centered on a community‑driven deep‑dive into Open Virtual Network (OVN) as the default software‑defined networking layer for OpenStack. Participants from CERN, CSC Finland, a Brazilian university, and other operators exchanged real‑world...
DevOps Q&A: April 2, 2026
In a casual DevOps Q&A on April 2, 2026, hosts recapped highlights from KubeCon and related collocated events, noting strong interest in Argo sessions that forced room changes and full-capacity halls. Presentations recommended for viewing include talks on GitHub secrets,...
Black Hat USA 2025 | More Flows, More Bugs: Empowering SAST with LLMs and Customized DFA
The Black Hat USA 2025 talk, presented by Yuan of Tencent Security Winding Lab, detailed a novel approach to strengthening static application security testing (SAST) by marrying large language models (LLMs) with a customized data‑flow analysis (DFA) engine. The session...
How the vLLM Inference Engine Works?
The video walks through the architecture and practical use of the vLLM inference engine, showing how it transforms a basic single‑request LLM setup into a production‑ready, multi‑user service. It contrasts the naïve Hugging Face baseline with vLLM’s optimized pipeline, emphasizing...
Stop Shipping on Vibes — How to Build Real Evals for Coding Agents
At the Coding Agents Conference, Braintrust’s developer advocate Jessica Wang warned that many AI coding teams are “shipping on vibes,” deploying agents without solid evaluation frameworks. She emphasized that without real eval datasets, scoring systems, and controlled experiments, organizations are...
Decomposing the Agent Orchestration System: Lessons Learned
At the Coding Agents Conference, Union.ai’s chief ML engineer Niels Bantilan warned that building agents is less about novel features and more about resilient infrastructure. He emphasized that durable, self‑healing, and easily debuggable systems prevent costly downtime. Bantilan highlighted Flyte’s...
How to Make a Coding Agent a General Purpose Agent - Harrison Chase
At the Coding Agents Conference on March 3, 2026, LangChain CEO Harrison Chase and Arcade AI CTO Sam Partee delivered a keynote arguing that the real barrier to scaling AI agents is not model intelligence but foundational infrastructure. They highlighted...