How much do you actually use Ansible day to day?
How often are you using Ansible in your daily work? Do you mainly rely on Ansible for configuration management and server deployment, Terraform for provisioning infrastructure, or a…
AI agents
When do we need Agent 365 for a Copilot and agent rollout?
Management wants to standardize on Copilot and enable agents across the organization. I'm trying to understand the security and governance differences between the user-facing Copilot subscription and Agent…
When Do We Need Agent 365 for a Copilot and Agent Rollout?
Management wants to standardize on Microsoft Copilot and enable agents across the organization. I'm trying to understand the security and governance differences between the Copilot user experience and…
How Are You Isolating AI Agents From Each Other in Kubernetes?
For those running AI agents in production on Kubernetes, what isolation boundary are you actually using between agents? Most deployments seem to place them in ordinary pods, which…
How Tool Calling Works Under the Hood in About 40 Lines of JavaScript
Many agent tutorials jump straight into large orchestration frameworks, which can hide what is actually happening between the model and your application. At its core, tool calling is…
Should We Store IT Tickets and Documentation in a Private GitHub Repository?
I help run IT and administration for a small 10-person company. Two of us handle most technical issues, and we also use a group of Claude-based agents for…
What level of isolation are you using for AI agents in Kubernetes?
For teams running AI agents in production on Kubernetes, what security boundary do you put between agents and between an agent and the host? Regular pods provide namespaces,…
Should IT tickets and infrastructure documentation be stored in a private GitHub repository?
I help run IT and administration at a small 10-person company. Two of us provide most of the technical support, and we use a group of Claude-based agents…
How do you independently verify what unattended coding agents actually did?
When a coding agent runs unattended in CI, on a schedule, or as part of an autonomous pipeline, its final summary may be the only explanation of what…
Can an External Memory Layer Help AI Agents Maintain Long-Term Task Continuity?
I'm exploring an application that gives AI conversations a persistent memory layer. Imagine working with an AI on a software project for an hour: you establish an architecture,…
What’s the Best Way to Learn Python and AI Agents in 6–9 Months?
I have a degree in marketing and am currently pursuing a master's in digital business and AI management, but I'm not finding it as fulfilling as I expected.…
Can an External Memory Layer Give AI Agents Reliable Long-Term Context?
I'm considering building an application that adds persistent memory to AI chats. Imagine working with an AI on a software project: you define the architecture, make design decisions,…
What’s the best way to learn Python and build AI agents from scratch?
I recently finished a marketing degree and am now studying digital business and AI management, but I'm looking for something more hands-on and technically satisfying. I've become especially…
How are you safely limiting AWS access for AI coding agents?
I'm evaluating ways to let tools such as Claude Code, Codex, OpenCode, or Cursor work with our AWS environments without giving them the same permissions as the developer…
How are you safely limiting AWS access for AI coding agents?
I'm evaluating ways to let tools such as Claude Code, Codex, OpenCode, or Cursor work with AWS without giving them the same permissions as the developer running them.…
Are AI Agents Really Useful for Rightsizing Azure Workloads?
Our two-person FinOps team manages the entire cloud environment, so we do not have much time for continuous cost reviews. We are considering AI agents that monitor utilization,…
Could Next.js Have Triggered a Compliance Breach by Generating AGENTS.md?
I was conducting a read-only architectural audit of a proprietary project inside a managed, monitored client environment. The contract allowed an LLM to inspect the codebase but explicitly…
Can AI agents run entirely in the browser with vanilla JavaScript?
I'm exploring whether an AI agent can run completely client-side using JavaScript, with no dedicated hosting costs and no user data sent to a remote server. The model…
Can AI Agents Run Entirely in the Browser with Vanilla JavaScript?
Server-based AI agents often depend on Python frameworks, containers, and hosted infrastructure. I'm exploring whether the entire agent runtime can instead live in the browser, using vanilla JavaScript…
What actually prevents an AI agent from doing something dangerous in production?
People often say to run an agent in a sandbox, but the useful work I want it to do is in staging and sometimes production. If it cannot…