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#DevOps automation

Illustration of AI agents collaborating to build and deploy software in a networked swarm
AI & Machine Learning

ESKOM.AI's Multi-Agent Swarm: From Requirements to Deploy in Hours, Not Weeks

Picture software emerging from a hive of AI agents, fully tested and deployed. ESKOM.AI claims they've cracked automation — here's the data on whether it holds up.

4 min read 12 hours ago
Ansible playbook screenshot showing RPM find task and symlink creation for Docker-like migration
DevOps & Infrastructure

Staring at /tmp/lightspeed.build_version, Ansible Sniffs Out Your RPM – Docker 25 Edition?

You're knee-deep in a server migration, Ansible's find module poking around /tmp directories like a bloodhound. This snippet promises smooth RPM installs and version symlinks – but who's really winning here?

4 min read 12 hours ago
Claude Desktop chat interface querying Kubernetes pod status via MCP server
Community & Governance

I Let Claude Desktop Command My Kubernetes Cluster — And It Actually Worked (Mostly)

Tired of juggling kubectl tabs during outages? One dev built an MCP server handing Claude Desktop the keys to their Kubernetes cluster. It slashed debug time from 45 minutes to seconds — but don't rush to prod yet.

4 min read 15 hours ago
Diagram of AI harness engineering loop with skills, verifiers, and orchestrators debugging a microservice
AI & Machine Learning

Harness Engineering: Ditch Prompts, Build AI Loops That Actually Work

Tired of babysitting AI prompts? Harness engineering turns models into self-correcting debug machines. But is it the savior or just more buzz?

4 min read 19 hours ago
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