Lab
Experiments
Every experiment in the lab — click through for problem, architecture, and lessons.
Local LLM Playground
ActiveA private playground for running and comparing open models via Ollama with streaming chat, system prompts, and parameter controls.
Kubernetes AI Assistant
ActiveNatural-language assistant that inspects cluster state, suggests fixes, and generates safe kubectl / Helm workflows.
GitLab AI Automation
ActivePipeline helpers that summarize MRs, draft release notes, and triage CI failures using repository context.
RAG Knowledge Base
ActiveRetrieval-augmented knowledge base over runbooks, architecture docs, and postmortems with hybrid search.
AI DevOps Copilot
PrototypeCopilot for Terraform, Helm, and CI configs — explains drift, proposes patches, and reviews IaC for safety.
OpenStack Agent
PrototypeMulti-tool agent that queries OpenStack services, meters usage, and drafts operational reports.
Prompt Engineering Lab
ResearchA structured notebook of prompt patterns for ops, code review, and agent tool descriptions.
MCP Server
ActiveModel Context Protocol server exposing DevOps tools — Vault, GitLab, K8s — to MCP-compatible clients.
AI Code Review
PrototypeAutomated PR review focused on security, reliability, and DevOps conventions rather than style nits.
Workflow Automation
Activen8n and custom Go workers that orchestrate AI steps across tickets, pipelines, and chat alerts.