Stop building custom agents. Feed them your context instead.
You don't need fine-tuning or bespoke agents. Claude, Cursor, and GitHub Copilot already work. They're starving for your context. Your runbooks. Your architecture decisions. Your incident playbooks. We build the workflows (SKILL.md, MCP, CLAUDE.md) that make your subscriptions work.
Talk to usFrom the creators of Runme, the CNCF runbook technology that runs Markdown.
Sound familiar?
Your runbooks are tribal knowledge. Agents start from scratch every time. Every incident is a coin flip. Sarah knows the rollback. Tom doesn't. Neither does the agent—your SOPs live in Slack and someone's head. Skills/SOPs are the new automation interface. If your runbooks aren't agent-readable, you're behind.
Still asking "should we try AI?" Competitors orchestrate multi-agent CI/CD pipelines. AI-accelerated dev is creating a tsunami of apps. Your team can't scale without agent tooling. Agent orchestration is the next frontier. Kubernetes knowledge still matters—you're orchestrating agents now, not just containers.
Off-the-shelf agents work. They just don't know your systems. You don't need custom models or fine-tuning. Claude, Cursor, GitHub Copilot work—if they have context. Architecture decisions. Incident runbooks. Deployment patterns. The gap isn't their training data. It's your missing SKILL.md files and "we'll write that down later" debt. Context > Code.
Who this is for
✓ Good fit
- •You're a DevOps/SRE/Platform engineer drowning in runbooks and tribal knowledge
- •Your team is scaling fast and the old manual workflows don't cut it anymore
- •You've tried agents but they don't know your systems or incident playbooks yet
- •You want agent-readable SOPs and skills, not building a bespoke AI agent
✗ Not a good fit
- •You're still deciding if AI is real or just hype that'll blow over soon
- •You want a research POC or white paper, not working infrastructure right now
- •You think fine-tuning models will fix it instead of documenting your context
- •You don't have any runbooks or SOPs to convert into agent skills yet
Tell us what's eating your time.
You describe the runbooks, incidents, or tribal knowledge. We'll tell you if we can help and what it takes to turn them into reliable agent workflows for your team.
Talk to usNo sales deck. No obligation.