Toil Reduction & Automation

If a human does it by hand repeatedly, it's a bug. Automate the toil and free the team.

Toil is the manual, repetitive work that scales with your systems instead of your business - and it's where mistakes and burnout come from. I identify it, measure it, and engineer it away.

Runbooks become code, common failures self-heal, and your engineers get their time back for the work that actually moves things forward.

What's included

Toil identification & measurement
Runbook automation
Self-healing & auto-remediation
Operational tooling & internal CLIs
GitOps-driven operations

7 Jun 2026

Git worktrees: one brain, many agents working in parallel

When several people - or several AI agents - work the same repo at once, each on its own branch, you don't need N clones and you can't share one checkout. Git worktrees give you one history and many working directories: a single source of truth a central agent can reason over, while every worker builds, tests and commits in isolation.

Site Reliability Engineering

Incident Management & On-Call SLOs, SLIs & Error Budgets Observability Monitoring & Alerting Performance & Load Engineering Resilience & Disaster Recovery Production Readiness Reviews

Let's talk about your project.

Tell me about your system and what you're trying to achieve - I'll tell you honestly how I can help.

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Toil Reduction & Automation

What's included

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Git worktrees: one brain, many agents working in parallel

Site Reliability Engineering

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