Replay Lab
A sandbox for testing agentic development workflows, deterministic runs, and review loops.
Repeatable experiments instead of one-off prompts.
Engineering field notebook
Modernizing complex software systems with DevOps, AI, and pragmatic architecture.
WitzOps documents how messy engineering systems can be made safer to change: legacy codebases, delivery pipelines, observability, and AI-assisted workflows used as practical tools rather than theatre.
Focus
Preview
Work tracks with visible engineering outcomes.
Modernization notebook
Patterns for securing and evolving complex legacy software without pretending rewrites are free.
Safer change through architecture, tests, and CI/CD.
WitzOps platform lab
A public-safe view of homelab infrastructure used to prototype secure platform operations.
Infrastructure experiments without leaking private topology.
Operating principle
From legacy complexity to controlled delivery.
The point is not to make old systems look fashionable. The point is to understand the constraints, automate the risky path, validate the delta, and let AI agents operate inside that safety net.