Infrastructure practitioner and independent builder
Why I build these products
These products are built from real IT operations and long-term AI practice. With more than eight years of infrastructure and operations experience, I focus on AIOps, network automation, local LLM deployment and knowledge systems.
Areas of practice
- Infrastructure and network operations
- AIOps and network automation
- Local AI and private deployment
- Knowledge workflows and product development
Working principles
- Local-first where it improves control
- Evidence before claims
- Small tools shaped by repeatable workflows
- No fabricated adoption or reputation metrics