Writing &
Observations.
Notes on infrastructure, system design, and the realities of deploying AI.
ArchitectureMar 10, 2026
Why Your Jupyter Notebook Model Will Fail in Production
The difference between an impressive accuracy metric in evaluation and a resilient system that handles edge cases, network partitions, and data drift.
7 min read
InfrastructureFeb 22, 2026
Building UN1290: A Zero-Trust Home Lab
How I designed my Proxmox cluster using K3s, Cloudflare tunnels, and strict network segmentation to host 10+ services securely from my room.
12 min read
BackendJan 15, 2026
Lessons Learned from Building 70+ APIs for NITS
Optimization strategies for large-scale relational database mapping, payload reduction, and maintaining sanity in a complex enterprise backend.
9 min read