Capabilities Matrix

Infrastructure modules • Reliability tiers • Confidence metrics

Programming Languages

Python
core
Bash
core
SQL
core
C/C++
reliable

Infrastructure & DevOps

Terraform
core
Kubernetes
reliable
Docker
core
Ansible
reliable
NGINX
core
HAProxy
reliable
TinyProxy / Traffic Server
reliable

Operating Systems

Linux
core

Databases & Storage

MySQL
core
MariaDB (Galera)
core
Elasticsearch
reliable
Aerospike
reliable
RabbitMQ
reliable

Observability & Monitoring

Prometheus
core
Grafana
core
InfluxDB
reliable
Kibana
reliable
osquery
reliable

Backend Frameworks

Django REST
reliable