ENGINEERING DISCIPLINE / 06
SECURITY & QUALITY
Security controls and meaningful testing built into the delivery process, across applications, infrastructure and AI behaviour.
DATA / INPUTINTELLIGENCESYSTEM / OUTPUT
IDENTITY → PERMISSION → ACTIONDOTLOOM / SYSTEM STUDY
01 / CAPABILITY
Application security
- OAuth 2.0
- OpenID Connect
- RBAC
- Encryption
- Audit logs
- Secrets management
- OWASP practices
02 / CAPABILITY
AI security
- Prompt-injection defence
- Data-access controls
- Redaction
- Evaluations
- Human approval
03 / CAPABILITY
Software quality
- Playwright
- pytest
- Vitest
- Jest
- API testing
- CI quality gates
- Release testing
04 / CAPABILITY
AI quality
- Grounded-answer testing
- Tool-call testing
- Regression datasets
- Human review
- Failure-mode analysis
HOW THE PIECES CONNECT
Confidence is engineered in.
Start with the operational problem. Define the boundaries, connect the right components, and test the complete path before it reaches production.
01Threat model
02Controls
03Test
04Review
05Release
CONNECTED DISCIPLINES
THE NEXT CONNECTION