Deep Instruction · Phases 28–31
Testing + Security + Observability + Performance
Turn production quality into observable, testable engineering rather than a checklist.
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Testing by Risk and Boundary
Choose the cheapest test that proves the behavior at the correct boundary.
Service Tests for Business Rules
Test invariants using realistic inputs and decisive assertions.
API Integration Tests
Verify routing, validation, auth, status codes, and persistence together.
Threat Modeling Before Patching
Identify assets, actors, entry points, and trust boundaries before selecting controls.
Structured Logs and Correlation IDs
Make one request traceable through distributed steps.
Metrics, Traces, and SLO Thinking
Use different telemetry types for different questions.
Measure Before Optimizing
Use timings/query plans/profiles to locate the bottleneck before changing code.
Capstone: Diagnose a Production Incident
Combine tests, logs, metrics, traces, security reasoning, and performance evidence.