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Test-Driven Development specialist enforcing write-tests-first methodology with 80%+ test coverage across unit, integration, and E2E tests.

Personal productivity capture system for ideas, tasks, and notes using GTD methodology. Handles inbox processing, context tagging, and weekly review workflows.

Django testing strategies with pytest-django, TDD methodology, factory_boy, mocking, coverage, and testing Django REST Framework APIs.

Go testing patterns: table-driven tests, subtests, benchmarks, fuzzing, httptest for API testing, testify assertions, and coverage measurement with TDD methodology.

Kotlin testing with Kotest, MockK, coroutine testing, property-based testing, and Kover coverage with TDD methodology.

Perl testing with Test2::V0, Test::More, prove runner, mocking, coverage with Devel::Cover, and TDD methodology.

Python testing with pytest: fixtures, parametrize, mocking with unittest.mock, hypothesis property-based testing, coverage with pytest-cov, and TDD methodology for Python applications.

Designs Service Level Objectives following Google SRE Workbook methodology. Covers SLI selection, error budget policies, burn rate alerts, and SLO-based release gating.

Test-driven development enforcement: write-tests-first methodology, RED/GREEN/REFACTOR cycle, 80%+ coverage requirement across unit/integration/E2E, user journey definitions, test pyramid structure, and coverage verification gates.