Use when writing Go tests that need test doubles or cover multiple cases - detect the repo's mocking approach (Mockery v3, gomock, hand-written testify mocks, fakes), table-driven cases, testify suites when the repo uses them, and real-Postgres tests for repository adapters
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Use on every UI change - Atomic Design levels, reuse-before-build, correct placement, and import direction through the shared component library.
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Use when writing tests for Java (Quarkus or Spring) code - JUnit Jupiter structure, Mockito for collaborators, test slices, Testcontainers, and framework-native integration tests, test-first
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How to work a production incident remediation task. Use when the task title starts with "Incident:" or its description carries an incident id and a suggest/auto_fix policy.
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Use when adding a use case, port, repository or adapter in a Go service — where each piece goes, how errors and transactions cross layers, and how to check the import direction
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Use when adding or changing a Go HTTP endpoint — Fiber v2 or v3 (detect which), thin handlers, central error mapping, boundary validation; the same rules apply to net/http, chi, echo or gin
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Built-in deploy recipes and deploy targets. Use when a task asks you to set up or change a stage/preprod/prod deploy workflow, including the system's "Set up <env> deploy" tasks.
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Use when a backend or worker service needs a cloud deploy - container-first GitHub Actions deploys to Google Cloud Run (WIF) or AWS ECS/App Runner (OIDC), with migrate-before-deploy and a health-check gate
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Use when a repository needs CI/CD - author GitHub Actions workflows so TaskTrooper's pipeline auto-detects your validate/build/test jobs and stage/preprod/prod deploys, and so a dispatch delivery profile can dispatch the production deploy
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Write board comments the way a colleague does — lead with the finding, a few lines, no preamble or process narration. Use when about to call add_task_comment or comment_on_pull_request, or when deciding whether something deserves a comment at all.
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Use before handing off any change to an endpoint, job or migration — start the service from the task branch and exercise the change with real requests, real logs and real DB side effects
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Use when you add or change an endpoint, an auth check, a query by id, an outbound call to a user-supplied URL, file handling, or anything touching credentials — the OWASP API Top 10 (2023) as concrete Go and Java checks
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Use when you add or change any HTTP endpoint's request or response shape (Go or Java) — implement the task's contract exactly, evolve additively, keep the OpenAPI document in sync, and detect breaking changes before hand-off
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Procedure for an analiz (analysis) task when you hold the analyst role. Use when a task with task_type analiz is assigned to you and add_task_document is in your tool list.
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Test-first discipline and what makes a test worth keeping. Use when implementing any feature or bug fix, before writing production code, and whenever writing or changing a test.
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Use when modelling a rich domain in Java - SOLID principles, encapsulated entities that enforce their own invariants, and value objects over primitives
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Commit boundaries and messages on a task branch. Use when deciding where to cut a commit or how to word one while implementing.
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Use when building Flutter screens - compose small stateless widgets, keep layout declarative, decide layout by available width not device/orientation, separate presentation from business logic, and use the theme not hardcoded styles
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Use when adding or reusing Flutter UI - organize widgets as atoms, molecules, and organisms in a shared library and never hand-roll a component that already exists
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Use when designing or building any screen, section or component that a user sees — visual hierarchy, typography, colour, spacing, states, forms and how to avoid the generic AI look.
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Use when adding routes or deciding where state lives - carry resource ids and navigation-surviving state in the URL, keep route components thin, and lift shared state to a hook not a global store
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Use when you build or change a layout, page, section, navigation, table, form or image - mobile-first rules, breakpoints and the overflow traps.
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Use when writing React + TypeScript components - functional components, explicit typed props, derived state over effects, and no any/unsafe casts
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Use when writing or changing any React component - React Testing Library tests are behavior-focused (byRole first), use user-event, assert on accessible output, one behavior per test, and run in npm test
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