gps-denied-onboard

1. Create _docs/00_problem/                      — describe what you're building
   - problem.md                                   (required)
   - restrictions.md                              (required)
   - acceptance_criteria.md                       (required)
   - input_data/                                  (required)
   - security_approach.md                         (optional)

2. /research                                     — solution drafts → _docs/01_solution/
   Run multiple times: Mode A → draft, Mode B → assess & revise

3. /plan                                         — architecture, data model, deployment, components, risks, tests, Jira epics → _docs/02_plans/

4. /decompose                                    — atomic task specs + dependency table → _docs/02_tasks/

5. /implement                                    — batched parallel agents, code review, commit per batch → _docs/03_implementation/

SHIP

6. /deploy                                       — containerization, CI/CD, environments, observability, procedures → _docs/02_plans/deployment/

EVOLVE

7. /refactor                                     — structured refactoring → _docs/04_refactoring/
8. /retrospective                                — metrics, trends, improvement actions → _docs/05_metrics/

Available Skills

Skill	Triggers	Output
research	"research", "investigate"	`_docs/01_solution/`
plan	"plan", "decompose solution"	`_docs/02_plans/`
decompose	"decompose", "task decomposition"	`_docs/02_tasks/`
implement	"implement", "start implementation"	`_docs/03_implementation/`
code-review	"code review", "review code"	Verdict: PASS / FAIL / PASS_WITH_WARNINGS
refactor	"refactor", "improve code"	`_docs/04_refactoring/`
security	"security audit", "OWASP"	Security findings report
deploy	"deploy", "CI/CD", "observability"	`_docs/02_plans/deployment/`
retrospective	"retrospective", "retro"	`_docs/05_metrics/`
rollback	"rollback", "revert batch"	`_docs/03_implementation/rollback_report.md`

Tools

Tool	Type	Purpose
`implementer`	Subagent	Implements a single task. Launched by `/implement`.

Project Folder Structure

_docs/
├── 00_problem/                          — problem definition, restrictions, AC, input data
├── 00_research/                         — intermediate research artifacts
├── 01_solution/                         — solution drafts, tech stack, security analysis
├── 02_plans/
│   ├── architecture.md
│   ├── system-flows.md
│   ├── data_model.md
│   ├── risk_mitigations.md
│   ├── components/[##]_[name]/          — description.md + tests.md per component
│   ├── common-helpers/
│   ├── integration_tests/               — environment, test data, functional, non-functional, traceability
│   ├── deployment/                      — containerization, CI/CD, environments, observability, procedures
│   ├── diagrams/
│   └── FINAL_report.md
├── 02_tasks/                            — [JIRA-ID]_[name].md + _dependencies_table.md
├── 03_implementation/                   — batch reports, rollback report, FINAL report
├── 04_refactoring/                      — baseline, discovery, analysis, execution, hardening
└── 05_metrics/                          — retro_[YYYY-MM-DD].md

Standalone Mode

research and refactor support standalone mode — output goes to _standalone/ (git-ignored):

/research @my_problem.md
/refactor @some_component.md

Single Component Mode (Decompose)

/decompose @_docs/02_plans/components/03_parser/description.md

Appends tasks for that component to _docs/02_tasks/ without running bootstrap or cross-verification.