Fix .cursor skills consistency: flow resolution, tracker-agnostic refs, report naming, error recovery

- Rewrite autopilot flow resolution to 4 deterministic rules based on source code + docs + state file presence
- Replace all hard-coded Jira references with tracker-agnostic terminology across 30+ files
- Move project-management.mdc to _project.md (project-specific, not portable with .cursor)
- Rename FINAL_implementation_report.md to context-dependent names (implementation_report_tests/features/refactor)
- Remove "acknowledged tech debt" option from test-run — failing tests must be fixed or removed
- Add debug/error recovery protocol to protocols.md
- Align directory paths: metrics -> 06_metrics/, add 05_security/, reviews/, 02_task_plans/ to README
- Add missing skills (test-spec, test-run, new-task, ui-design) to README
- Use language-appropriate comment syntax for Arrange/Act/Assert in coderule + testing rules
- Copy updated coderule.mdc to parent suite/.cursor/rules/
- Raise max task complexity from 5 to 8 points in decompose
- Skip test-spec Phase 4 (script generation) during planning context
- Document per-batch vs post-implement test run as intentional
- Add skill-internal state cross-check rule to state.md

.cursor/skills/autopilot/flows/existing-code.md

@@ -88,7 +88,7 @@ If `_docs/02_tasks/` subfolders have some task files already (e.g., refactoring
 ---
 
 **Step 5 — Implement Tests**
-Condition: `_docs/02_tasks/todo/` contains task files AND `_dependencies_table.md` exists AND the autopilot state shows Step 4 (Decompose Tests) is completed AND `_docs/03_implementation/FINAL_implementation_report.md` does not exist
+Condition: `_docs/02_tasks/todo/` contains task files AND `_dependencies_table.md` exists AND the autopilot state shows Step 4 (Decompose Tests) is completed AND `_docs/03_implementation/implementation_report_tests.md` does not exist
 
 Action: Read and execute `.cursor/skills/implement/SKILL.md`
 
@@ -99,7 +99,7 @@ If `_docs/03_implementation/` has batch reports, the implement skill detects com
 ---
 
 **Step 6 — Run Tests**
-Condition: `_docs/03_implementation/FINAL_implementation_report.md` exists AND the autopilot state shows Step 5 (Implement Tests) is completed AND the autopilot state does NOT show Step 6 (Run Tests) as completed
+Condition: `_docs/03_implementation/implementation_report_tests.md` exists AND the autopilot state shows Step 5 (Implement Tests) is completed AND the autopilot state does NOT show Step 6 (Run Tests) as completed
 
 Action: Read and execute `.cursor/skills/test-run/SKILL.md`
 
@@ -140,7 +140,7 @@ The new-task skill interactively guides the user through defining new functional
 ---
 
 **Step 9 — Implement**
-Condition: the autopilot state shows Step 8 (New Task) is completed AND `_docs/03_implementation/` does not contain a FINAL report covering the new tasks (check state for distinction between test implementation and feature implementation)
+Condition: the autopilot state shows Step 8 (New Task) is completed AND `_docs/03_implementation/` does not contain an `implementation_report_*.md` file other than `implementation_report_tests.md` (the tests report from Step 5 is excluded from this check)
 
 Action: Read and execute `.cursor/skills/implement/SKILL.md`
 

.cursor/skills/autopilot/flows/greenfield.md

@@ -119,16 +119,16 @@ If `_docs/02_tasks/` subfolders have some task files already, the decompose skil
 ---
 
 **Step 6 — Implement**
-Condition: `_docs/02_tasks/todo/` contains task files AND `_dependencies_table.md` exists AND `_docs/03_implementation/FINAL_implementation_report.md` does not exist
+Condition: `_docs/02_tasks/todo/` contains task files AND `_dependencies_table.md` exists AND `_docs/03_implementation/` does not contain any `implementation_report_*.md` file
 
 Action: Read and execute `.cursor/skills/implement/SKILL.md`
 
-If `_docs/03_implementation/` has batch reports, the implement skill detects completed tasks and continues.
+If `_docs/03_implementation/` has batch reports, the implement skill detects completed tasks and continues. The FINAL report filename is context-dependent — see implement skill documentation for naming convention.
 
 ---
 
 **Step 7 — Run Tests**
-Condition: `_docs/03_implementation/FINAL_implementation_report.md` exists AND the autopilot state does NOT show Step 7 (Run Tests) as completed AND (`_docs/04_deploy/` does not exist or is incomplete)
+Condition: `_docs/03_implementation/` contains an `implementation_report_*.md` file AND the autopilot state does NOT show Step 7 (Run Tests) as completed AND (`_docs/04_deploy/` does not exist or is incomplete)
 
 Action: Read and execute `.cursor/skills/test-run/SKILL.md`