gps-denied-onboard/.cursor/skills/refactor/phases/02-analysis.md

Phase 2: Analysis & Task Decomposition

Role: Researcher, software architect, and task planner Goal: Research improvements, produce a refactoring roadmap, and decompose into implementable tasks Constraints: Analysis and planning only — no code changes

2a. Deep Research

1. Analyze current implementation patterns

2. Extract the Project Constraint Matrix from problem.md, restrictions.md, acceptance_criteria.md, current architecture/docs, and actual code constraints. Include required inputs/outputs, operating context, lifecycle assumptions, integration boundaries, non-functional targets, and hard disqualifiers.

3. Research modern approaches for similar systems

4. For each alternative pattern/library/service/architecture/algorithm, research intrinsic implementation constraints: required inputs/outputs, runtime assumptions, supported deployment modes, resource needs, operational limits, licensing/security constraints, and known failure reports.

   API Capability Verification — Per-Mode (MANDATORY, BLOCKING for proposed replacements)

   When a refactor recommendation replaces (or adds) a library/SDK/framework/service, the same per-mode verification used by /research Step 2 applies — selecting a replacement on category fit alone is the same silent-failure path. For every replacement candidate that has multiple modes or configurations:

   1. Pin the exact mode/configuration the refactored code will use, in one explicit sentence. Inputs (data shapes, sensor counts, payloads, rates), outputs (per acceptance_criteria.md and contract files), runtime (matching the project's deployment).
   2. Run context7 (or equivalent docs lookup) for the candidate. Mandatory for every replacement library/SDK/framework candidate, not optional. Minimum three queries per candidate: mode enumeration, project's exact mode (with input/output shapes), disqualifier probe ("does this mode produce the required output? are there published limitations on this runtime?"). Append URLs to RUN_DIR/analysis/research_findings.md references section.
   3. Save a Minimum Viable Example (MVE) for the pinned mode under RUN_DIR/analysis/mve_evidence.md with: source, inputs in example, outputs in example, project inputs, project outputs required, match assessment ✅/⚠️/❌. If no official example covers the project's exact configuration, the recommendation cannot be Selected based on category fit alone — it must be Experimental only (with required-evidence note) or Rejected.
   4. Treat "the same library in a different mode" as a different recommendation. If the project's pinned mode is <X> but the only documented evidence covers <Y>, do not silently soften the description. Open a separate recommendation row, with its own MVE, fit assessment, and disqualifiers.
   5. Common silent-failure pattern: a fact summary paraphrases docs as "supports A, B, C, D modes" when the docs actually mean "supports A; B; C and D as separate orthogonal modes" — no A+B combination exists. Cross-check paraphrased capability claims against the literal mode enumeration.

5. Identify what could be done differently

6. Suggest improvements only when they fit the Project Constraint Matrix. A cleaner or more modern approach that violates product constraints must be marked Rejected or Experimental only, not added as a roadmap recommendation.

Write RUN_DIR/analysis/research_findings.md:

• Current state analysis: patterns used, strengths, weaknesses
• Alternative approaches per component: current vs alternative, pros/cons, migration effort
• Prioritized recommendations: quick wins + strategic improvements
• Constraint-fit table: recommendation, pinned mode/config, constraints checked, API capability evidence (MVE link), evidence, mismatches/disqualifiers, status (Selected / Rejected / Experimental only / Needs user decision)
• For every recommendation that replaces or adds a library/SDK/framework, append a Restrictions × Candidate-Mode sub-matrix that walks every numbered line of restrictions.md and acceptance_criteria.md against the candidate's pinned mode, marking each cell ✅ Pass / ❌ Fail / ❓ Verify / N/A with cited evidence. A recommendation cannot be Selected while any cell is ❌ or ❓.

2b. Solution Assessment & Hardening Tracks

1. Assess current implementation against acceptance criteria
2. Identify weak points in codebase, map to specific code areas
3. Perform gap analysis: acceptance criteria vs current state
4. Prioritize changes by impact and effort
5. Reject or escalate any proposed refactor that improves code structure while weakening required behavior, integration contracts, runtime constraints, safety/security posture, or acceptance criteria

Present optional hardening tracks for user to include in the roadmap:

══════════════════════════════════════
 DECISION REQUIRED: Include hardening tracks?
══════════════════════════════════════
 A) Technical Debt — identify and address design/code/test debt
 B) Performance Optimization — profile, identify bottlenecks, optimize
 C) Security Review — OWASP Top 10, auth, encryption, input validation
 D) All of the above
 E) None — proceed with structural refactoring only
══════════════════════════════════════

For each selected track, add entries to RUN_DIR/list-of-changes.md (append to the file produced in Phase 1):

• Track A: tech debt items with location, impact, effort
• Track B: performance bottlenecks with profiling data
• Track C: security findings with severity and fix description

Write RUN_DIR/analysis/refactoring_roadmap.md:

• Weak points assessment: location, description, impact, proposed solution
• Gap analysis: what's missing, what needs improvement
• Phased roadmap: Phase 1 (critical fixes), Phase 2 (major improvements), Phase 3 (enhancements)
• Selected hardening tracks and their items
• Applicability gate: each roadmap item must state constraint fit, mismatches, required evidence, and status (Selected / Rejected / Experimental only / Needs user decision)

BLOCKING applicability gate: Before 2c and 2d, every recommendation in the roadmap must be Selected. Items marked Rejected are excluded. Items marked Experimental only or Needs user decision require a user decision before task creation.

2c. Create Epic

Create a work item tracker epic for this refactoring run:

1. Epic name: the RUN_DIR name (e.g., 01-testability-refactoring)
2. Create the epic via configured tracker MCP
3. Record the Epic ID — all tasks in 2d will be linked under this epic
4. If tracker is unavailable, follow .cursor/rules/tracker.mdc; only use PENDING placeholders if the user explicitly chooses tracker: local

2d. Task Decomposition

Convert the finalized RUN_DIR/list-of-changes.md into implementable task files.

1. Read RUN_DIR/list-of-changes.md
2. For each change entry (or group of related entries), create an atomic task file in TASKS_DIR:
   • Use the standard task template format (.cursor/skills/decompose/templates/task.md)
   • File naming: [##]_refactor_[short_name].md (temporary numeric prefix)
   • Task: PENDING_refactor_[short_name]
   • Description: derived from the change entry's Problem + Change fields
   • Complexity: estimate 1-5 points; split into multiple tasks if >5
   • Dependencies: map change-level dependencies (C01, C02) to task-level tracker IDs
   • Component: from the change entry's File(s) field
   • Epic: the epic created in 2c
   • Acceptance Criteria: derived from the change entry — verify the problem is resolved
3. Create work item ticket for each task under the epic from 2c
4. Rename each file to [TRACKER-ID]_refactor_[short_name].md after ticket creation
5. Update or append to TASKS_DIR/_dependencies_table.md with the refactoring tasks

Self-verification:

• All acceptance criteria are addressed in gap analysis
• Recommendations are grounded in actual code, not abstract
• Every recommendation has been checked against the Project Constraint Matrix
• No recommendation violates product restrictions, acceptance criteria, documented architecture decisions, or actual code integration boundaries
• Every replacement library/SDK/framework recommendation has a pinned mode/config, a saved MVE in mve_evidence.md, and a Restrictions × Candidate-Mode sub-matrix with no ❌ or ❓ cells
• context7 (or equivalent) was consulted for every replacement library/SDK/framework recommendation
• Paraphrased capability claims have been cross-checked against the literal mode-enumeration evidence (no A, B → A+B style conflation)
• Rejected and experimental approaches are documented but not converted into implementation tasks without user approval
• Roadmap phases are prioritized by impact
• Epic created and all tasks linked to it
• Every entry in list-of-changes.md has a corresponding task file in TASKS_DIR
• No task exceeds 5 complexity points
• Task dependencies are consistent (no circular dependencies)
• _dependencies_table.md includes all refactoring tasks
• Every task has a work item ticket (or PENDING placeholder)

Save action: Write analysis artifacts to RUN_DIR, task files to TASKS_DIR

BLOCKING: Present refactoring roadmap and task list to user. Do NOT proceed until user confirms.

Quick Assessment mode stops here. Present final summary and write FINAL_report.md with phases 0-2 content.