327 Backlog 6e97503d

Backlog

Tracked features, ideas, and deferred work for grooming and future sessions.

P0 - Must Have

(Empty)

P1 - Should Have

SAM: Error Recovery / Rollback Procedures

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Define explicit procedure when a task fails irrecoverably. How to undo artifact changes? How to restore artifact plane to consistent state after failure? Research first: How do GSD, BMAD-METHOD, AutoGPT, and traditional CI/CD handle rollback? What patterns exist for transactional artifact updates? Suggested location: methodology_development/stateless-software-engineering-framework.md (new Appendix or Part 6 addition)

SAM: Human Escalation Criteria

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Define explicit triggers for escalating to human at each stage (not just Discovery). When should agents block and ask vs attempt repair vs fail? Research first: How do GSD deviation rules work? How does BMAD-METHOD handle human checkpoints? What escalation patterns exist in agent frameworks? Suggested location: methodology_development/stateless-software-engineering-framework.md (each Agent Specification section)

SAM: Timeout/Stall Detection

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Define mechanism to detect when an agent is stuck or has stalled. Include timeout thresholds per stage, health check patterns, and recovery actions. Research first: How do orchestration frameworks (Temporal, Prefect, Airflow) handle task timeouts? What heartbeat patterns exist? How does Gas Town handle session recycling? Suggested location: methodology_development/stateless-software-engineering-framework.md (Orchestrator section 3.8)

SAM: Artifact Schema Validation

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Define formal validation rules or JSON schemas for artifact formats. Currently only templates provided. Enable automated validation at stage boundaries. Research first: How do GSD artifacts (STATE.md, ROADMAP.md) enforce structure? What validation approaches exist in BMAD-METHOD? JSON Schema vs YAML validation vs custom parsers? Suggested location: methodology_development/sam-artifact-schemas/ (new directory with schema files)

SAM: Scope Creep Detection

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Define mechanism to detect when execution diverges from plan. How does Forensic Review detect that the execution agent solved a different problem than planned? Research first: How does GSD plan-checker detect deviation? What diff/comparison techniques exist? How do code review tools detect scope creep in PRs? Suggested location: methodology_development/stateless-software-engineering-framework.md (section 3.6 Forensic Review)

Extract claude-plugin-lint to standalone PyPI package

Source: Gap analysis - no existing Claude Code plugin linters exist Added: 2026-02-01 Description: Extract and enhance validate_frontmatter.py into a standalone open-source project. First dedicated linter for Claude Code plugin frontmatter (SKILL.md, agents/.md, commands/.md). Official claude plugin validate only checks plugin.json structure. Features to include:

• YAML frontmatter schema validation with Pydantic models
• Auto-fix capabilities (arrays → comma-separated, multiline → single-line)
• Token-based complexity metrics (tiktoken) instead of line counts
• Cross-reference validation (agent references non-existent skill)
• Marketplace readiness scoring
• Pre-commit hook integration
• CLI with --fix and --report modes Current source: plugins/plugin-creator/scripts/validate_frontmatter.py Suggested repo name: claude-plugin-lint or cc-plugin-validator

P2 - Could Have

SAM: Parallel Execution Details

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Detail safe parallelization within SAM pipeline. When can tasks run in parallel? How to handle merge conflicts? Reference GSD wave execution pattern. Research first: How does GSD wave execution work in detail? How do task orchestrators (Temporal, Prefect) handle parallel dependencies? What conflict resolution patterns exist? Suggested location: methodology_development/stateless-software-engineering-framework.md (new section 2.4 or Appendix)

SAM: Multi-Model Strategy

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Define guidance for using different models for different agent types. E.g., cheaper/faster models for simple verification, stronger models for planning. Research first: How do agent frameworks handle model selection? What cost/quality tradeoffs exist? How does Claude Code's haiku/sonnet/opus selection work? Suggested location: methodology_development/stateless-software-engineering-framework.md (Implementation Roadmap or new Appendix)

SAM: Audit Trail / Observability

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Beyond artifacts, define logging/metrics/tracing guidance. How to diagnose pipeline issues? What telemetry to capture? Research first: How do GSD and BMAD-METHOD handle logging? What observability patterns exist in agent frameworks? OpenTelemetry for LLM workflows? Suggested location: methodology_development/stateless-software-engineering-framework.md (new Appendix I)

SAM: Partial Success Handling

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Define how to represent and handle partial task success. Task completes some DoD items but not all. How is this state represented in artifacts? Research first: How do GSD checkpoints represent partial progress? How do CI/CD systems handle partial test passes? What state machine patterns exist? Suggested location: methodology_development/stateless-software-engineering-framework.md (section 3.5 Execution Agent output)

SAM: Context Size Management

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Define explicit guidance for measuring and managing context size per agent. What's the target token budget? How to detect context pressure? Research first: How do agent frameworks measure context usage? What token counting approaches exist? How does Claude Code handle context limits internally? Suggested location: methodology_development/stateless-software-engineering-framework.md (section 2.1 or Appendix C)

SAM: Conflicting Review Findings

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Define protocol when forensic review and self-verification disagree. Which takes precedence? How to adjudicate conflicts? Research first: How do code review systems handle conflicting reviewers? What adjudication patterns exist in multi-agent systems? How does GSD handle verification disagreements? Suggested location: methodology_development/stateless-software-engineering-framework.md (section 3.6 Forensic Review)

Ideas

SAM: Cost/Token Management

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Explore token budgets and cost controls per agent/stage. Track API costs. Set limits per task. Research first: How do LLM cost management tools work (LangSmith, Helicone)? What budget enforcement patterns exist?

SAM: Team Coordination Protocols

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Explore how multiple humans interact with the pipeline concurrently. Locking? Ownership? Notifications? Research first: How do collaborative editing systems handle concurrent users? What patterns exist in git-based workflows?

SAM: External System Integration Patterns

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Explore patterns for integrating with issue trackers (GitHub Issues, Jira), CI/CD pipelines, git hooks. Research first: How does GSD integrate with external tools? What MCP servers exist for issue trackers? How do agent frameworks bridge to CI/CD?

SAM: Migration Strategy Guide

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Explore how to migrate existing projects to SAM. Incremental adoption? Parallel running? Artifact bootstrap? Research first: How do organizations adopt new methodologies incrementally? What migration patterns exist for process changes?

SAM: Training/Onboarding Materials

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Explore creating materials for new team members learning the methodology. Tutorials, examples, quick-start guides. Research first: What training materials exist for GSD, BMAD-METHOD? What makes effective agent methodology onboarding?

SAM: Non-Code Workflow Guidance

Source: Gap analysis of SAM framework Added: 2026-02-01 Description: Explore how SAM handles documentation-only tasks, configuration changes, infrastructure work. Adapt templates? Research first: How do GSD and BMAD-METHOD handle non-code work? What artifact types exist beyond code?

Carbonyl Browser Integration for Claude Code

Source: Session experimentation 2026-02-05 Added: 2026-02-05 Description: Research whether carbonyl (terminal Chromium browser) can work with Claude Code for reliable web content extraction. Carbonyl renders pages in terminal but needs a TTY. Research areas:

• Can carbonyl run via tmux/screen/script to provide a pseudo-TTY?
• Could carbonyl be wrapped with a screenshot tool (e.g., termshot, asciinema) that passes images back to Claude?
• What's the minimal TTY setup needed for headless carbonyl operation?
• Compare with is-fast, lynx, w3m for text extraction capabilities Context: WebFetch is unreliable (summarizing agents hallucinate), Playwright requires browser downloads that may be blocked. Carbonyl is self-contained but needs TTY.

Validate is-fast for Web Content Extraction

Source: Session experimentation 2026-02-05 Added: 2026-02-05 Description: Test is-fast CLI tool on host with unrestricted network access. Validation steps:

• Install: curl --proto '=https' --tlsv1.2 -LsSf https://github.com/Magic-JD/is-fast/releases/latest/download/is-fast-installer.sh | sh
• Test: is-fast --direct https://code.claude.com/docs/en/skills --piped
• Verify it extracts text content from JS-rendered pages
• Compare output quality with curl, lynx, w3m
• Test CSS selector filtering with --selector Blocked on 2026-02-05: DNS resolution failed in restricted environment

Validate agent-browser for Web Automation

Source: Session experimentation 2026-02-05 Added: 2026-02-05 Description: Test agent-browser (Playwright-based) on host with unrestricted network and Playwright browsers installed. Validation steps:

• Install browsers: npx playwright install
• Test: npx agent-browser open https://code.claude.com/docs/en/skills
• Test: npx agent-browser snapshot -i (get element refs)
• Test: npx agent-browser get text body (extract page text)
• Verify snapshot/interact/re-snapshot workflow works
• Document prerequisites for skill to function Blocked on 2026-02-05: Could not download Playwright browsers (DNS resolution failed, missing system libs) Skill location: .claude/skills/agent-browser/SKILL.md

Validate carbonyl Terminal Browser

Source: Session experimentation 2026-02-05 Added: 2026-02-05 Description: Test carbonyl on host with proper TTY and network access. Validation steps:

• Test basic: npx -y carbonyl --no-sandbox https://example.com
• Test with tmux: tmux new-session -d -s carbonyl 'npx -y carbonyl --no-sandbox https://example.com'
• Test screenshot capture: Can we grab terminal output as image?
• Test text extraction: Can we pipe output or capture rendered text?
• Compare JS rendering quality with other tools Blocked on 2026-02-05: Needs TTY (Inappropriate ioctl for device), DNS also blocked

Completed

Replace requests with httpx in all scripts

Source: CI/pre-commit inconsistency discovery (2026-02-05) Completed: 2026-02-06 Description: Migrated validate-glfm.py from requests to httpx. Added TID251 ruff ban rule for requests imports. Removed types-requests from dev dependencies. sync-gitlab-docs.py was already using httpx. Location: plugins/gitlab-skill/skills/gitlab-skill/scripts/validate-glfm.py, pyproject.toml

Enhance swarm-task-planner with multi-source synthesis

Source: external-pattern-integration-2026-02-01.md Completed: 2026-02-06 Description: Multi-source synthesis implemented via CLEAR+CoVe standard and Project Awareness section with investigation commands for searching documentation, assessing project structure, and identifying progress. Location: plugins/python3-development/agents/swarm-task-planner.md

Add context compliance checking

Source: external-pattern-integration-2026-02-01.md Completed: 2026-02-06 Description: Complete plan-validator agent implements 8 validation dimensions including Requirement Coverage, Task Completeness, Dependency Correctness, Agent Capability Match, Input/Output Validity, Artifact Wiring, Testability, and Scope Sanity. Location: plugins/python3-development/agents/plan-validator.md

SAM: Artifact Versioning Strategy

Source: Gap analysis of SAM framework Completed: 2026-02-06 Description: Implemented storage-agnostic semantic tokens using pattern ARTIFACT:{TYPE}({SCOPE_OR_ID}) with disambiguators (CTX, PREREQ, EXEC, VERIFY). Provides both filesystem-backed and SQL-backed example implementations. Location: methodology_development/stateless-software-engineering-framework.md (section 2.1.2)

Create ecosystem-researcher agent

Source: external-pattern-integration-2026-02-01.md Completed: 2026-02-05 Description: New agent for ecosystem/domain research before roadmap creation. Supports three modes - Ecosystem discovery, Feasibility assessment, Comparison analysis. Patterns from: gsd-project-researcher.md (research modes) Location: plugins/python3-development/agents/ecosystem-researcher.md

Format Guide

### Item title

**Source**: [link or description of where this came from]
**Added**: YYYY-MM-DD
**Description**: What needs to be done
**Research first**: (for SAM items) Questions to answer via competitive analysis before implementing
**Patterns from**: (optional) External source if from pattern integration
**Suggested location**: (optional) Where this should be implemented

Research Resources

Skill for research phase: /research-and-compare <methodology-name-or-url>

• Produces structured comparison documents following SAM comparison template
• Includes overlap/divergence analysis, weakness discovery, implementation pairing
• Outputs to methodology_development/.meta/v1_comparisons/

Existing SAM comparisons (start here before running new research):

• methodology_development/.meta/v1_comparisons/
  • sam-vs-get-shit-done.md
  • sam-vs-bmad-method.md
  • sam-vs-gastown.md
  • sam-vs-taskmaster.md
  • sam-vs-octocode.md
  • sam-vs-superclaude.md
  • sam-vs-ralph-loop-orchestrator.md
  • sam-vs-cc-sessions.md
  • sam-vs-v-model.md
  • sam-infrastructure-layer.md

Workflow for SAM gap items:

1. Check existing comparisons for relevant findings
2. If more research needed: /research-and-compare <framework> for specific topics
3. Synthesize findings into SAM framework update
4. Mark backlog item complete