diff --git a/README.md b/README.md
index 22a88b1..109962a 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # claude-code-best-practice
 from vibe coding to agentic engineering - practice makes claude perfect
 
-![updated with Claude Code](https://img.shields.io/badge/updated_with_Claude_Code-v2.1.158%20(Jun%2001%2C%202026%2012%3A07%20AM%20PKT)-white?style=flat&labelColor=555) <a href="https://github.com/shanraisshan/claude-code-best-practice/stargazers"><img src="https://img.shields.io/github/stars/shanraisshan/claude-code-best-practice?style=flat&label=%E2%98%85&labelColor=555&color=white" alt="GitHub Stars"></a><br>
+![updated with Claude Code](https://img.shields.io/badge/updated_with_Claude_Code-v2.1.158%20(Jun%2001%2C%202026%209%3A26%20AM%20PKT)-white?style=flat&labelColor=555) <a href="https://github.com/shanraisshan/claude-code-best-practice/stargazers"><img src="https://img.shields.io/github/stars/shanraisshan/claude-code-best-practice?style=flat&label=%E2%98%85&labelColor=555&color=white" alt="GitHub Stars"></a><br>
 
 
 [![Best Practice](!/tags/best-practice.svg)](best-practice/) [![Implemented](!/tags/implemented.svg)](implementation/) [![Orchestration Workflow](!/tags/orchestration-workflow.svg)](orchestration-workflow/orchestration-workflow.md) [![Claude](!/tags/claude.svg)](https://code.claude.com/docs) [![Boris](!/tags/boris-cherny.svg)](#-tips-and-tricks) [![Community](!/tags/community.svg)](#-subscribe) ![Click on these badges below to see the actual sources](!/tags/click-badges.svg)<br>
@@ -108,18 +108,18 @@ All major workflows converge on the same architectural pattern: **Research → P
 
 | Name | ★ | Workflow | <img src="!/tags/a.svg" height="14"> | <img src="!/tags/c.svg" height="14"> | <img src="!/tags/s.svg" height="14"> |
 |------|---|----------|---|---|---|
-| [Superpowers](https://github.com/obra/superpowers) | 214k | <img src="https://img.shields.io/badge/brainstorming-ddf4ff" alt="brainstorming" align="middle"> → <img src="https://img.shields.io/badge/using--git--worktrees-ddf4ff" alt="using-git-worktrees" align="middle"> → <img src="https://img.shields.io/badge/writing--plans-ddf4ff" alt="writing-plans" align="middle"> → <img src="https://img.shields.io/badge/subagent--driven--development-fff3b0" alt="subagent-driven-development" align="middle"> → <img src="https://img.shields.io/badge/test--driven--development-fff3b0" alt="test-driven-development" align="middle"> → <img src="https://img.shields.io/badge/requesting--code--review-fff3b0" alt="requesting-code-review" align="middle"> → <img src="https://img.shields.io/badge/verification--before--completion-fff3b0" alt="verification-before-completion" align="middle"> → <img src="https://img.shields.io/badge/finishing--a--development--branch-ddf4ff" alt="finishing-a-development-branch" align="middle"> | 0 | 0 | 14 |
-| [Everything Claude Code](https://github.com/affaan-m/everything-claude-code) | 200k | <img src="https://img.shields.io/badge/%2Fecc:plan-ddf4ff" alt="/ecc:plan" align="middle"> → <img src="https://img.shields.io/badge/%2Ftdd-ddf4ff" alt="/tdd" align="middle"> → <img src="https://img.shields.io/badge/%2Fcode--review-ddf4ff" alt="/code-review" align="middle"> → <img src="https://img.shields.io/badge/%2Fsecurity--scan-ddf4ff" alt="/security-scan" align="middle"> → <img src="https://img.shields.io/badge/%2Fe2e-ddf4ff" alt="/e2e" align="middle"> → <img src="https://img.shields.io/badge/merge-ddf4ff" alt="merge" align="middle"> | 63 | 121 | 300+ |
-| [Matt Pocock Skills](https://github.com/mattpocock/skills) | 113k | <img src="https://img.shields.io/badge/%2Fgrill--with--docs-ddf4ff" alt="/grill-with-docs" align="middle"> → <img src="https://img.shields.io/badge/%2Fto--prd-ddf4ff" alt="/to-prd" align="middle"> → <img src="https://img.shields.io/badge/%2Fto--issues-ddf4ff" alt="/to-issues" align="middle"> → <img src="https://img.shields.io/badge/%2Ftriage-ddf4ff" alt="/triage" align="middle"> → <img src="https://img.shields.io/badge/%2Ftdd-fff3b0" alt="/tdd" align="middle"> → <img src="https://img.shields.io/badge/%2Fdiagnose-fff3b0" alt="/diagnose" align="middle"> → <img src="https://img.shields.io/badge/%2Fimprove--codebase--architecture-ddf4ff" alt="/improve-codebase-architecture" align="middle"> → <img src="https://img.shields.io/badge/%2Fzoom--out-ddf4ff" alt="/zoom-out" align="middle"> | 0 | 0 | 29 |
-| [Spec Kit](https://github.com/github/spec-kit) | 107k | <img src="https://img.shields.io/badge/%2Fspeckit.constitution-ddf4ff" alt="/speckit.constitution" align="middle"> → <img src="https://img.shields.io/badge/%2Fspeckit.specify-ddf4ff" alt="/speckit.specify" align="middle"> → <img src="https://img.shields.io/badge/%2Fspeckit.clarify-ddf4ff" alt="/speckit.clarify" align="middle"> → <img src="https://img.shields.io/badge/%2Fspeckit.plan-ddf4ff" alt="/speckit.plan" align="middle"> → <img src="https://img.shields.io/badge/%2Fspeckit.tasks-ddf4ff" alt="/speckit.tasks" align="middle"> → <img src="https://img.shields.io/badge/%2Fspeckit.analyze-ddf4ff" alt="/speckit.analyze" align="middle"> → <img src="https://img.shields.io/badge/%2Fspeckit.implement-ddf4ff" alt="/speckit.implement" align="middle"> | 0 | 9 | 0 |
-| [gstack](https://github.com/garrytan/gstack) | 105k | <img src="https://img.shields.io/badge/%2Foffice--hours-ddf4ff" alt="/office-hours" align="middle"> → <img src="https://img.shields.io/badge/%2Fplan--ceo--review-ddf4ff" alt="/plan-ceo-review" align="middle"> → <img src="https://img.shields.io/badge/%2Fplan--eng--review-ddf4ff" alt="/plan-eng-review" align="middle"> → <img src="https://img.shields.io/badge/%2Fplan--design--review-ddf4ff" alt="/plan-design-review" align="middle"> → <img src="https://img.shields.io/badge/%2Fdesign--shotgun-ddf4ff" alt="/design-shotgun" align="middle"> → <img src="https://img.shields.io/badge/%2Fdesign--html-ddf4ff" alt="/design-html" align="middle"> → <img src="https://img.shields.io/badge/%2Freview-ddf4ff" alt="/review" align="middle"> → <img src="https://img.shields.io/badge/%2Fcodex-ddf4ff" alt="/codex" align="middle"> → <img src="https://img.shields.io/badge/%2Fqa-ddf4ff" alt="/qa" align="middle"> → <img src="https://img.shields.io/badge/%2Fship-ddf4ff" alt="/ship" align="middle"> → <img src="https://img.shields.io/badge/%2Fland--and--deploy-ddf4ff" alt="/land-and-deploy" align="middle"> → <img src="https://img.shields.io/badge/%2Fretro-ddf4ff" alt="/retro" align="middle"> | 0 | 0 | 47 |
-| [Get Shit Done](https://github.com/gsd-build/get-shit-done) | 64k | <img src="https://img.shields.io/badge/%2Fgsd--new--project-ddf4ff" alt="/gsd-new-project" align="middle"> → <img src="https://img.shields.io/badge/%2Fgsd--discuss--phase-ddf4ff" alt="/gsd-discuss-phase" align="middle"> → <img src="https://img.shields.io/badge/%2Fgsd--plan--phase-ddf4ff" alt="/gsd-plan-phase" align="middle"> → <img src="https://img.shields.io/badge/%2Fgsd--execute--phase-ddf4ff" alt="/gsd-execute-phase" align="middle"> → <img src="https://img.shields.io/badge/%2Fgsd--verify--work-fff3b0" alt="/gsd-verify-work" align="middle"> → <img src="https://img.shields.io/badge/%2Fgsd--ship-ddf4ff" alt="/gsd-ship" align="middle"> → <img src="https://img.shields.io/badge/%2Fgsd--complete--milestone-ddf4ff" alt="/gsd-complete-milestone" align="middle"> | 33 | 96 | 0 |
-| [OpenSpec](https://github.com/Fission-AI/OpenSpec) | 52k | <img src="https://img.shields.io/badge/%2Fopsx:propose-ddf4ff" alt="/opsx:propose" align="middle"> → <img src="https://img.shields.io/badge/%2Fopsx:apply-ddf4ff" alt="/opsx:apply" align="middle"> → <img src="https://img.shields.io/badge/%2Fopsx:archive-ddf4ff" alt="/opsx:archive" align="middle"> | 0 | 9 | 0 |
-| [BMAD-METHOD](https://github.com/bmad-code-org/BMAD-METHOD) | 48k | <img src="https://img.shields.io/badge/bmad--product--brief-ddf4ff" alt="bmad-product-brief" align="middle"> → <img src="https://img.shields.io/badge/bmad--create--prd-ddf4ff" alt="bmad-create-prd" align="middle"> → <img src="https://img.shields.io/badge/bmad--create--architecture-ddf4ff" alt="bmad-create-architecture" align="middle"> → <img src="https://img.shields.io/badge/bmad--create--epics--and--stories-ddf4ff" alt="bmad-create-epics-and-stories" align="middle"> → <img src="https://img.shields.io/badge/bmad--sprint--planning-ddf4ff" alt="bmad-sprint-planning" align="middle"> → <img src="https://img.shields.io/badge/bmad--create--story-fff3b0" alt="bmad-create-story" align="middle"> → <img src="https://img.shields.io/badge/bmad--dev--story-fff3b0" alt="bmad-dev-story" align="middle"> → <img src="https://img.shields.io/badge/bmad--code--review-fff3b0" alt="bmad-code-review" align="middle"> → <img src="https://img.shields.io/badge/bmad--retrospective-ddf4ff" alt="bmad-retrospective" align="middle"> | 6 | 0 | 40 |
-| [oh-my-claudecode](https://github.com/Yeachan-Heo/oh-my-claudecode) | 35k | <img src="https://img.shields.io/badge/%2Fdeep--interview-ddf4ff" alt="/deep-interview" align="middle"> → <img src="https://img.shields.io/badge/%2Fteam-ddf4ff" alt="/team" align="middle"> → <img src="https://img.shields.io/badge/team--plan-fff3b0" alt="team-plan" align="middle"> → <img src="https://img.shields.io/badge/team--prd-fff3b0" alt="team-prd" align="middle"> → <img src="https://img.shields.io/badge/team--exec-fff3b0" alt="team-exec" align="middle"> → <img src="https://img.shields.io/badge/team--verify-fff3b0" alt="team-verify" align="middle"> → <img src="https://img.shields.io/badge/team--fix-fff3b0" alt="team-fix" align="middle"> → <img src="https://img.shields.io/badge/%2Fralph-ddf4ff" alt="/ralph" align="middle"> → <img src="https://img.shields.io/badge/merge-ddf4ff" alt="merge" align="middle"> | 19 | 0 | 47 |
+| [Superpowers](https://github.com/obra/superpowers) | 214k | <img src="https://img.shields.io/badge/brainstorming-ddf4ff" alt="brainstorming" align="middle"> → <img src="https://img.shields.io/badge/using--git--worktrees-ddf4ff" alt="using-git-worktrees" align="middle"> → <img src="https://img.shields.io/badge/writing--plans-ddf4ff" alt="writing-plans" align="middle"> → <img src="https://img.shields.io/badge/subagent--driven--development-ddf4ff" alt="subagent-driven-development" align="middle"> → <img src="https://img.shields.io/badge/test--driven--development-fff3b0" alt="test-driven-development" align="middle"> → <img src="https://img.shields.io/badge/requesting--code--review-ddf4ff" alt="requesting-code-review" align="middle"> → <img src="https://img.shields.io/badge/receiving--code--review-fff3b0" alt="receiving-code-review" align="middle"> → <img src="https://img.shields.io/badge/verification--before--completion-ddf4ff" alt="verification-before-completion" align="middle"> → <img src="https://img.shields.io/badge/finishing--a--development--branch-ddf4ff" alt="finishing-a-development-branch" align="middle"> | 0 | 0 | 14 |
+| [Everything Claude Code](https://github.com/affaan-m/everything-claude-code) | 201k | <img src="https://img.shields.io/badge/%2Fecc:plan-ddf4ff" alt="/ecc:plan" align="middle"> → <img src="https://img.shields.io/badge/%2Ftdd-ddf4ff" alt="/tdd" align="middle"> → <img src="https://img.shields.io/badge/%2Fcode--review-ddf4ff" alt="/code-review" align="middle"> → <img src="https://img.shields.io/badge/%2Fsecurity--scan-ddf4ff" alt="/security-scan" align="middle"> → <img src="https://img.shields.io/badge/%2Fe2e-ddf4ff" alt="/e2e" align="middle"> → <img src="https://img.shields.io/badge/merge-ddf4ff" alt="merge" align="middle"> | 63 | 121 | 300+ |
+| [Matt Pocock Skills](https://github.com/mattpocock/skills) | 113k | <img src="https://img.shields.io/badge/%2Fgrill--me-ddf4ff" alt="/grill-me" align="middle"> → <img src="https://img.shields.io/badge/%2Fgrill--with--docs-ddf4ff" alt="/grill-with-docs" align="middle"> → <img src="https://img.shields.io/badge/%2Fto--prd-ddf4ff" alt="/to-prd" align="middle"> → <img src="https://img.shields.io/badge/%2Fto--issues-ddf4ff" alt="/to-issues" align="middle"> → <img src="https://img.shields.io/badge/%2Ftdd-ddf4ff" alt="/tdd" align="middle"> → <img src="https://img.shields.io/badge/%2Fdiagnose-fff3b0" alt="/diagnose" align="middle"> → <img src="https://img.shields.io/badge/%2Fimprove--codebase--architecture-ddf4ff" alt="/improve-codebase-architecture" align="middle"> | 0 | 0 | 29 |
+| [Spec Kit](https://github.com/github/spec-kit) | 107k | <img src="https://img.shields.io/badge/%2Fspeckit.constitution-ddf4ff" alt="/speckit.constitution" align="middle"> → <img src="https://img.shields.io/badge/%2Fspeckit.specify-ddf4ff" alt="/speckit.specify" align="middle"> → <img src="https://img.shields.io/badge/%2Fspeckit.clarify-ddf4ff" alt="/speckit.clarify" align="middle"> → <img src="https://img.shields.io/badge/%2Fspeckit.plan-ddf4ff" alt="/speckit.plan" align="middle"> → <img src="https://img.shields.io/badge/%2Fspeckit.tasks-ddf4ff" alt="/speckit.tasks" align="middle"> → <img src="https://img.shields.io/badge/%2Fspeckit.implement-ddf4ff" alt="/speckit.implement" align="middle"> → <img src="https://img.shields.io/badge/%2Fspeckit.analyze-ddf4ff" alt="/speckit.analyze" align="middle"> → <img src="https://img.shields.io/badge/%2Fspeckit.taskstoissues-ddf4ff" alt="/speckit.taskstoissues" align="middle"> | 0 | 9 | 0 |
+| [gstack](https://github.com/garrytan/gstack) | 105k | <img src="https://img.shields.io/badge/%2Foffice--hours-ddf4ff" alt="/office-hours" align="middle"> → <img src="https://img.shields.io/badge/%2Fplan--ceo--review-ddf4ff" alt="/plan-ceo-review" align="middle"> → <img src="https://img.shields.io/badge/%2Fplan--eng--review-fff3b0" alt="/plan-eng-review" align="middle"> → <img src="https://img.shields.io/badge/%2Fplan--design--review-fff3b0" alt="/plan-design-review" align="middle"> → <img src="https://img.shields.io/badge/%2Fplan--devex--review-fff3b0" alt="/plan-devex-review" align="middle"> → <img src="https://img.shields.io/badge/%2Fspec-ddf4ff" alt="/spec" align="middle"> → <img src="https://img.shields.io/badge/%2Fdesign--consultation-fff3b0" alt="/design-consultation" align="middle"> → <img src="https://img.shields.io/badge/%2Freview-ddf4ff" alt="/review" align="middle"> → <img src="https://img.shields.io/badge/%2Fqa-ddf4ff" alt="/qa" align="middle"> → <img src="https://img.shields.io/badge/%2Fship-ddf4ff" alt="/ship" align="middle"> → <img src="https://img.shields.io/badge/%2Fland--and--deploy-ddf4ff" alt="/land-and-deploy" align="middle"> → <img src="https://img.shields.io/badge/%2Fcanary-ddf4ff" alt="/canary" align="middle"> → <img src="https://img.shields.io/badge/%2Fretro-ddf4ff" alt="/retro" align="middle"> | 0 | 0 | 47 |
+| [Get Shit Done](https://github.com/gsd-build/get-shit-done) | 64k | <img src="https://img.shields.io/badge/%2Fgsd--new--project-ddf4ff" alt="/gsd-new-project" align="middle"> → <img src="https://img.shields.io/badge/%2Fgsd--spec--phase-ddf4ff" alt="/gsd-spec-phase" align="middle"> → <img src="https://img.shields.io/badge/%2Fgsd--plan--phase-ddf4ff" alt="/gsd-plan-phase" align="middle"> → <img src="https://img.shields.io/badge/%2Fgsd--execute--phase-ddf4ff" alt="/gsd-execute-phase" align="middle"> → <img src="https://img.shields.io/badge/%2Fgsd--code--review-fff3b0" alt="/gsd-code-review" align="middle"> → <img src="https://img.shields.io/badge/%2Fgsd--validate--phase-fff3b0" alt="/gsd-validate-phase" align="middle"> → <img src="https://img.shields.io/badge/%2Fgsd--ship-ddf4ff" alt="/gsd-ship" align="middle"> → <img src="https://img.shields.io/badge/%2Fgsd--extract--learnings-ddf4ff" alt="/gsd-extract-learnings" align="middle"> | 33 | 67 | 0 |
+| [OpenSpec](https://github.com/Fission-AI/OpenSpec) | 52k | <img src="https://img.shields.io/badge/%2Fopsx:propose-ddf4ff" alt="/opsx:propose" align="middle"> → <img src="https://img.shields.io/badge/%2Fopsx:apply-fff3b0" alt="/opsx:apply" align="middle"> → <img src="https://img.shields.io/badge/%2Fopsx:verify-fff3b0" alt="/opsx:verify" align="middle"> → <img src="https://img.shields.io/badge/%2Fopsx:archive-ddf4ff" alt="/opsx:archive" align="middle"> → <img src="https://img.shields.io/badge/%2Fopsx:bulk--archive-ddf4ff" alt="/opsx:bulk-archive" align="middle"> | 0 | 9 | 0 |
+| [BMAD-METHOD](https://github.com/bmad-code-org/BMAD-METHOD) | 48k | <img src="https://img.shields.io/badge/bmad--product--brief-ddf4ff" alt="bmad-product-brief" align="middle"> → <img src="https://img.shields.io/badge/bmad--prfaq-fff3b0" alt="bmad-prfaq" align="middle"> → <img src="https://img.shields.io/badge/bmad--create--prd-ddf4ff" alt="bmad-create-prd" align="middle"> → <img src="https://img.shields.io/badge/bmad--validate--prd-fff3b0" alt="bmad-validate-prd" align="middle"> → <img src="https://img.shields.io/badge/bmad--create--architecture-ddf4ff" alt="bmad-create-architecture" align="middle"> → <img src="https://img.shields.io/badge/bmad--check--implementation--readiness-ddf4ff" alt="bmad-check-implementation-readiness" align="middle"> → <img src="https://img.shields.io/badge/bmad--create--epics--and--stories-ddf4ff" alt="bmad-create-epics-and-stories" align="middle"> → <img src="https://img.shields.io/badge/bmad--dev--story-fff3b0" alt="bmad-dev-story" align="middle"> → <img src="https://img.shields.io/badge/bmad--code--review-fff3b0" alt="bmad-code-review" align="middle"> → <img src="https://img.shields.io/badge/bmad--qa--generate--e2e--tests-ddf4ff" alt="bmad-qa-generate-e2e-tests" align="middle"> → <img src="https://img.shields.io/badge/bmad--retrospective-ddf4ff" alt="bmad-retrospective" align="middle"> | 6 | 0 | 42 |
+| [oh-my-claudecode](https://github.com/Yeachan-Heo/oh-my-claudecode) | 35k | <img src="https://img.shields.io/badge/team--plan-ddf4ff" alt="team-plan" align="middle"> → <img src="https://img.shields.io/badge/team--prd-ddf4ff" alt="team-prd" align="middle"> → <img src="https://img.shields.io/badge/team--exec-ddf4ff" alt="team-exec" align="middle"> → <img src="https://img.shields.io/badge/team--verify-ddf4ff" alt="team-verify" align="middle"> → <img src="https://img.shields.io/badge/team--fix-fff3b0" alt="team-fix" align="middle"> → <img src="https://img.shields.io/badge/team--verify-fff3b0" alt="team-verify" align="middle"> | 19 | 0 | 39 |
 | [agent-skills](https://github.com/addyosmani/agent-skills) | 27k | <img src="https://img.shields.io/badge/%2Fspec-ddf4ff" alt="/spec" align="middle"> → <img src="https://img.shields.io/badge/%2Fplan-ddf4ff" alt="/plan" align="middle"> → <img src="https://img.shields.io/badge/%2Fbuild-ddf4ff" alt="/build" align="middle"> → <img src="https://img.shields.io/badge/%2Ftest-ddf4ff" alt="/test" align="middle"> → <img src="https://img.shields.io/badge/%2Freview-ddf4ff" alt="/review" align="middle"> → <img src="https://img.shields.io/badge/%2Fship-ddf4ff" alt="/ship" align="middle"> | 3 | 7 | 21 |
-| [Compound Engineering](https://github.com/EveryInc/compound-engineering-plugin) | 19k | <img src="https://img.shields.io/badge/%2Fce--ideate-ddf4ff" alt="/ce-ideate" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--brainstorm-ddf4ff" alt="/ce-brainstorm" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--plan-ddf4ff" alt="/ce-plan" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--work-ddf4ff" alt="/ce-work" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--code--review-ddf4ff" alt="/ce-code-review" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--debug-fff3b0" alt="/ce-debug" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--optimize-fff3b0" alt="/ce-optimize" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--compound-ddf4ff" alt="/ce-compound" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--compound--refresh-fff3b0" alt="/ce-compound-refresh" align="middle"> | 43 | 4 | 42 |
-| [HumanLayer](https://github.com/humanlayer/humanlayer) | 11k | <img src="https://img.shields.io/badge/%2Fcreate__plan-ddf4ff" alt="/create_plan" align="middle"> → <img src="https://img.shields.io/badge/%2Fvalidate__plan-ddf4ff" alt="/validate_plan" align="middle"> → <img src="https://img.shields.io/badge/%2Fimplement__plan-ddf4ff" alt="/implement_plan" align="middle"> → <img src="https://img.shields.io/badge/%2Fiterate__plan-fff3b0" alt="/iterate_plan" align="middle"> → <img src="https://img.shields.io/badge/%2Flocal__review-ddf4ff" alt="/local_review" align="middle"> → <img src="https://img.shields.io/badge/%2Fcommit-ddf4ff" alt="/commit" align="middle"> | 6 | 27 | 0 |
+| [Compound Engineering](https://github.com/EveryInc/compound-engineering-plugin) | 19k | <img src="https://img.shields.io/badge/%2Fce--strategy-ddf4ff" alt="/ce-strategy" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--brainstorm-ddf4ff" alt="/ce-brainstorm" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--ideate-fff3b0" alt="/ce-ideate" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--plan-ddf4ff" alt="/ce-plan" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--work-ddf4ff" alt="/ce-work" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--debug-fff3b0" alt="/ce-debug" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--code--review-ddf4ff" alt="/ce-code-review" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--compound-ddf4ff" alt="/ce-compound" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--update-fff3b0" alt="/ce-update" align="middle"> → <img src="https://img.shields.io/badge/%2Fce--release--notes-ddf4ff" alt="/ce-release-notes" align="middle"> | 43 | 4 | 39 |
+| [HumanLayer](https://github.com/humanlayer/humanlayer) | 11k | <img src="https://img.shields.io/badge/%2Fresearch__codebase-ddf4ff" alt="/research_codebase" align="middle"> → <img src="https://img.shields.io/badge/%2Fcreate__plan-ddf4ff" alt="/create_plan" align="middle"> → <img src="https://img.shields.io/badge/%2Fvalidate__plan-fff3b0" alt="/validate_plan" align="middle"> → <img src="https://img.shields.io/badge/%2Fiterate__plan-fff3b0" alt="/iterate_plan" align="middle"> → <img src="https://img.shields.io/badge/%2Fimplement__plan-ddf4ff" alt="/implement_plan" align="middle"> → <img src="https://img.shields.io/badge/%2Flocal__review-ddf4ff" alt="/local_review" align="middle"> → <img src="https://img.shields.io/badge/%2Fcreate__handoff-ddf4ff" alt="/create_handoff" align="middle"> → <img src="https://img.shields.io/badge/%2Fcommit-ddf4ff" alt="/commit" align="middle"> → <img src="https://img.shields.io/badge/%2Fdescribe__pr-ddf4ff" alt="/describe_pr" align="middle"> | 6 | 27 | 0 |
 
 > *Note: yellow tags are sub-loops — steps that repeat inside a parent step (e.g. per task, per story, or until a verify condition passes).*