ariaxhan/kernel-claude

help

Show KERNEL help. The unified skill system, state operations, agents, current plugin status. Triggers: help, how, what, skills, commands.

原文语言：英语

human-pass

Write the guided acceptance pass a human runs against a real build: literal taps, real inputs, expected outcome per step, worst case first, bundled to cost one sitting. Triggers: testflight, human pass, acceptance test, before we ship, hand it to the user,…

原文语言：英语

ship

Release-gate sequence: validate → review → push → tag. Wraps kernel:git mechanics with the pre-ship safety chain. Triggers: ship, release, push to main, ready to merge, deploy.

原文语言：英语

build

Solution exploration and implementation. Generate 2-3 approaches, pick simplest. Never implement first idea. Triggers: build, implement, create, feature, add.

原文语言：英语

ingest

Unified entry point for new AND resumed work. Research → classify → scope → execute for new tasks; manifest validate → divergence check → bounded context compile → resume for kernel.handoff/v1 / kernel.checkpoint/v1 manifests. Triggers: start, begin, do,…

原文语言：英语

landing-page

Explicit landing-page build and deployment operator. Loads marketing strategy and frontend judgment, scaffolds the smallest suitable site, verifies rendered behavior, and deploys to the user's or project's configured target.

原文语言：英语

frontend

Context-led frontend design and UI implementation. Derives art direction from the product, audience, brand, content, and existing design system; prevents generic AI defaults without imposing a Kernel house style. Triggers: frontend, ui, styling, css, visual,…

原文语言：英语

orchestration

Multi-agent orchestration. Lane contracts, worker-model doctrine, fault tolerance, worktree isolation. Triggers: orchestrate, coordinate, agents, parallel, spawn, contract, tier 2, tier 3.

原文语言：英语

knowledge-graph

Build + keep-fresh + query a deterministic code knowledge graph to cut agent orientation-token cost. Triggers: knowledge graph, graphify, code graph, god nodes, orientation cost, token bill, map the codebase, what connects X to Y, callers of, blast radius.

原文语言：英语

debug

Systematic debugging methodology based on Zeller's scientific method. Reproduce, hypothesize, predict, test, isolate via binary search, fix root cause. Every fix gets a regression test. Triggers: bug, error, fix, broken, not working, fails, crashed,…

原文语言：英语

diagnose

Systematic debugging and refactor analysis. Diagnosis before prescription. Bug mode: reproduce, trace, isolate, hypothesize, diagnose. Refactor mode: map, trace deps, measure coupling, risks, diagnose.

原文语言：英语

marketing-site

Honest marketing and client-site methodology for landing pages, product/company websites, portfolios, launch or campaign pages, service-business sites, and conversion copy. Clarifies audience, positioning, offer, proof, objections, CTA, privacy, art…

原文语言：英语

governance-sync

Audit or explicitly synchronize Claude and Codex repository governance without overwriting conflicts. Triggers: governance sync, CLAUDE.md, AGENTS.md, instruction mirror.

原文语言：英语

retrospective

Cross-session learning synthesis. Finds patterns, resolves contradictions, promotes insights into project skills, agents, and hooks. Triggers: retrospective, reflect, patterns, learnings, synthesis.

原文语言：英语

experiment

Autonomous experimentation engine + scientific method for development rules. Every rule is a hypothesis; nothing is proven until tested. Seeds from CLAUDE.md, designs falsifiable experiments, runs them, updates confidence, graduates or kills rules. Triggers:…

原文语言：英语

forge

Autonomous development engine with experimental self-correction. Heats solutions, hammers through iteration, quenches with quality gates, experiments on its own output. Runs until antifragile or reports why it can't be.

原文语言：英语

init

Initialize KERNEL links and AgentDB in a confirmed Vaults directory.

原文语言：英语

context-mgmt

Context engineering and token management. Compaction strategies, progressive disclosure, structured note-taking via AgentDB. Triggers: tokens, compaction, memory, handoff, summarize, context window.

原文语言：英语

checkpoint

Persist bounded mid-task progress as a kernel.checkpoint/v1 JSON manifest so a fresh session or context reset can resume at the exact position without a full handoff. Triggers: checkpoint, save progress, context reset, compact soon, long task.

原文语言：英语

handoff

Compile session state into an authoritative kernel.handoff/v1 JSON manifest for bounded resume. Saves provenance, decisions, workflow phases, context policy, next steps. Triggers: handoff, save, pause, context, continue later.

原文语言：英语

dream

Deep creative exploration engine. Competing perspectives, stress-tested by a 4-persona council, scored by integrity. The approach that survives attack wins — not the one that sounds best.

原文语言：英语

app-dev

Mobile/web app build pipeline: fastlane-first local builds, store submission, pre-submission checklists. Triggers: app, mobile, store submission, build, deploy app, fastlane, expo, react native, flutter.

原文语言：英语

architecture

System architecture and design patterns. Modular design, interface stability, dependency management, AI-code health nexus. Triggers: architecture, design, structure, modules, dependencies, coupling, system design.

原文语言：英语

eval

Eval-Driven Development (EDD) for AI workflows. pass@k metrics, capability evals, regression evals. Triggers: eval, edd, pass@k, capability, regression, benchmark.

原文语言：英语

metrics

Observability dashboard. Session stats, agent tracking, hook performance, learning health. Triggers: metrics, stats, dashboard, observability.

原文语言：英语

review

Code review for PRs or staged changes. >80% confidence threshold. Verdict: APPROVE, REQUEST CHANGES, or COMMENT. Triggers: review, pr, code review.

原文语言：英语

tearitapart

Critical pre-implementation review. Find what AI breaks. Verdict: PROCEED, REVISE, or RETHINK. Triggers: review plan, tear apart, critique, analyze.

原文语言：英语