Workflow AI Coding
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MetaKim executable governance dispatcher. An agent skill from KimYx0207/Meta_Kim.
$ npx skills add KimYx0207/Meta_Kim --skill meta-theory -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install KimYx0207/Meta_Kim meta-theory --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/KimYx0207/Meta_Kim.git skills-src && mkdir -p .claude/skills && cp -r skills-src/canonical/skills/meta-theory .claude/skills/meta-theory && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "meta-theory" agent skill from https://github.com/KimYx0207/Meta_Kim/tree/main/canonical/skills/meta-theory into .claude/skills/meta-theory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "meta-theory", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/KimYx0207/Meta_Kim/tree/main/canonical/skills/meta-theoryType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add KimYx0207/Meta_Kim --skill meta-theory -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install KimYx0207/Meta_Kim meta-theory --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/KimYx0207/Meta_Kim.git skills-src && mkdir -p .agents/skills && cp -r skills-src/canonical/skills/meta-theory .agents/skills/meta-theory && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "meta-theory" agent skill from https://github.com/KimYx0207/Meta_Kim/tree/main/canonical/skills/meta-theory into .agents/skills/meta-theory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "meta-theory", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add KimYx0207/Meta_Kim --skill meta-theory -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install KimYx0207/Meta_Kim meta-theory --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/KimYx0207/Meta_Kim.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/canonical/skills/meta-theory .cursor/skills/meta-theory && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "meta-theory" agent skill from https://github.com/KimYx0207/Meta_Kim/tree/main/canonical/skills/meta-theory into .cursor/skills/meta-theory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "meta-theory", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/KimYx0207/Meta_Kim.git --path canonical/skills/meta-theory--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add KimYx0207/Meta_Kim --skill meta-theory -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install KimYx0207/Meta_Kim meta-theory --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/KimYx0207/Meta_Kim.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/canonical/skills/meta-theory .gemini/skills/meta-theory && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "meta-theory" agent skill from https://github.com/KimYx0207/Meta_Kim/tree/main/canonical/skills/meta-theory into .gemini/skills/meta-theory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "meta-theory", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install KimYx0207/Meta_Kim meta-theoryInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add KimYx0207/Meta_Kim --skill meta-theory -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/KimYx0207/Meta_Kim.git skills-src && mkdir -p .github/skills && cp -r skills-src/canonical/skills/meta-theory .github/skills/meta-theory && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "meta-theory" agent skill from https://github.com/KimYx0207/Meta_Kim/tree/main/canonical/skills/meta-theory into .github/skills/meta-theory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "meta-theory", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add KimYx0207/Meta_Kim --skill meta-theory -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install KimYx0207/Meta_Kim meta-theory --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/KimYx0207/Meta_Kim.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/canonical/skills/meta-theory .opencode/skills/meta-theory && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "meta-theory" agent skill from https://github.com/KimYx0207/Meta_Kim/tree/main/canonical/skills/meta-theory into .opencode/skills/meta-theory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "meta-theory", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
meta-theoryMetaKim executable governance dispatcher. An agent skill from KimYx0207/Meta_Kim.
Meta Theory is an agent skill from KimYx0207/Meta_Kim. MetaKim executable governance dispatcher. It classifies the run, loads only needed references, preserves foundational capabilities and runtime-native abilities, routes owner + weapon + dependency + runtime + OS + verification, and closes only with evidence, intent acceptance, and writeback decision.
Its SKILL.md is about 22k tokens, which your agent loads only when the skill is triggered. The skill folder holds 19 other files, including reference files (for example `evals/eval-contract.md`, `references/create-agent.md` and `references/dev-governance.md`).
It sits in AI & LLM Engineering. It works with Model Context Protocol and LangGraph. The repository describes itself as: Governed execution layer for AI coding assistants: clarify intent, route capabilities, review evidence, verify results, and write back lessons across Claude Code, Codex… The licence is Apache-2.0.
Read from SKILL.md and the folder at commit 01b37a2. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
npmgitFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npm and git, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Meta Theory loads about 22k tokens when it runs, and up to ~83k if it reads all its reference files. Until then it costs about 78 tokens; SKILL.md has 10,952 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from KimYx0207/Meta_Kim at commit 01b37a2, republished under its Apache-2.0 licence (© KimYx0207). 10,952 words, ~22,467 tokens.
.claude/skills/meta-theory/SKILL.md (or your agent's skills folder). This skill also uses 17 other files; get the full folder from GitHub.Run Meta_Kim as an executable governance system, not a theory essay. The main thread locks intent, gathers evidence, chooses route, delegates bounded work, reviews, verifies, and synthesizes. It must not become a generic implementation worker for non-trivial work. Machine contract: config/contracts/core-loop-contract.json is the compact default-path contract for this skill. It binds ordinary durable work and explicit meta-theory shortcuts to npm run meta:theory:run, requires the eight-stage spine, and defines which gates block, warn, or stay progressive.
The default governed runner remains planned-only. When the maintainer explicitly supplies --execute-stage-dag, the P-117 bridge executes the existing coreLoop.stageDagPacket in read-only shadow mode through either --stage-runner-runtime codex or --stage-runner-runtime claude, with the P-118 kernel retaining durable node commits; --resume-stage-dag continues only the exact bound unfinished run. The ready-set executor defaults to native concurrency. --stage-runner-orchestrator langgraph may dynamically load an explicitly installed, currently tested @langchain/langgraph@1.4.8 and use only its Functional API entrypoint plus task; it consumes the scheduler-selected ready set and may not define topology or persistence. Both runtimes keep the same graph, checkpoint, and local merge authority. A native terminal result proves invocation, while Review still owns semantic acceptance. Do not claim write execution, external effects, a runtime-specific graph, LangGraph checkpoint authority, or live OpenAI/Claude SDK adapters without credential-backed evidence. The process timeout is a safety fuse, never a task/token/cost budget.
Discovery is global-first, capability-first: not project-local, not agent-name-first. The run searches the relevant sources — local canonical assets, capability indexes, global runtime homes, package scripts, MCP / runtime configs, and external discovery (findskill / meta-scout) — using the cached-inventory, project-light, stop-on-match policy in config/contracts/core-loop-contract.json. A reusable global owner that already matches the boundary wins over creating a project-local copy. Full source-by-source guidance lives in references/global-owner-discovery.md; it must not override the machine contract's stage order, full-scan triggers, or stage-internal parallel policy.
The dispatcher (main thread or meta-conductor) is the single merge owner of dispatchEnvelopePacket.capabilityInventory. Fetch may discover independent sources concurrently after Critical has closed its intent merge, but the inventory is merged once before Thinking closes the route. This is a main-flow step, not a hook. The inventory records which relevant sources were actually scanned, which owners were considered, why one was selected, and why any route-relevant source was skipped. Discovery without a recorded inventory is fake discovery and is rejected by Review on the same chain, not by a separate gate.
Activate from ordinary natural-language durable work, not only from command words. If the user asks to plan and start work, organize priorities, produce repair suggestions, build a verification checklist, fix a non-trivial issue, handle multi-file execution, run review/verification, or resolve subjective/taste-dependent quality, classify the entry and choose the governed route automatically. Explicit /meta-theory, meta-theory, or 元理论 mentions are maintainer shortcuts, not required human behavior.
At run start, show a concise human-readable reason for the route. If the 8-stage spine triggers, say briefly why governance is needed before execution. If the 11-phase business workflow triggers, say briefly why closure, feedback, evolution, or mirror tracking is needed. Keep this to short user-facing lines; do not dump packet names or internal reasoning.
fast_path: read-only query, no mutation, no durable artifact. Output may be direct, but evidence claims still need source.standard_path: ordinary executable work. Preserve the 8-stage order and capability-first truth boundary, but use fitness-informed depth: concise inline Critical / Fetch / Thinking for clear low-risk work, conditional Review, required fresh Verification, and no dedicated Evolution dispatch without a durable trigger.regulated_path: governance, security, runtime, dependency, release, public-ready, or cross-platform work. Require full spine, Review, Meta-Review, Verification, and Evolution.Critical -> Fetch -> Thinking -> Execution -> Review -> Meta-Review -> Verification -> Evolution.
You are the DISPATCHER, not the executor. Use Agent tool / Agent(...) dispatch only after Fetch evidence and Thinking owner resolution prove the route.
Fetch-first capability matching principle: Fetch gathers evidence, then Thinking performs capability match, never hardcoded agent-name matching. Gate 1: Clarity Check blocks unclear intent before Fetch. Gate 2: Dispatch-Not-Execute blocks self-execution and requires a named owner, weapon, and verification owner.
Decision information is responsibility-scoped. Fetch is not the only stage that creates user choice material. Critical decides which intent dimensions matter, Fetch decides which evidence changes routes, Thinking decides owner / weapon / dependency / runtime / lane options, Execution records route-changing discoveries, Review decides quality and revision trade-offs, Meta-Review decides claim standard, Verification decides truth state, and Evolution decides writeback or none-with-reason. The 11-phase business workflow, meta workflow phases, business lanes, capability route, owner/weapon/dependency choice, runtime/OS support, tool/provider selection, verification path, evolution writeback, and user interaction surface are also decision boundaries. Each boundary must collect information that matches its responsibility and explain how that information changes the user's choices; do not collapse all decision evidence into Fetch or Thinking.
Important: Architecture Type Distinction. Meta Architecture means agent governance, collaboration relationships, and responsibility boundaries. Project Technical Architecture means code organization, tech stack, and design patterns; redirect that lane to an architect or backend-architect capability when the needed owner is technical implementation rather than Meta_Kim governance.
Meta_Kim governs goals across domains: decisions, research, operations, learning, writing, engineering, and combinations discovered from the request. Industry packages supply capabilities; they do not define the framework's scope. Bind the actual user request to a run-scoped goal before choosing a route. Framework roadmap IDs, schema checks and runtime installation checks are not the user's success criteria.
Choose the best evidenced feasible route under the user's constraints, compare meaningful alternatives, and record uncertainty; never promise a globally optimal answer or universal proven capability. Reuse capability discovery and the existing stage DAG for execution. Validate structure, routing/boundaries and actual task outcomes separately. The default runner's traceEvalControlPlane.outcomeEvaluation remains incomplete until task-bound criterion observations exist. Read references/outcome-evaluation.md for the source-backed evaluation method and material/pacing boundaries.
Before adding another checklist, hook rule, or validator gate, classify the route-critical type. The minimum axes are object type, evidence type, and ownership type. Unknown object type returns null, capabilityGapPacket, or reference_only; unknown evidence type must not be promoted from structural/validator pass into runtime truth; unknown ownership preserves or blocks instead of overwriting user-owned local state. This is a route-selection invariant for Fetch and Thinking, not a new stage or acceptance matrix.
Do not wait for the user to spell out agent names before recognizing complexity. Treat the run as fan-out eligible when any of these signals appear:
/meta-theory, meta-theory, 元理论, natural-language governed work, critical and fetch thinking and review, Critical Thinking -> Fetch -> Deep Thinking -> Review, "并行", "多个 agent", "review + fix + verify", or equivalent wordingFan-out eligibility is only an entry hint; coreLoop.stageDagPacket is the runtime authority for whether lanes are dependency-ready, resource-safe, permission-safe, and worth dispatching concurrently. Live host-agent dispatch also requires runtime authorization and a callable host surface. In every active stage, dispatch the maximal safe ready set up to active host capacity using that runtime adapter's native concurrency primitive. Do not silently serialize ready independent lanes, but do not require one universal batching shape across hosts: concurrency must be proved by the host's batched-call evidence or overlapping invocation intervals. For Codex, entering meta-theory / governed Meta_Kim execution is itself fan-out authorization when the stage DAG proves separable safe lanes; direct subagent/delegation/parallel-agent wording and structured governance-chain requests such as Critical Thinking -> Fetch -> Deep Thinking -> Review are examples of that authorization, not exclusive gates. Native choice is required for branch-changing route, scope, risk, or acceptance decisions, not as the mechanism that first permits safe parallelism. Direct user corrections such as "我要的是派发 / 并行 / 多 agent" are governed execution entries and direct fan-out authorization. If the host tool is unavailable, rejected, or unauthorized, record subagentCapabilityStatus, degradationReason, and hostInvocationRequestPacket; do not claim live fan-out, completion, or public-ready.
Visible owner binding rule: before any live host worker/subagent call, each lane must bind ownerAgent, ownerSource, ownerBindingMode, capability/loadout, roleDisplayName, roleInstanceId, parallelGroup, mergeOwner, and the runtime-specific invocation plan. Codex uses ownerBindingMode=native_custom_agent only when the active top-level spawn_agent schema exposes agent_type and the selected owner is a validated Codex TOML custom-agent definition; that request carries nativeAgentType, and only its successful result may be presented as invoked/completed. Otherwise Codex uses ownerBindingMode=run_scoped_owner_contract, keeps nativeAgentType null/absent, and carries the professional owner in the bounded message. A Markdown owner is never promoted to a Codex native custom agent merely because its name matches. Claude Code keeps its own native Agent/Task binding. The user-visible dispatch notice must show the professional owner separately from any runtimeInstanceAlias, and the same compact ledger must retain Agent, Skill, Command, MCP, runtime-tool, and Hook selected-versus-actual state plus next action. It must not say only "created N agents", "派 agent", or equivalent wording with no owner/capability binding. If no reusable owner or capability binding can be found, block or return to Thinking with capabilityGapPacket instead of spawning unnamed side agents.
| # | Stage | Action | Interaction |
|---|---|---|---|
| 1 | Critical | clarify intent first, lock user pain, value, success criteria, non-goals, permissions, and Architecture Type; for wishful or ambiguous input, enter Critical-Fetch intent loop: translate intent -> read context -> enrich intent -> present IntentCard for user confirmation (up to criticalFetchLoopMax rounds) | If a required intent dimension is missing and the answer changes route, scope, risk, or non-goal, set choiceSurfaceState = critical_clarification_allowed and ask before proceeding. Do not present execution options during Critical. Present an IntentCard after context-enriched intent translation; an unresolved material understanding needs the native interactive choice surface on Codex/Claude Code, while compatibility runtimes may use a labeled fallback. Preserve settled understanding and existing authorization without repeated confirmation. |
| 2 | Fetch | gather online/web and local evidence, confirm the problem, list candidate solutions with sources, extract material claims, run targeted read-only baseline verification when it changes the route, discover retrieval capabilities, complete a multi-type capability inventory before Thinking, read every target file that may be changed, and build a change fact card before any file mutation | If evidence suggests multiple valid paths with different trade-offs, surface the options in the user's language before Thinking. If current external facts or third-party capability claims matter, meta-scout or an equivalent evidence owner must finish source-backed research before Thinking. |
| 3 | Thinking | determine needed execution capabilities across governance agents, execution agents, skills, scripts, commands, MCP capabilities/providers/tools, runtime tools, plugins/connectors, retrieval capabilities, dependency/external packages, and run-scoped workerTasks; match existing capabilities; create or upgrade only for gaps; bind the file delivery contract; plan DAG/parallel/serial lanes with mergeOwner | Compare evidence-backed viable directions when a material choice remains, with cost, time, quality and extension trade-offs where relevant. Use the native choice surface for that unresolved choice; reuse an already settled direction and existing authorization without reconfirming routine implementation details. Never invent a second path to fill a quota. |
| 4 | Execution | run multi-agent work using the agents, skills, scripts, commands, MCP capabilities, runtime tools, plugins/connectors, retrieval capabilities, dependencies, and tools selected by Thinking artifacts | No interaction unless route-changing discovery occurs mid-execution — then pause and inform. |
| 5 | Review | meta-prism checks upstream Critical, Fetch, Thinking, and result quality | If review finds issues that require user preference (quality vs speed trade-off), ask before proceeding. |
| 6 | Meta-Review | meta-warden verifies Review standard and public-ready gate | No interaction. Internal governance check. |
| 7 | Verification | run real tests with fresh evidence and verificationPacket.fixEvidence | No interaction. Run checks and record evidence. |
| 8 | Evolution | after Warden approval, directly edit the target agent definition or SOUL.md for meta-agent lessons; execution-agent gaps use capabilityGapPacket + Type B pipeline | No interaction. Record writeback decision. |
Autonomous discovery rule: for natural-language durable work, Fetch starts capability discovery from the entry classification itself. The user must not need to say "Critical", "Fetch", "Thinking", "Review", agent, skill, MCP, command, or tool for Meta_Kim to search local/global agents, skills, commands, MCP providers, runtime tools, plugins, hooks, and verification owners. Native choice gates may pause branch-changing execution, but they must not be the mechanism that first reveals missing discovery.
The 8-stage spine is the canonical order and every transition is a merge barrier: no next-stage lane starts before the active stage's merge node closes. Inside each stage, independent support, execution, review, verification, or candidate-analysis lanes use maximal safe parallelism under DAG dependencies, resource locks, permissions, isolation, useful-work, and host-capacity limits. Critical keeps one intent authority; Thinking keeps one route/DAG authority; Execution keeps one merge owner; Review keeps one findings verdict; Meta-Review keeps one Warden verdict; Verification keeps one evidence/claim authority; Evolution keeps one candidate merge and one approved durable writer. The machine authority is config/contracts/core-loop-contract.json; references/dev-governance.md explains it without introducing Stage 0, fixed waves, or competing strict-serial stage rules.
MANDATORY: Use the current runtime adapter's verified native choice surface at key decision points. Keep the canonical card contract platform-neutral; renderer-specific schemas and tool names belong in runtime references such as runtime-claude.md or runtime-codex.md, not in the generic contract. For Codex and Claude Code, required branch-changing decisions must use request_user_input or AskUserQuestion; if that native interactive surface is unavailable, empty, rejected, stripped, or not deferred to host UI, block before Execution and return to Critical/Thinking. Only compatibility runtimes may fall back to a localized chat decision card, and that fallback must not be reported as a Codex or Claude Code popup.
False native choice claim guard: do not write that a popup, panel, or native surface was shown, used, returned empty, timed out, failed, or selected an option unless the current runtime adapter has returned matching evidence. In Codex, that means a request_user_input answer or nativeChoiceSurfaceBlocked; in Claude Code, that means an AskUserQuestion answer, deferred AskUserQuestion evidence, or nativeChoiceSurfaceBlocked. Cursor, OpenClaw, and other compatibility runtimes may report a fallback only as fallback. If the tool is unavailable, say blocked or pending, not "the choice panel did not return". Use the risk-adaptive plan-challenge overlay for explicit 反证 / 帮我挑刺 / 压力测试 intent or evidence-backed actionable irreversible, high-cost, permission-sensitive, or materially contradictory work. It stays inside Critical -> Fetch -> Thinking -> Review: Fetch facts, ask one highest-impact user decision at a time, remain pending without trusted user evidence, continue from a validator-passing same-task prior run instead of restarting the questions, support continue/recommend/skip/summary/stop, keep understanding separate from the single scoped executionAllowed side-effect gate, suppress ritual questions, and close in chat. Full interaction, state, trust, locale, and rhythm contracts live in references/dev-governance.md, references/spine-state.md, and references/rhythm-orchestration.md.
Use the existing seven intent dimensions and preDecisionOptionFrame.unresolvedQuestions history as one dialogue authority. Read discoverable facts before asking; replay a concrete user scenario or example/counterexample when it helps distinguish outcomes. Ask only the highest-impact unresolved question that changes execution. If direction is uncertain and a cheap sample can resolve it, agree its scope and inspect the sample before scaling. Carry settled decisions and their evidence into the goal, blueprint, capability bindings and worker work orders. Reopen them only for new material evidence. Read references/intent-amplification.md for the internalized dialogue method and dependency boundaries.
Route Decision and action Permission have different authority. A choice or confirmed understanding does not grant paid-tool, credential, deployment or other external-write permission. Professional dependencies receive the settled task and return material discoveries to the single Meta_Kim intent/route owner; they do not restart the interview, planning authority or orchestrator.
Every unresolved material decision-impacting point inside the governed route MUST be confirmed with the user through the exposed AskUserQuestion / request_user_input dialog and its active schema/mode. Plain-text questions are not a substitute for a required native decision. A direction already explicitly settled in the conversation is reused unless new material evidence changes it.
Typical decision-impacting scenarios:
Dialog layout — three blocks:
❯ selection cursor, index, recommended label, and short description┌ ┐ └ ┘ │ ─ ┃ ━ borders to draw routing / evidence / comparison schematicsNotes: press n to add notesThe top of the dialog is free — no required step indicator.
Trigger stages: Critical / Fetch / Thinking / Review.
When you MUST pop — positive mandate: pop the native choice surface (Claude AskUserQuestion / Codex request_user_input / runtime equivalent) whenever Thinking leaves two or more materially different viable routes, owners, or loadouts unresolved and the choice changes route, scope, risk, or acceptance. Present each option concretely (route + one-line cost/benefit); never silently pick on the user's behalf. An already explicit user direction resolves that branch; new material evidence may reopen it, but routine details and silence do not.
When NOT to pop — symmetric guardrail to keep the dialog from becoming UI decoration:
If in doubt, prefer one consolidated dialog over a chain of small ones. Do not ritual-question every micro-step.
Preview example:
┌─[Critical] Decision Point ──┐
│ ❯ 1. All three (Recommended)│
│ 2. Canonical only │
│ 3. Capability only │
├─────────────────────────────┤
│ ┌─────────────────────────┐ │
│ │ canonical/agents │ │
│ │ config/capability │ │
│ │ package.json scripts │ │
│ │ ↓ │ │
│ │ Three-layer evidence │ │
│ └─────────────────────────┘ │
└─────────────────────────────┘
Notes: press n to add notesReusable capability assets are global by default. Agents, Commands, MCP providers/config, hooks, skills, prompts/rules, and reusable runtime tools must be discovered from the global runtime homes first and reused directly when their contract fits. A project directory is not a second copy of the universal Meta_Kim runtime; it is a place for project context, merged local config, cache/state, evidence, and project-specific capability overrides.
Project-local capability files are allowed only when Fetch and Thinking prove a project-specific customization, iteration innovation, or dedicated override that cannot be represented by global reuse plus project state. The proof must be recorded before writing any project-local agent, Command, MCP, hook, skill, prompt/rule, or runtime adapter file.
Default source chain:
installed Meta_Kim package root
-> canonical/ and config/sync.json
-> global runtime homes and capability inventories
-> project .meta-kim/state/cache/overrides evidence
-> project-local capability files only after projectCustomizationPacket approvalRequired behavior:
AGENTS.md / CLAUDE.md blocks, additive MCP/settings merges, graphify-out/, and .meta-kim/state|cache|backups|local.overrides.json. These are not evidence that reusable capability assets should be copied into the project.projectCustomizationPacket with capabilityType, globalCandidateChecked, projectNeed, customizationReason, targetPath, mergePolicy, owner, verification, and rollback. If any field is missing, return to Fetch or Thinking.copy_to_project_for_modification, create_project_local_capability, or already_project_local. Directly reused global capabilities use use_global_directly and must not be copied..meta_kim 或 .meta-kim capability 目录:Claude Code 用 .claude/agents/、.claude/skills/<skill>/、.claude/commands/、.claude/hooks/;Codex 用 .codex/agents/、.agents/skills/<skill>/、.codex/commands/、.codex/hooks.json + .codex/hooks/;Cursor 用 .cursor/agents/、.cursor/skills/<skill>/、.cursor/rules/、.cursor/hooks.json + .cursor/hooks/;OpenClaw 用 openclaw/workspaces/<agent>/、openclaw/skills/<skill>/、openclaw/openclaw.template.json。.meta-kim/state/default/project-bootstrap.json, a managed block, or a small PROJECT_CUSTOMIZATION.md next to the asset that names the projectCustomizationPacket, owner, verification command, and rollback path.setup.mjs lets the user choose global or project installation; later governed execution must still copy every newly created or project-iterated Agent, Skill, or Command into the current project's native runtime directory. Use meta-kim project capability copy ... --mode create|iterate --apply before modifying a global provider or accepting a staged new provider. Its independent .meta-kim/state/default/project-capabilities.json ownership record protects that project copy from later dependency/global updates. Direct global reuse with no iteration remains read-only and is not copied..meta-kim/state/default/project-capabilities.json. Agent, Skill, and Command paths marked runtime_sedimented_project_copy or preserve_project_copy outrank bootstrap/install ownership and must remain byte-for-byte untouched.AskUserQuestion or Codex request_user_input before writing. Compatibility runtimes may show a localized decision card, but that is not Claude/Codex native proof..meta-kim/backups/project-bootstrap/<timestamp> before overwriting or merging existing files and must write .meta-kim/state/default/project-bootstrap.json.AGENTS.md and CLAUDE.md keep user text and receive or update only a Meta_Kim managed block; credentials, project trust state, local runtime state, and workspace state are never copied as project bootstrap files.When to ask:
| Stage | When to Ask | Example |
|---|---|---|
| Critical | Intent dimension missing, answer changes route/scope/risk/non-goal | "This could be a quick fix or a full rewrite. Which direction?" |
| Fetch | Evidence shows multiple paths with different trade-offs | "I found approach A (faster) and B (more thorough). Which?" |
| Thinking | Choosing between solution paths with different scope/cost | "Minimal fix: 2 hours. Ten-x shift: 2 days. Your call?" |
| Review | Issues found that need user preference to resolve | "Quality concern: rebuild or patch?" |
Question format:
request_user_input schema and use its maximum accepted meaningful option count. If the active host exposes 2-3 options per question, use up to 3; if a future or different host exposes more, use that larger maximum. If semantic options exceed the active host maximum, show the strongest host-maximum set and record omitted alternatives instead of retrying an oversized payload unchanged.Do not ask:
Dispatch to meta-prism for prompt executability review and meta-warden for final gate. The main thread is not the executor. Use Agent tool dispatch when the task has more than a direct query or >3 sentences of change. Output: reviewed contract diff, workerResultPackets[].fileCompletionList, workerExecutionEvidence, and verification evidence.
Dispatch to meta-genesis for identity/prompt architecture, meta-artisan for capability loadout, then meta-prism and meta-warden for review. Optional: meta-sentinel, meta-librarian, meta-conductor. Existing owner wins; owner upgrade or project-local creation is allowed only when Fetch proves a gap. Execution-agent evolution uses this Type B pipeline, not direct edit.
Fetch scans local capability index, runtime mirrors, local runtime inventory, MCP, package scripts, installed skills, global capabilities, findskill, external capability discovery, specialist ecosystem search such as everything-claude-code, and meta-scout external evidence. Optional owners: meta-prism, meta-sentinel, meta-scout. Use Agent tool dispatch only after Thinking binds an owner; the DISPATCHER does not execute discovery side effects. If no callable owner exists, return to Thinking with capabilityGapPacket; do not use temporary fallback.
Dispatch to meta-prism and meta-warden; optional meta-scout, meta-sentinel, meta-chrysalis. Stage 4 owner prohibition: never dispatch Type: general-purpose, runtime alias, or governance agent as implementation worker. Public-ready requires verification evidence, userGoalDone, warning classification, and Warden gate.
Dispatch to meta-conductor for dynamic business-flow blueprint and stage-DAG orchestration, then meta-warden for synthesis. Conductor must classify the user's natural-language intent, choose lanes by evidence and dependency signals, record omitted lanes with reasons, and derive stage-ready sets only after dependency, resource, permission, isolation, and merge boundaries are known. Native Claude Code Agent/Task or Codex spawn_agent is sufficient when the stage DAG and owner bindings are valid; agent-teams-playbook may be selected as an optional orchestration aid but is never a prerequisite for safe native fan-out. Size concurrent ready sets from the runtime's current capacity and the task DAG. Meta_Kim installs Codex with the visible resource-safe default [agents].max_threads = 2, preserves an explicit user override, and adds no hidden cap beyond that runtime configuration. Schedule the maximal safe subset instead of disabling all fan-out because one lane conflicts, and avoid role inflation. Use stop-on-match capability resolution: bind a qualified local/global Agent, Skill, Tool, Command, or MCP provider immediately, run external discovery only for a proven gap, and never relabel planned or selected capability as invoked without exact host evidence. Degraded mode requires a real host-surface, permission, isolation, resource, or owner gap.
The 11-phase business workflow must prove phase decisions, not only list phase names. businessPhasePlanPacket requires a trigger standard: every phase records whether it triggered, skipped, blocked, or waits; the phase decision must score at least 80 with quantitative signals, evidence references, and falsification checks. Accurate skips such as revision after a clean Review and waits such as feedback before user acceptance are valid only when the evidence explains them.
Card dealing must prove card decisions, not only list the deck. cardPlanPacket requires a deal accuracy standard: every card records whether it was dealt, suppressed, deferred, skipped, interrupted, or escalated; the decision must score at least 80 with quantitative signals, evidence references, and falsification checks. At run start and in the readable report, show a short card summary so the user sees why cards triggered without reading raw packets.
Routine Type E release work defaults to lightweight smoke when the change is low-risk prompt/docs/governance wording, changelog, or version metadata. Use meta:release:smoke plus git diff --check, then commit/tag/publish without upgrading unless risk or the user asks. Standard full-release Type E uses meta:verify:all for install/update, global sync, hooks, runtime matrix, provider registry, dependency compatibility, probes, package contents, security-sensitive behavior, or explicit full verification requests; a complete passing run permits an ordinary release. After a standard full release is published with its exact npm tgz asset, run meta-kim release audit --tag <tag> --verification-report <report> --package-file <tgz> --require-exact; keep every immutable attempt and attach the successful audit record to the Release. Exact promotion requires the uploaded tgz digest to match the byte-exact npm candidate installed and tested by that clean full gate; package name, version, or package.json alone are insufficient. A dirty or unavailable historical report may be indexed only as published_artifacts_bound_verification_unbound and must never be promoted. If the run uses local planning files and a local-private PRD, finish the stable Claude Code/Codex global update and read-only global check, then run meta-kim release close --issue <P-NNN> --prd <repo-relative-private-prd>. This explicit final step verifies the exact audit and appends an idempotent, interruption-recoverable release-fact block to existing planning files; it never publishes the PRD or creates a second queue. meta:verify:live-certified is a separate optional highest-assurance mode that appends private-attested external-observer exact-binding clean-room verification. Missing that attestation forbids only the live-certified claim and does not block a separately passing standard release. Detailed evidence chains live in dev-governance.md, owner-resolution.md, and verification-evidence.md. Validators, gates, and hooks are protection, not the engine; if they patch missing route evidence after the fact, return to Thinking before public-ready or release.
Before Execution, record the minimum Protocol-first Dispatch evidence: intent, Fetch evidence, a Thinking route, selected owner, owner loadout, memory strategy, Review standard, and the current stageDagPacket. Preferred compatibility views include runHeader, dispatchBoard, businessFlowBlueprintPacket, agentBlueprintPacket, ownerDiscoveryPacket, and Execution-stage workerTaskPackets, but hooks must not require every optional field before useful work can continue. agentInvocationState: idle -> discovered -> matched -> requested -> dispatched -> returned/escalated. workerTaskPackets, parallelGroup, and scheduler waves are derived Execution views of authoritative stage-DAG nodes; they must not become a second dependency or collision source. ownerDiscoveryPacket should list the relevant repo canonical owners, runtime mirror owners, project runtime agents, local global agents, and reusable skill/command/hook/rule/prompt/MCP/plugin/tool providers checked before a create or upgrade decision. Option Exploration is MANDATORY when materially different paths exist: compare ≥2 solution paths with Pros / Cons or Decision Record, or record no_branching_choice with evidence. Apply Skip-Level Self-Reflection Gate and Escalation Signals before dispatch.
Research -> Inventory -> Thinking Handoff. Fetch first records the question, source requirements, retrieval capability readiness, and multi-type capability inventory. Thinking determines needed execution capabilities after Fetch, matches existing capabilities, and creates or upgrades only for gaps. Fetch material claims include version, price, third-party, platform, current web state, dependency, provider, and tool assertions. If current facts matter, set contentEvidencePacket.researchRequired = true, run researchCapabilityDiscovery, and prefer web_search, url_fetch, docs_lookup, browser_open, mcp_search, or plugin_search before route design. Deep research must identify key information targets, run iterative query / read / update loops, record stop conditions, update decisionImpactMap when evidence changes owner/route/scope/risk/verification, and convert route-changing claims into claimEvidenceCards with source refs, counterevidence, confidence, and falsification status. If research is blocked, return blocked with user_fallback rather than guessing. Run command/script discovery by package.json script scan and npm run inventory. Apply DRY conflict detection: overlap detect, duplicate reject, and keep one owner per capability. Capability selection ROI = (Task Coverage x Usage Frequency) / (Context Cost + Learning Curve).
Global professional provider first: a governed route must prefer already-discovered professional capability providers over inventing temporary small agents. Global execution agents, skills, MCP providers/tools, commands, runtime tools, hooks, plugins, memory/graph providers, and dependency providers are candidate professional owners or weapons when their contracts fit the task. workerTaskPacket is only a run-scoped work order for a selected professional owner/loadout; it is not an agent, not a subagent identity, and not a durable provider. For explicit agent fan-out, each executable lane must bind a reusable execution-agent owner first; selected skills, commands, MCP tools, and runtime tools are loadout/dependency bindings and must not replace the lane's agent owner. A runtime worker instance is allowed only after this owner binding exists, and the visible dispatch surface must name the reused owner/capability before or alongside any host-created worker badge. Create or upgrade an execution agent only after Fetch proves no existing global or project provider can own the recurring responsibility class, and only through GapDecision = create_agent plus the Type B review path.
Fetch discovery minimum checklist: before Thinking, search at least these locations (even if results are empty):
canonical/agents/, canonical/skills/, canonical/runtime-assets/, config/capability-index/*.json, and runtime capability-index mirrors.claude/agents/, .claude/skills/, .claude/commands/, .claude/hooks/, .claude/settings.json, ~/.claude/agents/, ~/.claude/skills/, ~/.claude/commands/, ~/.claude/hooks/, and ~/.claude/settings.json.codex/agents/, .agents/skills/, .codex/commands/, .codex/hooks/, .codex/hooks.json, .codex/config.toml, ~/.codex/agents/, ~/.codex/skills/, ~/.codex/commands/, ~/.codex/hooks/meta-kim/, ~/.codex/hooks.json, ~/.codex/config.toml, and ~/.agents/skills/.cursor/agents/, .cursor/skills/, .cursor/rules/, .cursor/prompts/, .cursor/hooks/, .cursor/hooks.json, .cursor/mcp.json, ~/.cursor/agents/, ~/.cursor/skills/, ~/.cursor/rules/, ~/.cursor/prompts/, ~/.cursor/hooks/meta-kim/, and ~/.cursor/hooks.jsonopenclaw/workspaces/, openclaw/skills/, openclaw/hooks/, openclaw/openclaw.template.json, ~/.openclaw/openclaw.json, ~/.openclaw/workspace-*, ~/.openclaw/skills/, ~/.openclaw/hooks/, and ~/.agents/skills/package.json scripts, local scripts, runtime commands, hooks, validators, prompts/rules, setup/status/doctor/sync/install routes.mcp.json, runtime MCP config such as .codex/config.toml and .cursor/mcp.json, MCP server/tool inventory, and connector/plugin inventoriesconfig/runtime-capability-matrix.json, config/os-compatibility-matrix.json, config/capability-index/dependency-project-registry.json, and dependency/external package registriesweb_search, url_fetch, docs_lookup, browser_open, mcp_search, plugin_search, local_only, and user-supplied source pathsPass condition: fetchPacket.capabilityDiscovery.searchLog exists with checked sources and results, including empty or unavailable source entries; fetchPacket.capabilityDiscovery.capabilityInventory covers all capability types and all runtime-specific paths that affect the route; and planned file mutation records fileChangeFactCard; detailed schema lives in dev-governance.md.
Fetch angle decomposition: for research or analysis tasks (when contentEvidencePacket.researchRequired = true), decompose the core question into N semantically distinct search angles before searching. Each angle must target a different aspect; rephrasing the same angle is forbidden. Output: contentEvidencePacket.searchAngles = [{angle, keywords, expectedCoverage}]. Default N=3; increase for complex multi-domain questions.
Decision-grade research synthesis: Fetch must turn external research practice into Meta_Kim-native evidence, not copy another project's prompt text, template, command examples, or visible structure into canonical governance. For research-required runs, record contentEvidencePacket.deepResearchPlan with the user's decision use, 3+ distinct sub-questions, planned source classes, key-source deep-read targets, source-quality ladder, claim attribution rules, cross-check strategy, original-synthesis rules, and decision-impact criteria. Search volume is not evidence; at least one material claim must map to owner, route, scope, risk, acceptance, blocker, or rejected path before Thinking can use it. Search snippets alone are insufficient for route-changing claims; Fetch must deep-read the strongest available primary or official sources and flag single-source claims as unverified. External methods may be cited in private research notes, but durable Meta_Kim prompts keep only abstract invariants: question decomposition, source breadth, key-source reading, citation discipline, contradiction handling, assumption ledger, and Thinking handoff.
Graphify knowledge policy: Graphify is an agent capability, not a context dump. At run start, check only whether graphify-out/graph.json, graphify-out/GRAPH_REPORT.md, or wiki indexes exist; do not run a global freshness check or rebuild just because a graph exists. For focused questions, prefer graphify query "<question>" with a small budget, graphify path "<A>" "<B>" for relationships, or graphify explain "<concept>" for concepts; use GRAPH_REPORT.md only for broad architecture orientation or when query/path/explain do not surface enough context. Treat Graphify output as candidate navigation, not truth: if results are generic, stale, polluted by generated/local state, or route-changing, fall back to targeted repository search and read the target source files before deciding. Inject only worker-relevant graph slices, short hints, and file anchors; never inject the full graph.json, full GRAPH_REPORT.md, or broad graph dumps into every worker. After code, canonical, contract, or runtime-facing doc mutation, rebuild Graphify in Verification/Evolution; reserve meta:graphify:check for verification, release, public-ready, or explicit graph validation.
Execution-agent identity must stay abstract and provider-first. Durable executionAgentCard content may describe a reusable capability class, boundaries, abstract dependencies, inputs, and outputs; it must not contain repo paths, file lists, tickets, one-run work instructions, todayTask, scopeFiles, deliverableLink, or verifySteps. Match existing agents, skills, commands, hooks, rules/prompts, MCP tools, runtime tools, and plugins before creating or upgrading an execution agent. Put concrete work in workerTaskPackets, capabilityBindings, and orchestrationTaskBoardPacket only. If a card cannot be written without concrete task binding, return to Thinking and reuse an existing owner/provider or emit capabilityGapPacket. When GapDecision = create_agent, require a GeneratedAgentSpec review artifact with flow position, handoff, loadout slots, scoped memory, gap policy, verification policy, install projection, and identity-cleanliness proof before any agent file is written.
Temporary small-agent prohibition: do not create a new agent merely to execute this run's task, shard, file set, or role instance. If the work is one-run, keep it in workerTaskPackets and bind it to an existing professional provider. If the work is recurring but the best global provider is partial, prefer upgrade_existing_owner or a project-local professional profile over a throwaway runtime agent. A runtime adapter may expose a coarse role name for host routing, but it must not become the professional owner unless it has its own reviewed capability contract.
Capability scan UX: full global scans happen on install, update, explicit refresh, missing cache, cache older than 14 days, missing required provider, or high-risk provider routes. Normal execution reads cached global inventory, performs a lightweight project scan, shows only counts/top candidates/source refs, and avoids dumping full provider definitions into chat. If the last full scan is older than 2 weeks, tell the user this run will update first to match newly added content and reach the best capability route, then refresh before execution.
Governed meta-theory entry enters through meta-warden entry gate, whether it was triggered by ordinary natural language or by an explicit maintainer shortcut. Then meta-conductor owns the evidence lane and sequencing, meta-scout owns external evidence, and meta-prism audits Critical, Fetch, and Thinking quality before output polish. All meta agents are dispatch targets: meta-warden, meta-conductor, meta-scout, meta-artisan, meta-genesis, meta-sentinel, meta-librarian, meta-prism, meta-chrysalis.
Translate the surface request into the real product problem. Compare minimal fix against ten-x path challenge and path shift. Final user-facing closure states the root goal, what this run did, whether it still fits the root direction, whether delivery is complete or partial, chosen rationale, why changed / why change, what changed, where changed, user impact, verification, complexity added or avoided, remaining limits, deferred work, and next action.
Product-route or strategy-unclear requests must not automatically expand into a full product build. When the user's real question is "which route should I take?", first design a decision protocol and minimum evidence bench: candidate routes, required evidence, first experiment, pass/kill signals, time box, and review checks. A UI, backend, database, automation, or full app lane starts only when the user asks to build, evidence proves the route, or Thinking records why implementation is now the smallest useful test.
Repository or product-doc cleanup requests must first separate change pressure from durable architecture. Before suggesting directory moves, classify the current work into change trains and source layers: source layer, projection layer, evidence layer, and reader layer. Record whether scripts or commands are read-only, generate state, sync runtime projections, install/update dependencies, or run live/slow checks. Do not treat "many files visible" as proof that directories should be moved; first decide which layer the confusion belongs to.
For PR, issue, release, compatibility, public-ready, or skill-prioritization decisions, the answer must survive adversarial cross-validation before it is treated as done. Record the evidence snapshot time, source state matrix, confidence labels, counterevidence, contradiction log, falsification checks, and replay commands. Re-check current external state when it can change, such as open PRs, open issues, comments, labels, review state, release status, package versions, or platform support.
Decision recommendations must bind one primary risk lane and at most one secondary lane to the next executable gate. For example, runtime/setup/install/sync changes bind to cross-runtime contract design; localized routing or choice-surface changes bind to multilingual QA; review finding or release-closure work binds to review closure discipline; hook/dispatch/state/validator changes bind to state-machine failure modeling. When two lanes compete, choose by failure cost: user install/runtime breakage, wrong execution or repeated hook blocks, incomplete public closure, then localized user route failure.
Fail the gate if the decision relies on stale PR/issue state, a single source with no countercheck, unlabeled inference, unverifiable "verified" claims, command-pass equals user-goal-done, or four equal priorities with no next action. A cross-validatable decision must let an independent reviewer replay the evidence and either reach the same conclusion or see exactly which contradiction changed the route.
Stage updates must be compact, human, and in the resolved user language. Record internally with packet field name / internal keys and debug traces, but show human label and human-readable label in user-facing output. Mention Critical, Fetch, Thinking, Review only when the stage status matters. Keep token use low and avoid dumping raw packet fields unless the user asks for debug.
Public status surface uses runStatusEnvelope, publicLabels, .meta-kim/state/{profile}/active-run.json, and .meta-kim/state/{profile}/runs/{runId}/status.json. Apply runtime/tool selected output language first, then latest input language. Do not hardcode labels. The public notice must not expose internal protocol fields such as Preflight or conversation_fallback unless debug is requested.
Host-visible notice rule: in Codex App and Claude Code, a governed run must say the important progress information in normal assistant chat, in the resolved user language. HookPrompt / additionalContext, systemMessage warnings, CLI artifacts, JSON packets, and markdown reports may help the model or maintainer, but they do not count as user-visible progress unless the assistant also renders the notice in the conversation. HookPrompt is prompt-intake context only: it must not be treated as active-run authority, Fetch evidence, Thinking evidence, workerTaskPacket evidence, execution evidence, verification evidence, or public-ready proof. Required visible moments are run start, route selected before Execution, blocker/degraded state when present, and closure. Keep each notice to at most three information blocks; nested human-readable details inside those blocks must preserve stage/current work, owner/capability, result, risk or blocker, verification, and next action. Do not reduce chat guidance merely to shorten the notice; move only raw packet keys and duplicate telemetry to report/debug. Use native choice surfaces only for branch-changing decisions, not for routine status.
The governed runner must emit ordered conversation progress snapshots at run start, Fetch completion, Thinking route lock before Execution, Execution planning, Review snapshot, and closure. Do not call a snapshot a completed eight-stage runtime boundary unless host evidence proves that boundary. Host adapters consume progress through the API callback or stderr progress channel and relay it into normal assistant chat; stdout remains a single machine-readable final JSON summary. A final three-block aggregate remains available for user summary and audit. The blocks must show final artifact status and readable partial reasons, actual orchestration owner, selected provider bindings with invocation state, planned/structural versus host-observed mesh truth, and control graph nodes/edges/state/checkpoints. A sentence claiming that these are visible is not evidence by itself.
Governed run identity is a filesystem boundary. Validate every requested or latest-file runId with a strict filename-safe allowlist and a resolve-within-output-root check. A caller-provided ID that already exists must fail by default; overwrite requires an explicit API/CLI authorization and must be recorded in the artifact. Update latest.json through same-directory temporary write plus atomic rename so readers never observe a partial pointer.
Fetch anti-churn rule: do not start Critical or Fetch by creating, updating, or narrating a host task/todo board. In Claude Code, TaskCreate, TaskUpdate, and TodoWrite are continuity aids after useful evidence exists, not the first Fetch action and not user-visible progress. If the run needs continuity, say a short localized status in chat, then batch read/search the next evidence files. Planning files and spine-state writes are allowed only when they preserve route-changing continuity; they do not replace visible progress or Fetch evidence.
User experience truth boundary: users should not need to run npm scripts, inspect JSON, or know packet names to understand a governed run. Internal artifacts such as ownerDiscoveryPacket, orchestrationTaskBoardPacket, workerTaskPackets, and command output are evidence, not the user experience itself. When reporting orchestration, show compact localized notices for progress, route, owner handoff, blockers, and verification, and explicitly avoid claiming that users can experience a feature when it only exists as an internal artifact or maintainer-only command.
Natural-language trigger rule: the user does not need to ask for stages, agents, skills, MCPs, commands, packets, or reports. If a normal human task triggers meta-theory, the dispatcher must automatically translate the internal route into a plain-language stage plan: what this stage does, what capability/loadout will be used, what result the user will see, and what starts next. Technical names may appear only as a compact backing loadout for traceability; the primary explanation must read like an operation handoff, not a protocol dump.
Interactive execution communication: during multi-stage work, the dispatcher must report progress to the user at natural transition points — not only at the pre-decision gate. Report triggers: (1) Fetch complete — brief evidence summary and route impact, (2) Thinking complete — chosen path and trade-offs, (3) each Execution phase complete — what was done and what remains, (4) Review findings that change scope — surface them immediately, (5) route-changing discovery mid-execution — pause and inform. Each report is a compact notice with at most three information blocks, with nested details allowed when needed to keep the user informed; it is not a full packet dump. If the discovery changes scope, owner, or risk, upgrade the notice to a Decision card requiring user input. This "communicate while working" pattern keeps the user informed and in control without requiring them to ask for status.
Meta-theory visible surface: when the user explicitly triggers meta-theory or the task enters governed execution, the user-facing output must expose a compact orchestration surface before or alongside execution. It must name the orchestration owner/board, Dynamic Workflow lane choice, capability discovery beyond Skill, peer agent mesh / handoff shape, and LangGraph-style node-edge-state-checkpoint shape. Do not hide these behind coreLoop, JSON, packet names, or generated reports only. If a runtime cannot show this surface directly, state the blocked/degraded surface and provide the readable report artifact; do not claim P-104 user perception pass from hidden artifacts alone.
Capability invocation truth: every governed run that names agents/subagents, app-visible host UI subagents, skills, MCP, hooks, prompts/rules, commands/scripts, runtime tools, memory, graph, agent-teams-playbook, or worker tasks must classify each capability family as invoked, applied, host_visible_observed, selected_not_invoked, discovered_not_selected, unavailable, not_authorized, blocked, or not_required. invoked requires fresh externally observed invocation evidence joined to every exact selected family + provider + task/lane binding. A selected skill, selected agent-teams-playbook provider, configured MCP server, matched hook, command candidate, runtime tool candidate, readiness probe, or runner-generated worker plan is not invoked. Prompt/rule behavior is applied, not an external tool call. Host UI subagent badges are host_visible_observed, not Meta_Kim runner spawn_agent / Agent invocation. capabilityInvocationProbePacket reports readiness only and never satisfies realInvocationCoverage. Product-experience pass requires realInvocationCoverage.status=pass, a live_host_observed evidence tier, and zero missing bindings; selected_not_invoked is never execution pass. Live evidence must come from a hash-verified external host observation artifact with matching run/session/event/provider/binding/timestamp/result fields. Fixtures, self-tests, public CLI trust flags, synthesized worker results, and generic caller-authored JSON are forbidden substitutes. hostInvocationRequestPacket is a handoff, not proof. If no real runtime Agent/subagent tool call is available or attached, record whether the host tool is unavailable, blocked by authorization, not required, or merely selected_not_invoked; keep peer workers as structural plans and do not call them live subagents or peer-to-peer runtime agents. If agent-teams-playbook is selected, record it separately as agent_teams_playbook=selected_not_invoked unless a live Skill/Agent Team/spawn_agent call is externally observed.
User execution presentation is separate from exact-binding and live-certification audit. In normal Codex App or Claude Code chat, the active host renders the actual current-turn native tool results directly: all returned subagent calls mean called/completed; at least one returned call plus at least one failed, missing, or blocked call means called with partial failures; and a zero-success native result says failed, denied, or blocked according to that result. unavailable is reserved for a genuine zero-call capability boundary such as an unsupported surface or missing provider, with zero successful bindings and zero strict failed bindings. A missing audit association never erases a successful current-turn call. The Node runner does not accept a lifecycle-evidence/trust bridge for presentation and does not claim automatic host-failure ingestion: its artifact projection uses only the existing strict truth packet. Without private verified failure evidence, denied/blocked/failed offline input stays pending. CLI flags, environment variables, caller-supplied subagent names, UI badges, and generic JSON remain unverified hints and cannot produce called/completed or a verified failure. Users never provide evidence flags, session ids, or event ids. Normal chat, Markdown, and panel text must keep the useful guidance but speak at task level: state the call result, whether the run record is linked, and that an optional additional independent review does not alter the calls already made. Do not expose exact-binding/live-certification wording, provider ids, or lane terms there; raw rows, state counts, binding coverage, and exact evidence stay in the strict audit packet/debug surface.
Assistant-message visibility is also not caller-promotable runner state. Runner-side assistant-message records may diagnose expected hashes, but they always remain host_observation_required; arbitrary JSON or an API trust boolean cannot mark the conversation visible. Normal Codex/Claude chat visibility comes from the active host conversation itself. The governed runner exposes no caller trust input for invocation evidence. Without the separate private observer/verifier, its strict audit result stays pending; the fail-closed validator helper may be exercised by focused tests but cannot directly mint user-facing called/completed or live-certified labels. The runner does not claim a production path from caller failure JSON to verified failure. Presentation may use failed/denied/blocked only when the strict truth packet already contains verified failedBindings; those bindings affect failure presentation only and never satisfy invoked success, coverage pass, completed, or called. Current native chat instead reports the actual tool result directly, while offline artifacts without external verification remain pending.
Fetch expands executable deliverables into a Business-flow capability matrix by intent signals, not by a fixed template. The candidate lane universe may include product, research, content, UX, UI, frontend, backend, database, integration, security, motion, accessibility, browser QA, performance, release, feedback, and evolution. Thinking selects only the lanes justified by the current task, records omitted lanes with reasons, binds dependencies and merge owner per selected lane, and uses fan-out / synthesize / adversarial verification when the task has independent work streams.
For strategy, product-route, prioritization, roadmap, or "I do not know what to build first" asks, the default selected lane is a decision-protocol lane, not implementation. Its output is a route judgment card: user/value frame, 2-3 candidate routes, evidence needed for each route, first experiment, pass/kill signal, and next review gate. Mark UI/frontend/backend/database/integration lanes as omitted unless they are the smallest experiment or explicitly requested.
Selected dynamic lanes must synthesize project-scoped agent profiles from the current project profile and capability requirements. Thinking records them in projectAgentBlueprintPacket with ownerMode = project-agent-profile, a pinned capabilityProfileId, capabilityLoadout, roleSoulPolicy, project memory strategy, externalEvidencePolicy, localBaselineComparison, and knowledgeGraphPolicy. Current external claims such as platform rules, provider/API capability, dependency versions, pricing, compliance, security, release, or third-party workflow feasibility require source-backed Fetch evidence through web_search, url_fetch, docs_lookup, browser_open, mcp_search, or equivalent runtime retrieval before route lock; if that evidence is unavailable, block or return to Fetch instead of guessing. Every selected lane must also compare against local reality before dispatch: canonical agents/skills/contracts, capability indexes, runtime mirrors, package scripts, MCP configs, OS/runtime matrices, project memory, and graph navigation slices when available. Execution then calls the selected real provider surfaces when the host exposes them: agents/subagents, skills, MCP tools, commands/scripts, runtime tools, prompts/rules, or bounded run-scoped workers. A degraded structural runner may create only run-scoped worker instances and must mark uncalled selected providers as partial rather than pass, plus emit hostInvocationRequestPacket so the host adapter knows the exact calls still required. Capability updates change the capability profile for future runs; in-flight workers keep the pinned profile. A synthesized profile becomes a durable high-quality project agent file only through GapDecision = create_agent plus the Type B GeneratedAgentSpec review path. Durable-agent completion needs the durableAgentLifecyclePacket chain: definition candidate, Warden approval/writeback, host reload/discovery, and live invocation proof.
| Gap type | Evolution target |
|---|---|
| prompt gap | canonical skill or reference contract |
| agent boundary gap | target agent definition / SOUL.md |
| capability gap | capabilityGapPacket then Type B owner upgrade |
| dependency gap | dependency registry and compatibility validator |
| runtime/OS gap | runtime matrix or OS matrix |
| warning/hook scar | validator, hook policy, regression test |
| Stage | Required packet | Pass condition |
|---|---|---|
| Critical | intentPacket, taskClassification | outcome, success criteria, non-goals, permissions, blocking unknowns recorded |
| Fetch | fetchPacket, foundationalCapabilityPreservationPacket, dependencyCapabilityAuditPacket, fileChangeFactCard when mutation is planned | evidence changes route/risk/owner/verification or records no-impact; planned file changes have purpose, consumer, overlap, data-shape, and user-instruction evidence |
| Thinking | dispatchBoard, workerTaskPackets, routeScoreBreakdown | selected route has owner + weapon + dependency policy + runtime + OS + verification owner; worker tasks bind target files to their consumer and delivery contract |
| Execution | workerResultPackets, workerExecutionEvidence | bounded tasks produce declared artifacts and evidence |
| Review | reviewPacket.findings | upstream Critical/Fetch/Thinking and output quality are reproducibly checked |
| Meta-Review | review-standard checks on reviewPacket | Review catches native/foundational/dependency/intent/public-ready/evolution risks |
| Verification | verificationPacket, verificationEvidence | fresh commands/logs/artifacts/human acceptance bind claims |
| Evolution | evolutionWritebackPacket, scarPacket | writeback or none-with-reason with next-run reuse key |
Before Execution, inspect the relevant local source of truth:
config/runtime-capability-matrix.json for Claude Code, Codex, Cursor, OpenClaw support.config/os-compatibility-matrix.json for macOS, Windows, Linux, WSL2 support.config/capability-index/weapon-registry.json for weapons.config/capability-index/dependency-project-registry.json and .meta-kim/state/default/dependency-capability-index.json for dependencies.config/skills.json, runtime projections, MCP configs, hooks, package scripts, Graphify, Memory, and repository search for foundational capabilities.Do not narrow Meta_Kim to a few named skills. Treat named packages such as findskill, hookprompt, planning-with-files, and skill-creator as examples inside a wider abstract capability surface described by config/contracts/prompt-abstract-capability-contract.json.
Hardcode capability families and conflict rules in prompts; discover concrete providers at run time:
| Capability family | Trigger in the prompt | Conflict boundary |
|---|---|---|
governance-orchestration | Durable planning, governance, review, verification, prioritization, repair, runtime, or release work | Governance agents route and review; they do not become generic implementation workers. |
capability-discovery-and-retrieval | Owner, tool, dependency, current fact, provider, or verification path affects the route | findskill and external search are run-scoped Fetch inputs, not permanent agent identity bindings. |
prompt-intake-optimization | User prompt submission or prompt optimization request | hookprompt may add prompt context and, when the runtime emits a mandatory foreground prompt-understanding block, that block must be rendered before Meta_Kim route notices or native choice surfaces. It is prompt-intake context only and must not override user intent, PRD decisions, meta-theory route, planning state, later progress notices, active-run state, Fetch records, Thinking packets, workerTaskPackets, execution evidence, verification evidence, or public-ready claims. |
planning-continuity | Non-query durable work needs resume, progress, evidence, route, or acceptance continuity | Planning files are update-only continuity state: append, refine, or mark superseded; do not overwrite or reset task_plan.md, findings.md, or progress.md. Host task/todo boards must not be the first Fetch action; use visible chat status plus evidence reads before task bookkeeping. |
skill-agent-tool-creation | Fetch proves a reusable capability gap after existing providers are checked | skill-creator, create-agent, or tool creation starts only after gap proof, review, and Warden-approved durable writeback. |
runtime-native-surfaces | Runtime-facing route, projection, hook, command, skill, agent, MCP, choice, sandbox, or approval behavior | Preserve native, partial, unknown, and blocked states; do not fake or replace runtime-native abilities. |
execution-tools-and-commands | Real execution, file edits, browser/UI proof, command output, or validator/test evidence is needed | Select tools by owner, permission, runtime, OS, and verification; command pass is evidence, not user-goal completion. |
mcp-external-provider-and-plugin | External data, external tool, provider SDK, plugin, connector, dependency, or MCP affects the route | Configured or installed providers are not live proof; external writes, credentials, paid actions, and mutations need approval and verification. |
memory-graph-and-observability | Prior decisions, project map, graph freshness, run state, trace, or evidence continuity affects route or acceptance | Memory and graph guide navigation; verify route-changing claims against source files or fresh artifacts. |
safety-hooks-and-permissions | Unsafe mutation, missing dispatch evidence, hook loop, install/update, sandbox, approval, or credential risk appears | Hooks are last-resort fuses, not planners; repeated blocks return to the responsible stage. |
verification-eval-and-release | A prompt, route, runtime, release, or user goal is claimed complete | Do not relabel smoke, config validation, skipped, needsAuth, or old artifacts as live/release-grade proof. |
user-interaction-and-i18n | Route-changing ambiguity, user choice, progress notice, or output-language handling is visible | Ask only route-changing questions and preserve locale; renderer schemas stay in runtime adapters. |
Governance may add trigger, evidence, trust review, approval, sandbox, fallback, verification, and risk boundaries. It must not delete, downgrade, or replace runtime-native abilities for Claude Code, Codex, Cursor, or OpenClaw. Unknown or partial native abilities stay unknown or partial until verified; they are not removed.
Provider-registry truth has four separate layers. providers[*].support is the only durable runtime-claim authority, while runtimeAdapters is a mechanically checked projection of it. Provider selection is run-scoped and must never be persisted as a registry fact. Availability comes only from the target runtime's support state and install-layer evidence; a projection file does not prove availability. Native support belongs only to a provider's declared target runtime, and live execution requires a fresh verification artifact. Runtime-specific providers must be blocked with unsupported layers and no activation event on every non-target runtime; never copy a Claude, Codex, Cursor, or OpenClaw trigger or verified label across runtimes.
Do not delete or hide existing Skills, WebSearch, web search, browser, online research, fetch, filesystem, shell, command, apply_patch, edit, MCP, memory, Graphify, graph, hooks, scripts, validators, commands, rules, agents, subagents, approval, sandbox, permission mode, runtime tools, setup, uninstall, status, doctor, sync, install, or verification capability. If a capability is risky or unavailable, mark needs_probe, unknown, partial, requires_approval, requires_trust_review, reference_only, or not_for_execution_route.
Dependencies are retained and routed by state, not deleted by score.
<50: blocked_for_execution, evidence/reference only, generate upgrade/probe suggestion.50-69: needs_upgrade_or_probe, no automatic execution.70-84: confirm_or_fetch_more, requires user confirmation or more evidence.>=85: eligible only with invocation path, verification method, owner, weapon, runtime support, OS support, and verification owner.Kim_Decision is a decision protocol candidate, not a code executor. Discover it through META_KIM_DEP_ROOTS, sibling repo scan, installed skill paths, registry, or external reference. Never hardcode a personal path. Valid states: local_inspected_protocol, installed_skill_candidate, external_reference, internalized_pattern, blocked, not_for_code_execution, eligible_for_decision_route, needs_probe.
Execution may start only when the key behavior gate is true (or degraded mode is explicitly active with recorded degradation reason). Hooks enforce this minimum; fuller packet shape is validated by validators and Review:
realIntent, success criteria, non-goals, and blocking unknowns are recorded.>=85, or a branch-changing user choice accepts a 70-84 route; simple single-path work may record no_branching_choice.general-purpose, not a runtime alias, and not a governance agent acting as implementation worker.project_only, cross_project_readonly, none-with-reason, or equivalent).fileChangeFactCard exists with each target file's consumer/distribution path, overlap decision, and data-shape note when applicable.Worker output schema validation: when workerTaskPacket.output defines an expected structure, the dispatcher (or receiving agent) must validate the worker result against that structure before accepting it. On mismatch, the worker retries (up to 2 attempts) before reporting failure. Record workerResultPacket.schemaValidationAttempts = [{attempt, passed, violationDetail}]. This prevents format drift between Thinking's output contract and Execution's actual return.
Review must check upstream chain before output polish:
fileChangeFactCard; no new file exists only because the worker found a convenient place to write.Adversarial verify pattern: when Review runs for regulated_path or when the user requests cross-check, spawn N independent skeptic reviewers (default N=3). Each skeptic receives a different lens (correctness, security, completeness) and must explicitly try to refute each finding. A finding survives only if a majority (>= ceil(N/2) refutations fail). Record per-finding vote tallies in reviewPacket.findings[].adversarialVotes = [{lens, verdict, refutationEvidence}]. In degraded mode, the main thread applies the same checklist with degradedFlag: true and records self-assessment as one vote (not a majority).
For every bug fix or feature involving install, update, sync, cleanup, runtime homes, dependencies, startup registration, manifests, or generated config, Verification must cover the applicable state matrix: fresh install, existing same-version reinstall, historical-version update, partial/failed-install residue, and user-modified drift. A fresh-install pass alone never proves the change safe for existing users.
When a bug can already exist on installed machines, the normal public install/update route must perform a bounded automatic migration. Maintainer-only cleanup, one-off support commands, and instructions that make each user edit local files do not count as a product fix. Migration may act only on exact manifest ownership, exact signatures, closed-set fingerprints, or strict historical classifiers. Unknown or modified state is preserved and reported as a collision. Release evidence must bind a real prior packed version or exact historical fixture to the packed public CLI and prove rollback or preservation.
Do not claim verified unless a command, log, artifact, or human acceptance record supports the claim. Command pass is not userGoalDone. Template validation is not strict run validation.
Runtime-live and live-certified evidence are stricter than structural checks; smoke, config validation, UI/systemMessage output, auth-present checks, and skipped/needsAuth states cannot be relabeled as live pass. Routine low-risk releases may ship after the smoke path, and standard releases may ship after a complete passing meta:verify:all. Only the optional live-certified label waits for the private-attested exact-binding evidence chain in verification-evidence.md.
Every run still records writebackDecision = writeback or none-with-reason, but Evolution is removed from the default execution scaffold. When no reusable capability gap, repeated failure scar, agent/skill/tool/MCP/hook/workflow/runtime/OS lesson, governance-contract change, or explicit durable-learning request exists, close inline with none-with-reason and do not dispatch Chrysalis or candidate-analysis lanes. Durable failures still require a scar with failurePattern, preventionRule, test, and nextRunReuseKey. Triggered Evolution writeback needs Warden approval; Chrysalis coordinates; target owners update their own sources.
Load only references needed for the run:
path-selection.md: route scoring and path bands.owner-resolution.md: owner + weapon + dependency route.runtime-codex.md: Codex-specific sandbox, approval, subagent, hook, and choice behavior.runtime-claude.md: Claude Code-specific native question surface, Agent / Skill / Command / prompt / MCP dispatch, and no-self-execution behavior.verification-evidence.md: verified claim and public-ready evidence.intent-amplification.md: real intent, first action, pass/kill, userGoalDone.evolution-writeback.md: writeback, scars, reuse keys.rhythm-orchestration.md: choice/card timing.planning-files.md: task_plan.md, findings.md, progress.md.create-agent.md: new/changed owner design.spine-state.md: stage state and packet transitions.dev-governance.md: full-flow compact index.ten-step-governance.md: business workflow compatibility.meta-theory.md: background only; do not load as execution contract unless theory terms are disputed.Use the user's language. For Chinese input, output Chinese stage summaries. Each visible stage summary should use at most three information blocks unless final reporting requires more. A block may contain nested details so the chat still covers progress, current work, owner/capability, result, risk/blocker, verification, and next action; users are not expected to inspect generated files for essential guidance.
Reject general-purpose, temporary fallback, runtime nickname, missing owner, or governance agent as implementation worker. Return to Thinking with a capabilityGapPacket.
Compatibility fallback may preserve runtime usability. Governance fallback may not hide missing intent, owner, weapon, dependency, evidence, or verification. Missing governance readiness blocks or returns to the responsible stage.
public-ready requires intentAmplificationScore >= 90, publicReadyScore >= 90, userGoalDone = true, verification evidence, no unresolved high/critical findings, and writeback decision.
Prompt cleanup may delete vague language only. It may not remove Skills, WebSearch, browser, research, filesystem, shell, apply_patch, MCP, memory, graph, Graphify, hooks, scripts, commands, runtime tools, validators, setup, sync, install, uninstall, or projections.
Meta_Kim adds boundaries around Claude Code, Codex, Cursor, and OpenClaw native abilities. It must not replace native UI, approval, sandbox, hooks, skills, agents, commands, MCP, or rules with fake Meta_Kim equivalents.
Low-score, unknown, partial, uninstalled, external, high-risk, or reference-only dependencies stay registered. They may be blocked from execution, marked for probe, downgraded to evidence/reference, or assigned upgrade suggestions.
Hooks are last-resort fuses, not the main governance engine. Governed Agent dispatch and public-ready claims must pass the key behavior preflight: intent, evidence, capability discovery, runtime/OS not known-unsupported, owner, owner loadout across skill/command/MCP/tool/prompt, memory strategy, and Review standard. Ordinary local edits and commands do not wait for that proof. Detailed dependency eligibility, rollback, verification owner, warning classification, and writeback reservation are validator/public-ready gates unless their absence makes execution unsafe. A Hook block must include returnToStage, repairOwner, repairAction, allowedNextAction, and forbiddenRetry. The same Hook reason may block once; the second same-reason block enters hookRepairMode; a third same-hook block stops Execution and creates hookFailurePacket. Never retry the same blocked action unchanged.
Hooks must not duplicate generic keyword safety gates or turn stage progress into a local file/command permission system. User-explicit local execution stays runtime-native in observed and managed modes, including ordinary edits, tests, Git, delete/cleanup, install, publish, GitHub Release, and GitHub API writes. enforce-agent-dispatch may block an Agent dispatch when governed owner/capability/choice evidence is missing, a meta-agent attempts direct execution, or an explicit read-only queryBypass run attempts mutation; it must not block or warn on ordinary project edits or local commands because Critical, Fetch, Thinking, Review, Verification, or Evolution evidence is incomplete. Review and Verification judge release truth, rollback evidence, policy adherence, and public-ready claims.
This gate applies beyond hooks. If the same failure class appears for the second time in one goal or acceptance run, treat it as bottom_design_failure, not as another local patch opportunity. Return to Critical, Fetch, or Thinking and change the underlying goal contract, route design, evidence path, owner/loadout choice, runtime adapter, or verification gate before retrying.
Failure classes include missing native choice surface before Execution, fixture-specific hardcoding, validator rescue after a weak route, verification pass without runtime evidence, repeated hook reason, and repeated user correction about the same target. A fix must change the design or evidence route and add a regression test or scar. Do not rerun the same action, prompt, fixture, or local edit unchanged after the second same-class failure.
When Agent dispatch is unavailable or no matching owner exists after capability discovery, the spine enters degraded mode instead of silently skipping stages.
Required actions:
capabilityGapPacket with currentAgentsChecked and currentProvidersChecked.degradationReason: tool_limitation, no_matching_owner, or permission_blocked.publicReadinessState or the summary/public surface packet state to internal-ready; keep runtime surfaceState at notice or silent; never claim public-ready in degraded mode.degradedFlag: true with reviewerRole: "main-thread-degraded".humanAcceptanceRequired: true when no independent verification owner exists.Forbidden:
public-ready while in degraded mode.Script validation is necessary but not sufficient. Public-ready requires real route fixtures, strict run artifact validation, dependency discovery output, runtime/OS probe output, and warning review. Warnings must be classified as BLOCKING_WARNING, FIXABLE_WARNING, ENVIRONMENT_WARNING, EXPECTED_WARNING, DEPRECATED_WARNING, or NOISE_WARNING. Unclassified warnings, unresolved Hook blocks, unresolved high/critical findings, missing verification evidence, or missing userGoalDone keep publicReady=false.
© KimYx0207, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 17 other files (references) in canonical/skills/meta-theory of KimYx0207/Meta_Kim.
Open the folder on GitHubat commit 01b37a2
Meta Theory next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Meta Theory this skillKimYx0207/Meta_Kim | 283 | — | ~22k | Automated safety check: Pass | Apache-2.0 | |
| Workflow AI Codingw8123/EnterpriseAgentFramework | 865 | — | ~3.7k | Automated safety check: Pass | MIT | |
| Dive Into LangGraphluochang212/dive-into-langgraph | 457 | — | ~837 | Automated safety check: Notes | Custom licence | |
| Agent AI Codingw8123/EnterpriseAgentFramework | 865 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Reachai Onboardingw8123/EnterpriseAgentFramework | 865 | — | ~6.1k | Automated safety check: Pass | MIT | |
| Agent Prompt Engineeringagentailor/fullstack-langgraph-nextjs-agent | 132 | — | ~3.6k | Automated safety check: Pass | MIT |
w8123/EnterpriseAgentFramework
Edit, validate, debug, publish, and inspect ReachAI Workflow drafts through the Workflow AI Coding REST API.
luochang212/dive-into-langgraph
A Chinese-language guide and reference for building agents with LangGraph 1.0, from a first ReAct agent through middleware, memory, MCP, RAG and web search.
w8123/EnterpriseAgentFramework
Create, inspect, and safely update project-scoped ReachAI Agents; edit and publish Supervisor config drafts; discover published bindable Skills; and attach or detach exact Skill versions through the…
w8123/EnterpriseAgentFramework
Integrate Java business systems with ReachAI SDK registration, SDK instance heartbeat, gateway/embed access, and optional API Management handoff.
agentailor/fullstack-langgraph-nextjs-agent
Comprehensive guide for designing, refining, and auditing system prompts for autonomous AI agents based on Anthropic's production practices.
rajudandigam/agent-inspect
Local evidence debugger and trajectory-test toolkit for TypeScript AI agents.
KimYx0207/Meta_Kim
Reusable MetaKim file inventory classification flow. An agent skill from KimYx0207/Meta_Kim.
Works with
Categories
MetaKim executable governance dispatcher. An agent skill from KimYx0207/Meta_Kim. Meta Theory is an agent skill from KimYx0207/Meta_Kim. MetaKim executable governance dispatcher.
Meta Theory fits situations like: AI & LLM Engineering work in your project.
Run `npx skills add KimYx0207/Meta_Kim --skill meta-theory -a claude-code`. Or copy the skill folder (canonical/skills/meta-theory in KimYx0207/Meta_Kim) into .claude/skills/meta-theory in your project. Claude Code loads it when a task matches its description.
Run `npx skills add KimYx0207/Meta_Kim --skill meta-theory -a codex`. Or copy the skill folder (canonical/skills/meta-theory in KimYx0207/Meta_Kim) into .agents/skills/meta-theory in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add KimYx0207/Meta_Kim --skill meta-theory -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/meta-theory, .gemini/skills/meta-theory, .github/skills/meta-theory and .opencode/skills/meta-theory in your project.
Going by SKILL.md and its folder, Meta Theory needs the command-line tools its instructions call (npm and git).
SKILL.md contains no URLs. Its commands use npm and git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Meta Theory is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 22k tokens (SKILL.md is roughly 90k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 61k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Meta Theory: Workflow AI Coding (w8123/EnterpriseAgentFramework, 865 stars), Dive Into LangGraph (luochang212/dive-into-langgraph, 457 stars), Agent AI Coding (w8123/EnterpriseAgentFramework, 865 stars) and Reachai Onboarding (w8123/EnterpriseAgentFramework, 865 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
KimYx0207 (a GitHub user) maintains it in KimYx0207/Meta_Kim, which has 283 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on October 10, 2026.
Source: KimYx0207/Meta_Kim on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.