К основному содержанию
плагин

guild — плагин для Claude Code: команда агентов-специалистов

Превращает сессию в дисциплинированную команду: планирует, собирает специалистов под задачу, проверяет результат и сохраняет память проекта.

Установить в Claude Code · Через маркетплейс плагинов Все способы и платформы ↓
/plugin marketplace add anthropics/claude-plugins-community
/plugin install guild@claude-community
Открыть на GitHub

Что делает guild

Вызов /guild "<задача>" запускает цепочку: приём задачи, привязка класса workflow, сбор команды, планы по каждому специалисту, сборка контекста, диспетчеризация, ревью, проверка и рефлексия. Каждый значимый вопрос превращается в структурированное решение, а правка скилла заменяет именованный фрагмент и хранит короткую историю для отката.

Внутри 15 шаблонов специалистов по трём группам (инженерия, контент и коммуникации, коммерция) плюс 4 агента-механизма, которых плагин регистрирует сам. Из 76 скиллов в каталоге хоста видны 17 ассемблерных, остальные лежат в references/, skills/specialists/ и skills/playbooks/dashboard/. Команд 13: голый /guild [brief], фазовые глаголы /guild:init|ideate|plan|build|qa|ops, /guild:learn, существительные /guild:wiki|initiative, /guild:status, /guild:config и /guild:maintain. Пространство имён : остаётся обязательным — Claude Code требует его.

Работа идёт в трёх ярусах (T0 → Team Lead на каждую TaskCell → специалисты) с бюджетом на ячейку (advisorRounds, опциональные лимиты токенов и долларов). Контекст ограничен: бандл специалиста не больше 6k токенов, родитель видит не больше 1,200 токенов цитат. Два MCP-сервера — guild-memory и guild-telemetry — только stdio, без сети, и без них Guild работает. Хост определяется по сессии: неизвестный хост не подставляется как Claude по умолчанию.

Какие задачи решает

  • разложить крупную задачу на этапы до начала правок
  • подобрать специалистов под конкретный класс работы
  • собрать контекст под задачу вместо чтения всего репозитория
  • сохранить решения проекта в вики и не потерять их между сессиями
  • откатить правку скилла по истории фрагментов

Примеры запросов агенту

  • Запусти /guild "перевести сервис авторизации на новый провайдер"
  • Собери команду под задачу через /guild:plan
  • Покажи состояние прогона: /guild:status

Как установить guild

Через маркетплейс плагинов

/plugin marketplace add anthropics/claude-plugins-community
/plugin install guild@claude-community

По шагам, с командами для каждой платформы: Плагины Claude Code: маркетплейсы, установка и как собрать свой

Вопросы о guild

Как установить guild в Claude Code?

Через маркетплейс: сначала /plugin marketplace add anthropics/claude-plugins-community, затем /plugin install guild@claude-community.

Что делает guild?

Проводит задачу через приём, планирование, сбор команды специалистов, выполнение, ревью и рефлексию, сохраняя решения в вики проекта.

Нужны ли MCP-серверы для работы guild?

Нет. guild-memory и guild-telemetry опциональны, оба работают только через stdio и без сети.

Исходный текст

SKILL.md · MIT
<p align="center">
  <img src="docs/assets/guild-logo.svg" alt="Guild logo" width="128">
</p>

# Guild

A Guild Stack plugin for AI coding hosts that gives you self-evolving teams of specialist agents.

Guild turns a single coding session into a disciplined guild: `/guild "<task>"`
runs intake, binds a workflow class, composes a team, writes per-specialist plans,
assembles tight context bundles, dispatches specialists, reviews, verifies, and
reflects. Every significant question becomes a structured decision. Every skill
edit replaces a named span and keeps a compact history for rollback. Harvest is
the only automatic writer; everything else waits for a gate.

## What v2 ships

- **15 specialist templates + 4 machinery agents** — 15 domain type templates
  across three groups (engineering: architect, researcher, backend, frontend,
  devops, qa, mobile, security; content & communication: copywriter, doc-writer,
  technical-writer, social-media, seo; commercial: marketing, sales), one
  `templates/specialists/*.md` per role, minted on demand into your project's
  `.guild/agents/` by team composition — plus the 4 machinery agents the plugin
  registers directly (advisor, context-manager, developer, team-lead; one
  `agents/*.md` each).
- **76 skills**, of which 17 are indexed — the host's catalog is exactly 17
  assembler skills (using-guild, init, brainstorm, plan, team-compose,
  execute-plan, quality, operations, learn, wiki, initiative, review, diagnose,
  evolve, create-skill, create-specialist, reflect). Everything else still ships
  but stays off the index: L3 chapters live in their parent assembler's
  `references/`, the 58 specialist starter recipes live under
  `skills/specialists/`, and the dashboard launcher lives under
  `skills/playbooks/dashboard/`.
- **13 dispatching command files** — bare `/guild [brief]`, the phase verbs
  `/guild:init|ideate|plan|build|qa|ops`, `/guild:learn`, the nouns
  `/guild:wiki|initiative`, `/guild:status`, `/guild:config`, and
  `/guild:maintain`. Sub-verbs are arguments, never files. The dropped v2.6
  command files (`adopt`, `audit`, `dashboard`, `evolve`, `fix`, `goal`,
  `migrate`, `models`, `resume`, `rollback`, `stats`) are print-only aliases that
  name the new spelling. The `:` plugin namespace **stays** (Claude Code requires
  it); every command is `/guild:<verb>` (v1→v2:
  `https://guildstack.dev/docs/migration-v1-to-v2`).
- **One runtime shape** — bare `/guild` is the T0 orchestrator session: with no
  verb it runs intake and binds one of five class graphs (product · research ·
  debug · ops · init); `research`, `debug`, and `--class=` bind the class
  directly. Work runs in three tiers (T0 → a Team Lead per TaskCell →
  specialists) that report only through `guild.goal_status.v1` and
  `guild.handoff.v2`. Each cell runs one inner loop (recall → research-on-miss →
  implement → verify → harvest) under an enforced budget (`advisorRounds`,
  optional token/usd caps). The critic is the advisor machinery agent; product
  `qa` is the one review gate.
- **Two context sizes** — a specialist's on-disk bundle is at most 6k tokens; a
  parent sees only the lane bundle of at most 1,200 tokens of citations, of which
  matching `.guild/wiki/glossary.md` terms take at most 200. The full glossary is
  never always-on.
- **One promotion law** — harvest promotes decision-shaped verdicts to this
  cwd's wiki and span-replaces project playbooks through `scrubbedWrite`, and
  never commits. `wiki.autopromote` defaults on; `false` makes the root
  candidates-only. Specialists never write the wiki. The per-phase checkpoint is
  a domain function that only classifies. Wiki `labels.concern` uses the shipped
  enum: architecture · security · performance · reliability · data · api · ux ·
  build · ops.
- **16 supported hosts, one adapter contract** — Guild runs across 16 canonical
  hosts (Claude Code CLI/Desktop/Web, Codex CLI/app, Pi, Antigravity, Cursor,
  GitHub Copilot, opencode, Rovo Dev, Kiro/Qoder/Trae via AGENTS-file, and the
  Claude.ai connector) through a single host-adapter contract. Support is
  described with an **honest two-field model** — the presentation *Support* label
  (`Supported` / `Supported (beta)` / `Supported (app)` / `Supported (connector)`)
  is kept separate from the receipt-derived *Public State*; no host is ever
  claimed beyond its verified evidence. Missing capabilities **degrade** to a
  lesser substrate — the phase still runs and the degradation is written to disk.
  See the Guild docs site → `https://guildstack.dev/hosts`.
- **10 hook events wired** — `SessionStart`, `UserPromptSubmit`, `PreToolUse`,
  `PostToolUse`, `PreCompact`, `SubagentStop`, `Stop`, `TaskCreated`,
  `TaskCompleted`, `TeammateIdle`.
- **Tooling scripts** — evolution, rollback, telemetry summary, audit-log
  summary, Codex review-trail validation, and the opt-in tmux agent-team
  launcher live under `scripts/`.
- **2 optional MCP servers** — `guild-memory` (BM25 over the wiki once it
  crosses ~200 pages) and `guild-telemetry` (structured trace query), two ids of
  one compiled `runtime/guild-mcp.js` built from `src/runtime/mcp/`. Both
  stdio-only, no network. Guild runs without them.
- **Three execution backends** (D5 `agent_mode` ladder) — tmux visible panes
  (in-session or detached); `InProcessTeamBackend` (implemented: orchestrator
  consumes a declarative `dispatchPlan`, each specialist runs as an independent
  Agent-tool call, no tmux required); remote cross-host SSH dispatch; `SUBAGENT`
  last resort for CI / fresh installs. See the Guild docs site → `https://guildstack.dev/docs/architecture`.
- **Cost-aware model tiering** — cheap / mid / powerful, auto-scored per lane
  from deterministic signals, with advisor escalation for uncertainty.
  Zero-config stable. See the Guild docs site → `https://guildstack.dev/docs/configuration` (`models.*`).
- **Recall** — `recall.backend: bm25 | hybrid` (default `bm25`). Embeddings are
  cache only; a missing embedding model fails open to BM25. A lazy SQLite
  read-through cache sits on platform state, off the repo (`index: "auto"`,
  default; disable with `index: "off"`).
- **Policy-only config, session-bound hosts** — durable config holds policy keys
  only. The host family and the models bind per session on the run record; an
  unknown host never defaults to Claude.
- **O-3 short-output advisor** — fires when a lane's output token count falls
  below calibrated p10 floors (`models.shortOutputThreshold`). Calibrate with
  the `calibrate-o3-cli` tool in the separate `guild-benchmark` repo.
  See the Guild docs site → `https://guildstack.dev/docs/configuration`.
- **Security + observability** — `security.bypass_permissions_policy`
  (capability-scope enforcement), 3-stage secrets redaction
  (`secrets_policy.*`), and structured trace cost rollup via the
  `guild-telemetry` MCP (`trace_cost_rollup`).
  See the Guild docs site → `https://guildstack.dev/docs/configuration`.

## Getting Started

### Install

The quickest path is the installer script (`install.sh` at this repo's root —
detects your AI coding hosts, runs the marketplace commands below, never uses
`sudo`, never edits shell profiles):

```bash
curl -fsSL https://guildstack.dev/install.sh | bash
```

Domain unavailable? The same script ships in this repo:

```bash
curl -fsSL https://raw.githubusercontent.com/lookatitude/guild/main/install.sh | bash
```

Preview host-specific install paths without changing anything:

```bash
curl -fsSL https://guildstack.dev/install.sh | bash -s -- --dry-run --host claude-code-cli
curl -fsSL https://guildstack.dev/install.sh | bash -s -- --dry-run --host codex-cli
curl -fsSL https://guildstack.dev/install.sh | bash -s -- --dry-run --host pi-cli
curl -fsSL https://guildstack.dev/install.sh | bash -s -- --dry-run --host antigravity-cli
curl -fsSL https://guildstack.dev/install.sh | bash -s -- --dry-run --host agents-file
```

Installing manually into Claude Code does exactly the same thing:

```bash
claude plugin marketplace add lookatitude/guild
claude plugin marketplace update guild
claude plugin install guild@guild
```

### Release channels — stable vs beta

Branches are distribution channels: **`main` is stable** (released versions —
what the commands above install) and **`next` is beta** — merged work still
being tested ahead of the next release. To follow the beta channel:

```bash
# Claude Code — pin the marketplace to the next branch:
claude plugin marketplace add lookatitude/guild@next
# marketplace update keeps tracking the pinned next ref:
claude plugin marketplace update guild
claude plugin install guild@guild

# install.sh (any supported host) — same selector:
curl -fsSL https://guildstack.dev/install.sh | bash -s -- --channel beta
```

Switch back to stable by re-adding the marketplace without the `@next` pin (or
`--channel stable`). Beta may contain unreleased behavior; release notes only
cover what has reached `main`.

### Staying up to date

Guild detects updates per channel and never phones home during session start:
a SessionStart hook reads a machine-level cache (refreshed in the background at
most once per `defaults.update.cadence_hours`, default 24) and prints a one-line
signal with the exact update command when your channel has moved — new release
tag on stable, new `next` commit on beta. `defaults.update.mode` controls it:
`notify` (default), `auto` (stages the update headlessly; applies next
session), or `off`. Dev checkouts are never touched.

Applying updates per host — the full 16-host registry:

```bash
# claude-code-cli (marketplace-managed):
claude plugin marketplace update guild && claude plugin update guild@guild

# Wrapper-package hosts — pi-cli, antigravity-cli, cursor, github-copilot,
# opencode, rovo-dev (installer-managed; needs the receipt):
guild-run update

# codex-cli — Codex OWNS its installed plugin cache, so Guild never swaps it
# (guild-run update refuses and names this instead). Receipted installs
# re-render; host-native installs are detected and told the precise codex
# command for their registered source type:
curl -fsSL https://guildstack.dev/install.sh | bash -s -- --update

# File-surface hosts — agents-file, kiro, qoder, trae (snapshot copies):
curl -fsSL https://guildstack.dev/install.sh | bash -s -- --update
# …then re-copy the refreshed dist/agents tree into the project.

# Everything with an install receipt, in one go (any host mix):
curl -fsSL https://guildstack.dev/install.sh | bash -s -- --update
```

The four app/connector surfaces (`claude-code-app`, `claude-code-web`,
`codex-app`, `claude-ai-connector`) take no install and therefore no update
command; `codex-app` follows whatever its shared Codex CLI registration does.

Each install writes a `guild.install_receipt.v1` (host, channel, ref, commit)
under `~/.guild/receipts/` — that receipt is what `--update` and `guild-run
update` re-render from, keeping every host on the channel it was installed
from. A **host-native** install (e.g. a hand-run `codex plugin add`) writes no
machine receipt: `--update` will detect it and name that host's real command.
The session-start update check mints a package-local receipt for
IDENTIFICATION — its channel field is an assumed default, marked as such, and
nothing ever clones from it.

Installing manually into Codex CLI uses Codex's plugin manager:

```bash
npx tsx scripts/build-host-packages.ts --root . --out dist --generated-at "$(date -u +%Y-%m-%dT%H:%M:%SZ)"
codex plugin marketplace remove guild || true
codex plugin marketplace add ./dist/codex-marketplace
codex plugin add guild@guild
```

Restart Claude Code after installation so commands, skills, agents, hooks, and
MCP servers are loaded into the next session.

Local development:

```bash
git clone https://github.com/lookatitude/guild.git
cd guild
(cd scripts && npm ci && npm run sync:claude-install)
claude plugin marketplace add ./dist/claude-code
claude plugin marketplace update guild
claude plugin install guild@guild --scope project
```

Use the generated Claude package for development sessions. A dependency-populated
checkout contains ignored executable files and is intentionally not accepted as an
exact runtime package. Re-run `npm run sync:claude-install` after changing plugin
source so the generated package and its complete identity stay aligned.

Restart Claude Code before running `/guild` from the project. Claude Code loads
plugin commands, agents, skills, hooks, and optional MCP entries at session
startup; a newly installed or edited plugin is not fully visible until the next
session.

### First run

Run `/guild` with a brief, or with no arguments. A verb is optional: bare
`/guild` runs intake, classifies the work, and proposes the next step for you to
confirm:

```text
/guild "Build a Stripe subscription flow, add tests, update the docs, draft a launch email."
/guild
```

The first visible sign that the plugin loaded is the SessionStart bootstrap card:
it lists the Guild version, slash commands, optional MCP servers, and doc entry
points. In a Guild root the bootstrap always loads; if the root's `.guild/` layout
is older, the first write-capable entry upgrades it. The lifecycle starts when
you invoke `/guild`.

The first `/guild` run writes durable state under `.guild/`: spec, team, plan,
context bundles, run handoffs, review, verification, telemetry, and reflections.
You confirm after brainstorm, team-compose, and plan; the later phases run from
the approved plan with minimal interruption.

To verify hooks and audit logs are firing after restart:

1. Start a fresh Claude Code session in a project where Guild is installed.
2. Confirm the bootstrap card appears.
3. Run a small `/guild "..."` task, or use any workflow that dispatches tools.
4. Check for `.guild/runs/<run-id>/events.ndjson`.
5. For v1.4 audit logging, check `.guild/runs/<run-id>/logs/v1.4-events.jsonl`
   for `hook_event` and, after tool use, `tool_call` rows.

Older Claude Code hosts may skip newer hook events such as `PreToolUse` and
`PreCompact`; the handlers are designed to fall through without breaking the
session. If the bootstrap card appears but no `.guild/runs/` files are written,
run `/guild:maintain audit` and inspect `hooks/hooks.json` in the installed plugin.
If a Guild run failed or telemetry looks inconsistent, run `/guild:maintain fix`
with the run id or a short symptom; it reads recent `.guild/runs` evidence,
writes a diagnosis/fix plan, and asks before applying any edits.

### Environment variables

| Variable | Default | Meaning |
|---|---|---|
| `CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS` | unset | Set to `1` to allow Guild's experimental tmux agent-team backend. Subagents via `Agent` remain the default. |
| `GUILD_LOOP_CAP` | unset | Display/override signal for the per-lane adversarial-loop cap. The **authoritative** cap is the `loop_cap` key in `.guild/settings.json` (default 16, clamped to `[1, 256]`); CLI `--loop-cap` overrides per run. |
| `GUILD_ENABLE_DEVTEAM_REFLECT` | unset/off | Developer-team reflection gate for `hooks/maybe-reflect.ts`. Set to `1` only when working on Guild's own dev-team reflection workflow. |

The agent-team backend is experimental. Enable it only when teammates need to
coordinate directly:

```bash
export CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1
```

Benchmark live runs live in the separate `guild-benchmark` repo, which owns its
own safety gate for spawning the real `claude` CLI (dry-run first). See that
repo for setup, and `/guild:status dashboard` to launch the benchmark UI against
the live project. The plugin only produces the data that UI reads (inventory and
run traces); it ships no UI pages of its own.

### Optional MCP servers

`guild-memory` and `guild-telemetry` ship as stdio MCP servers under
`mcp-servers/` but are **optional** — Guild works end-to-end without them.
Both ship pre-bundled in `runtime/guild-mcp.js`, so they cold-start under plain
`node` with no `npm install` step on first use.

Use `guild-memory` when the wiki crosses ~200 pages (ripgrep gets slow);
use `guild-telemetry` for structured trace queries over `.guild/runs/`.

## Quickstart

```text
/guild "Build a Stripe subscription flow, add tests, update the docs, draft a launch email."
```

The session will:

1. Brainstorm the spec and ask blocking questions.
2. Propose a team — gaps become auto-create / skip / substitute / from-scratch prompts.
3. Write per-specialist lanes with `depends-on:`.
4. Assemble one context bundle per specialist under `.guild/context/<run-id>/`.
5. Dispatch through the Agent tool (or, with approval, an agent-team tmux session).
6. Review (spec match → quality), verify (tests / scope / success criteria).
7. Reflect on skill gaps; queue evolution proposals.

You confirm after brainstorm, team-compose, and plan. Post-plan runs with
minimal interruption.

If you register a new specialist with `guild:create-specialist`, restart or
reload the plugin before expecting `/guild:plan` (team is composed as a plan sub-step) or future `/guild` runs to
route to it. Claude Code snapshots plugin agent and skill manifests at session
startup.

Codex adversarial review is a Guild development discipline, not a default
consumer `/guild` loop. Review trails live under
`.guild/runs/<run-id>/codex-review/*.md` and can be checked with
`npx tsx scripts/verify-codex-review-trail.ts <codex-review-dir>`. The validator
currently requires each file's frontmatter to include `final_status: satisfied` or
`final_status: skipped-codex-unavailable`.

## Commands

Every command is `/guild:<verb>` (the `:` plugin namespace is required by Claude
Code). There are 13 dispatching command files plus 11 print-only aliases; sub-verbs
are positional arguments.

| Command | Purpose |
|---|---|
| `/guild [brief] [research\|debug] [--class=…]` | T0 orchestrator session. No verb runs intake and proposes the class and phase for you to confirm; `research`, `debug`, and `--class=` bind the class |
| `/guild:init [--learn] \| adopt …` | Initialize Guild in a repo (wiki + brownfield cheap-scan map; `--learn` runs the full learn pipeline); `adopt` localizes shipped capability |
| `/guild:ideate` | Socratic spec — brainstorm the task into `.guild/spec/<slug>.md` |
| `/guild:plan \| goal …` | Compose the per-phase team + write per-specialist lane plans; `goal` emits `guild.goal.v1` goals from the spec |
| `/guild:build` | Assemble per-specialist context, dispatch the lanes, review handoffs |
| `/guild:qa` | The one review gate over the run |
| `/guild:ops` | Operations phase — release, monitoring, incident, rollback, maintenance runbooks |
| `/guild:learn [map\|graph\|knowledge\|onboard\|diff\|explain]` | Understand-everything engine; explicit Stage-2 runs `extract-structural.ts` |
| `/guild:status [resume\|stats\|dashboard]` | Read-only run state; `resume` continues a run, `stats` reports usage, `dashboard` launches the benchmark UI |
| `/guild:wiki <ingest <path>\|query "..."\|lint>` | Project knowledge over `.guild/knowledge/sources/` and `.guild/wiki/` |
| `/guild:initiative <new\|status\|list\|resume\|update\|archive\|restore\|close>` | Durable multi-run work (opt-in; a one-off `/guild` never creates one) |
| `/guild:config <init\|reconcile\|show\|set\|role\|ui\|validate\|providers\|models\|migrate>` | Policy config; `config set` rejects host family, host id, and concrete model names |
| `/guild:maintain <evolve\|rollback\|audit\|fix\|gc\|wiki revert>` | Self-heal and RSI; `rollback` walks a skill back through its compact history |

## Documentation

**Documentation: https://guildstack.dev/docs**

The canonical docs live at the **Guild docs site** (`https://guildstack.dev`).

- `https://guildstack.dev/docs/getting-started` — install, first run, and basic configuration.
- `https://guildstack.dev/docs/architecture` — shipped plugin architecture, directory layout, the v2 single-verb lifecycle phases, hook inventory, backend options.
- `https://guildstack.dev/docs/specialist-roster` — the 15 domain specialist templates + the 4 machinery agents (advisor, context-manager, developer, team-lead), their triggers, DO NOT TRIGGER boundaries, and owned skills.
- `https://guildstack.dev/docs/context-assembly` — three-layer context contract, role mapping, ambient-context caveat.
- `https://guildstack.dev/docs/wiki-pattern` — categorized project memory, sources vs synthesized, decision capture, scale transition.
- `https://guildstack.dev/docs/self-evolution` — the triggers, the evolve pipeline, promotion gate, compact history + rollback.
- `https://guildstack.dev/docs/configuration` — the policy config reference: `agent_mode`, model tiering, SQLite index, security / secrets policy, O-3 calibration, cross-host dispatch.

## Architecture at a glance

Four layers: the orchestrator session, the installed plugin (skills, machinery
agents, specialist templates, commands, hooks, scripts, MCPs), the composed
specialist team in worktree isolation, and project-local state under `.guild/`
(including the minted specialist instances).

Diagrams and the full walkthroughs — lifecycle, skill taxonomy, project memory,
context assembly, team composition, self-evolution, and specialist creation —
live on the docs site: **https://guildstack.dev/docs**.

## Runtime state

All project-created Guild state lives under the active root's `.guild/` (never
committed by Guild itself):

```text
.guild/
├── guild.yaml            # root identity: workspace or project
├── config/project.json   # durable policy only; host and models bind per session
├── settings.json         # reconcile-owned settings surface (/guild:config)
├── agents/               # project-created specialists (files = source of truth)
├── skills/               # project-created skills
├── workflows/            # derived index; the five class graphs are the workflow runtime
├── loops/                # derived index; not authored truth
├── wiki/                 # synthesized knowledge, decisions, standards
├── knowledge/            # graph, indexes, sources/ (ingested blobs), candidates
├── memory/               # summaries, lessons, recall index
├── initiatives/          # initiative registry, active, archived
├── teams/                # reusable team definitions
├── artifacts/            # reports, audits, handoffs, generated outputs
├── indexes/              # codebase map + compatibility indexes
├── runs/                 # run traces, handoff receipts, review, verification
├── spec/                 # approved specs
├── plan/                 # per-task plans
├── team/                 # resolved specialist teams (<slug>.<phase>.yaml)
├── context/              # per-run specialist context bundles
├── reflections/          # proposed learnings and improvements
└── evolve/               # shadow-mode eval runs and reports
```

Files here are latest-only. Evolve replaces the wrong span and keeps a compact
history on platform state, so there is no `skill-versions/` tree. Caches and
scratch live off the repo.

## Principles

Every Guild specialist inherits the same operating prelude, folded into the
`using-guild` skill:

1. Think before doing.
2. Simplicity first.
3. Surgical changes.
4. Goal-driven execution.
5. Evidence over claims.

## License

MIT

© lookatitude · MIT · lookatitude/guild

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