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windmill/AGENTS.md
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3cba8a7e4c feat: add an AI decision flow step (TypeSafe's Jev, Cloudflare's Clef) (#11474)
* feat: add an AI decision flow step on TypeSafe's Jev

An `aidecision` step asks TypeSafe's Jev typed questions (choice, score,
yes/no) about a state and returns calibrated answers. It is a plain step:
a flow routes on the answers with a Branch to one after it, which the
editor builds and keeps in step with the questions. It can also be an AI
agent tool, where the calling model supplies the state.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

* fix: read single-quoted branch conditions and flag branches on a removed question

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

* fix: route decision tools by their tag and keep structured questions as JSON

The questions editor writes only on an edit, so opening a step leaves its
value untouched, and questions the cards cannot hold stay in a JSON editor.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

* fix: re-pick the questions editor mode when the value is replaced from elsewhere

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

* fix: keep the questions JSON editor's text in step with the value

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

* fix: recreate the questions JSON editor when the value is replaced from elsewhere

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

* feat: run AI decisions on Cloudflare's Clef as well as TypeSafe's Jev

A `cloudflare` provider kind reads the hub's `cloudflare` resource (token and
account id), calls the model's Workers AI URL, and unwraps Workers AI's
`result` envelope. Like TypeSafe, it serves decision steps only.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* feat: branch from each AI decision question, and align its editor with the brand guidelines

"Branch on this question" now sits in each choice question's card, which also
links to the Branch to one that routes it and flags options it misses or
branches it no longer matches. Labels, errors, cards and icons follow the form
guidelines and the Branch to one's cards.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* feat: branch on an AI decision from its graph node

A decision with a choice question nothing branches on yet shows a button beside
its node that inserts the Branch to one, as its question card does.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: resolve Cloudflare resources in the AI proxy, and use the design-system button on the graph

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: put the decision_inputs test's doc comment back on it

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* chore: regenerate the flow schema in prompts and the chat after the AiDecision description edit

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* feat: switch AI decision questions between the form and JSON

JSON is always available; the form is offered whenever its cards can hold the
questions, and a value they cannot hold still opens in JSON.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: show step ids as badges and use the JSON toggle of the run forms

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: quote option names in the AI decision branch alerts

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* feat: remove stale branches from the AI decision question card

An empty branch is removed directly; one with steps asks first, naming how many
steps go with it.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* feat: branch on yes/no AI decision questions, and test a decision step from the AI chat

A yes/no question branches like a choice: "Branch on this question" writes one
"yes" branch on `noul >= 0.5`, with the default as "no", and the helper still
reads it once the threshold is tuned. The AI chat's step test runs a decision
alone as a one-step preview, taking the state the chat passes.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: record removing several stale branches as one undo step

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: name the typesafe resource type TypeSafe

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: store TypeSafe as the typesafe resource type's display name, not in the word map

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: leave the typesafe and cloudflare resource types to the hub instead of seeding them

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* docs(AGENTS): resource types ship through the hub, not migrations

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: show the questions JSON format beside the JSON toggle

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: give the questions JSON format in the field's description

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: style the decision's graph branch button like Add branch

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: show the questions JSON format only in JSON mode

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* feat: show each question's branching under the questions JSON editor

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: drop the redundant In JSON prefix from the questions format

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: shorten the decision state's description and show an example as its placeholder

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: escape a schema placeholder before the JSON editor renders it as HTML

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* fix: give the decision state's placeholder a text and an object example

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019sEUVZVYBjkzkaVkjbFeAL

* chore: update ee-repo-ref to 154cbccb6b8d47bf662b5507882917b5933d5a45

This commit updates the EE repository reference after PR #839 was merged in windmill-ee-private.

Previous ee-repo-ref: eaf38c1388f3cc5bece163404fffa959ede8cae0

New ee-repo-ref: 154cbccb6b8d47bf662b5507882917b5933d5a45

Automated by sync-ee-ref workflow.

---------

Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: windmill-internal-app[bot] <windmill-internal-app[bot]@users.noreply.github.com>
2026-10-05 14:23:34 +00:00

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# Windmill
Open-source platform for internal tools, workflows, API integrations, background jobs, and UIs. Rust backend + Svelte 5 frontend.
## Workflow
1. **Understand**: Before coding, explore the codebase (see Code Navigation below). Use `outline` to understand file structure, `body` to read specific symbols, `def`/`callers`/`callees` to trace code, `Grep` to find usages. Read `docs/` for domain context.
2. **Plan**: For non-trivial changes, use plan mode. For large features, break into reviewable stages.
For a new user-facing feature, put the `feature_usage` telemetry in the plan as a proposed item
(see `docs/feature-telemetry.md`) so the user can keep or drop it — don't ask separately, and
don't instrument bugfixes or refactors.
3. **Execute**: Follow coding patterns from skills (`rust-backend`, `svelte-frontend`)
4. **Validate**: After every change, run the appropriate checks per `docs/validation.md`, then
**exercise the change on the running instance**. Type-checks are not verification. Whatever the
change touches, get that path actually running, and stand up whatever that takes — this is
expected, not a last resort. A few examples, not a closed list: drive the UI with the Playwright
MCP, run a real job of the kind you touched, restart the backend with the cargo features the
path needs (`backend/AGENTS.md`), put a stub in front of an upstream, start MinIO for an S3
path, plant state with SQL, exercise it through the `wmill` CLI. If the path you need has no
obvious way in, invent one rather than skipping it; `docs/` carries recipes for several areas.
If it needs a credential or a third-party account, ask for one rather than skipping the test or
inventing a value. If you genuinely cannot exercise it, say which path went unexercised instead
of implying it was verified.
## Documentation
- **Validation**: `docs/validation.md` — what checks to run based on what you changed
- **Unreleased SDK changes**: `docs/wac-sdk-e2e.md` — exercising a client change on a real worker
- **Agent workers**: `docs/agent-worker-e2e.md` — building and running one locally. An agent
reaches the DB only through the API, so `Connection::Http` paths are never taken by a plain
`cargo run`; a normal build cannot start one at all.
- **External instance data tables**: `docs/external-instance-datatables.md` — the cluster Windmill
administers behind `external_instance` data tables and Ducklake catalogs: its invariants (one
lifecycle lock, managed-object markers, the setup gate, per-cluster roles, fork copy ownership)
and how to run one locally
- **Enterprise**: `docs/enterprise.md` — EE file conventions and PR workflow
- **Operator write rights**: `docs/operator-write-rights.md` — which `operator_settings` flags are
enforced rather than cosmetic, and why a right that is granted-unless-withdrawn needs `Option`
fields and a jsonb merge rather than a serde default
- **Operator builder rights**: `docs/operator-builder-rights.md` — the workspace setting that lets
operators compose flows, what the composition check must cover, and why it costs a full seat
- **Auth surface**: `docs/auth-surface.md` — credential precedence, session/cache invalidation
scope, which token labels email their owner at expiry, how OAuth login matches `login_type`, and
that every superadmin route refuses `$WM_TOKEN`. Read before designing anything that creates
users, tokens or sessions.
- **Product telemetry**: `docs/feature-telemetry.md` — when to instrument a new feature with
`feature_usage`, and the four-step recipe. An unregistered `(feature, kind)` pair is dropped
silently, so frontend-only instrumentation records nothing.
- **Backend patterns**: use the `rust-backend` skill when writing Rust code
- **Frontend patterns**: use the `svelte-frontend` skill when writing Svelte code. Do NOT edit svelte files unless you have read that skill.
- **Frontend UUIDs**: do not call `crypto.randomUUID()` in frontend code. Import `randomUUID` from `$lib/utils/uuid` instead.
- **Code review**: review the current PR or branch against the shared review policy in `REVIEW.md` (severity triage, public-surface checklist, AGENTS.md compliance, test-coverage assessment). The skill at `.agents/skills/local-review/SKILL.md` orchestrates it. All three CLIs auto-discover the same SKILL — Claude reads `.claude/skills/` (symlinked to the canonical `.agents/skills/` file), Codex and Pi read `.agents/skills/` directly. Invoke with `/local-review` in Claude Code, `$local-review` (or `/skills` selector) in Codex, or `pi --skill local-review` / `/skill:local-review` in Pi. For a Codex-driven pass that mirrors the `codex-pr-review` GitHub action against your unpushed work (committed + uncommitted) before you push, use `/local-review-codex` (`.agents/skills/local-review-codex/`) — same `REVIEW.md` policy, `gpt-6.1-sol` model and `xhigh` reasoning as the action; requires the `codex` CLI >= 0.159.3.
- **Domain guides**: `.claude/skills/native-trigger/`
- **Brand/UI guidelines**: `frontend/brand-guidelines.md`
- **Domain vocabulary**: `CONTEXT.md` — the words this codebase uses for its own concepts (step, step setting, trigger step, …). Name things the way it does.
- **CLI commands**: when adding/modifying/removing a command, subcommand, option, or description in `cli/src/commands/`, run `python system_prompts/generate.py` to refresh `system_prompts/auto-generated/` and `cli/src/guidance/skills.gen.ts`. The CLI docs the agents use to operate `wmill` are derived from the source — stale generated files give agents the wrong flags.
- **AI guidance** (chat prompts and CLI skills): what the AI knows about Windmill itself — how flows, scripts, apps, pipelines and resources work — is written once, in `system_prompts/base/` and `system_prompts/languages/`, and `system_prompts/generate.py` builds both the chat's `$system_prompts` exports and the CLI's skills from it. Add or change such guidance there, never inline in one consumer: a sentence only one side should see goes in a `<!-- cli-only -->` / `<!-- chat-only -->` block, and a new file reaches both through the `TOPICS` table. The chat prompt builders under `frontend/src/lib/components/copilot/chat/` add only tool plumbing and runtime values, and shared markdown names no chat tool, since it reaches every chat mode. Rerun `generate.py` after editing; `system_prompts/README.md` has the details.
- **Session recorder**: `frontend/src/lib/components/recording/` is also the recorder `wmill app dev --recording` serves, vendored into the CLI as `cli/src/commands/app/devRecorderBundle.gen.ts`. After changing `rawAppSnapshot.ts` or `rawAppRecording.svelte.ts`, run `bun run gen:dev-recorder` from `cli/` (`cli/test/dev_recorder_bundle_unit.test.ts` fails otherwise).
- **Raw-app policy**: `frontend/src/lib/components/raw_apps/rawAppPolicy.ts` also derives the policy the server's raw-app deploy stores, vendored into the bundle job as `backend/windmill-api/src/apps_raw_policy.gen.js`. After changing it or anything it imports, run `bun run gen:app-policy` from `cli/` (`cli/test/app_policy_bundle_unit.test.ts` fails otherwise). It rides in the job rather than being read from the CLI the job runs because the images install `windmill-cli` unpinned, so an image can carry one older than its server.
## Dev Environment
> **In a git worktree, the ports and database below are NOT the ones to use.** Each
> worktree gets its own backend port, frontend port and Postgres database, so the
> defaults in this section apply only to a plain single checkout. **Discover the real
> values before running anything** — see "Per-worktree ports and database" below.
**Check whether they are already running before starting anything.** In a managed worktree the
backend and frontend are already up in sibling panes — use those, don't spawn your own. A second
server started in your own shell fights the first one for the port.
**herdr** is the worktree manager; `$HERDR_ENV=1` marks one of its panes. `herdr pane list
--workspace "$HERDR_WORKSPACE_ID"` lists this worktree's panes — match on `cwd`, since the servers
run from `backend/` and `frontend/` — and `herdr pane read <pane_id> --source recent-unwrapped
--lines 50` reads one's log; `herdr --skill` prints the full reference for
inspecting and driving panes and agents. The plugins that provision these worktrees live in the
private `windmill-labs/windmill-herdr` — clone it and run `./setup.sh` to install them and the
keybindings they need.
A worktree from the older **webmux** setup sets `$WEBMUX_WORKTREE_PATH` instead and is driven
through tmux: `tmux list-panes -t "$(tmux display-message -p -t "$TMUX_PANE" '#{window_id}')" -F
'#{pane_index} #{pane_current_command}'` for what is running, `tmux capture-pane` for a pane's log.
See `backend/AGENTS.md` to restart the backend with different cargo features. The commands below
are for a plain checkout with nothing running.
- **Backend**: `cargo run` from `backend/` (API at http://localhost:8000)
- **Frontend**: `REMOTE=http://localhost:8000 npm run dev` from `frontend/` (port 3000+)
- **DB**: `psql postgres://postgres:changeme@localhost:5432/windmill`
- **Login**: `admin@windmill.dev` / `changeme`
- **Instance settings**: navigate to `/#superadmin-settings`
- **Migrations**: use `cargo sqlx migrate add -r <name>` from `backend/` to create new migrations (never generate timestamps manually)
- **Resource types ship through the hub, not migrations.** A new type, a provider's credential
included, is a `hub/<app>/<app>.resource_type.json` in `windmill-labs/windmill-integrations`
and reaches instances by hub sync; a product name its identifier misses (`typesafe` →
"TypeSafe") is that file's `display_name`, not a word in `resourceTypeDisplay.ts`'s map. Only a
type Windmill itself defines and reads as a product object (`ai_skill`, `ai_instruction`) is
also seeded by a migration, so the feature works before a sync. For local testing, insert the row.
### Per-worktree ports and database
**`.env.local` in the worktree root holds the real values** — `BACKEND_PORT`, `FRONTEND_PORT`,
`REMOTE`, `DATABASE_URL`, `CARGO_FEATURES`, `WM_DB_NAME`. Every manager writes those fields, so it
is correct whichever one you are in. Read it with `cat .env.local` from a shell: the file-read
tool denies every `.env.*` path, and `DATABASE_URL` is written with an `export` prefix that a
`^DATABASE_URL=` grep misses.
herdr keeps nothing besides that file; its hooks write it and read it back. A webmux worktree
additionally has `$(git rev-parse --git-dir)/webmux/runtime.env`, which every pane sources at
startup and which carries the extras `.env.local` lacks: `WEBMUX_*`, `WM_CLONE_DB`,
`USE_RUST_PLUGIN`.
In a plain checkout, fall back to `.env` / `.env.local` (repo root) and `backend/.env`.
Each worktree gets a **brand-new database**, created and migrated from scratch by the post-create
hook. It is not a copy of the main dev instance: you get the `admins` workspace, the
`admin@windmill.dev` superadmin, the license key copied from the base database, and whatever the
migrations seed — and none of your own workspaces, scripts, flows or apps. Create whatever a test
needs. Cloning the base `windmill` database instead is
opt-in via `WM_CLONE_DB` (the `windmill.worktree` plugin's `config.env` under herdr, or
`.webmux.yaml` under webmux); read the note in `.webmux.yaml` before turning it on.
The database is named after the **worktree directory, not the branch** (`scripts/worktree-common.sh`):
`windmill_` + the directory basename with `-` → `_`, which Postgres then truncates at 63
characters. herdr creates the directory under `~/.herdr/worktrees/<repo>/` from the branch name
with each `/` turned into `-`, so branch
`hugo/win-2544-add-options-field-to-the-postgresql-resource-type` gets the database
`windmill_hugo_win_2544_add_options_field_to_the_postgresql_reso` — the whole branch name, cut
mid-word at the limit. The two drift apart as soon as the branch is renamed, and webmux named its
directories after the ticket alone, so reconstructing the name from the branch you are on is
wrong in both. Take `WM_DB_NAME` from `.env.local` instead. Read that, or discover from what is
already running:
```bash
# match on the worktree directory, truncated the way Postgres truncates it (63 - len('windmill_')):
psql postgres://postgres:changeme@localhost:5432/postgres -tAc \
"select datname from pg_database where datname like 'windmill%'" \
| grep -F "$(basename "$(git rev-parse --show-toplevel)" | tr '/-' '_' | cut -c1-54)"
# the port the frontend actually proxies to (REMOTE of this worktree's vite):
for p in $(pgrep -f vite); do case "$(readlink /proc/$p/cwd)" in *"$(basename "$(git rev-parse --show-toplevel)")"*)
tr '\0' '\n' < /proc/$p/environ | grep -E '^REMOTE=|^PORT=';; esac; done
```
Getting these wrong is not a cheap mistake:
- **`DATABASE_URL` pointed at another worktree's database silently destroys the sqlx
cache.** `cargo run` and `cargo sqlx prepare` both compile `sqlx::query!` against the
**live** database, so the wrong one fails with `relation "<your_new_table>" does not
exist` — and `prepare` deletes the whole `.sqlx/` directory *before* it fails, leaving
it gutted. Always `cp -r backend/.sqlx <tmp>/sqlx_backup` first (see the `update-sqlx`
skill).
- **The frontend proxies to its own worktree's backend port, not 8000.** Starting a
backend on the wrong port leaves the UI up but every API call 502s, which reads like an
application bug rather than a misconfiguration.
- **Kill backends by pid scoped to this worktree's cwd** (`readlink /proc/<pid>/cwd`),
never `pkill -f target/debug/windmill` — that kills every sibling worktree's backend.
Beware that a `pgrep -f "<pattern>"` in a shell whose own command line contains
`<pattern>` matches the shell itself.
## Code Navigation
`wm-ts-nav` is an AST-aware code navigator. Use **wm-ts-nav** for structural queries — it skips comments/strings and understands symbol boundaries.
**MUST use `outline` before `Read`** on unfamiliar files — a 500-line file costs ~500 lines of context, while `outline` costs ~20. Then **MUST use `body "X"`** instead of reading a full file to see one function/struct. Use `Read` with offset/limit only when you need surrounding context that `body` doesn't capture.
- `refs "X" --caller` instead of reading files to find which function contains each reference
- `callers "X"` / `callees "X"` for call-graph questions
EE files (`*_ee.rs`, `*_ee.ts`, `*_ee.svelte`) are indexed — you can `outline`, `def`, `body`, `refs` etc. on them just like regular files.
```bash
NAV="sh wm-ts-nav/nav"
# Use --root backend for Rust, --root frontend/src for TS/Svelte
$NAV --root backend outline backend/path/to/file.rs # file structure
$NAV --root backend def "ServiceName" # find definition
$NAV --root backend body "decrypt_oauth_data" # extract source code
$NAV --root backend search "%" --parent ServiceName # methods on a type
$NAV --root backend search "Trigger" --kind struct # find by kind
$NAV --root backend refs "X" --file handler.rs --caller # scoped refs with caller
$NAV --root backend callers "X" # who calls X?
$NAV --root backend callees "X" # what does X call?
```
**Limitations** — syntax-level analysis, no type inference. Use **Grep** instead when completeness matters (finding all usages, exhaustiveness checks):
- `refs`/`callers`/`callees` can't follow re-exports, glob imports, or different import paths to the same symbol
- Trait impls, macro-generated symbols (`sqlx::FromRow`), and namespace member access (`ns.X`) are invisible
- `callees` shows all identifiers in a function body, not just actual calls
## Core Principles
- **MUST `outline` before `Read`** on unfamiliar files — then `body` or `Read` with offset/limit for specifics
- **Scratch stays outside the checkout.** Temp scripts, data dumps, cache backups and
screenshots go in the session scratch directory or `/tmp`, so nothing temporary can end up
committed. Write the paths in `rm`/`mv`/`cp` out literally: a PreToolUse hook proves each
operand, and auto-allows deletes, moves, copies and mode changes under `/tmp`, inside a git
checkout under `$HOME`, or in the Playwright MCP browser caches (`~/Library/Caches/ms-playwright`
and `ms-playwright-mcp`, `~/.cache/…` on Linux), as long as one operation stays within a single
root — a sibling checkout is a root of its own (`tar` and `unzip` stay `/tmp`-only). Chain
deletes freely, each proved on its own operands, but keep writes to one per line, name the
destination rather than a directory to drop it in, and put anything else on its own line: a
command the hook does not prove drops the whole line back to the normal permission flow. A
leading `~/` or `$HOME/` is expanded and proved; a quoted operand, any other `$VAR`, a redirect,
a `$(…)`, a relative `cd`, or a wrapper like `xargs rm` cannot be, and that deferral is what
turns a cleanup into a prompt.
- **Change files with Edit/Write, not the shell.** `sed -i`, `cat > file <<'EOF'` and inline
`python3 - <<'PY'` scripts put an edit through the PreToolUse guards and the permission
classifier, which match `Bash` and nothing else, so a routine edit arrives as a prompt. Bash
stays right for running things — tests, builds, git, one-off queries.
- Search for existing code to reuse before writing new code
- Follow established patterns in the codebase
- Keep changes focused — don't refactor beyond what's asked
- **A simpler design found late is still the design.** Work already spent is not an argument
for a shape, and neither is a clean review round, a passing suite, or a long PR thread. The
signal to stop and re-derive rather than patch again is a change that keeps growing to defend
its own structure: each review finding fixing an assumption the previous fix broke, the same
class of bug reappearing somewhere new, or most of the diff being consequences of one early
choice rather than the thing you set out to do. When that happens, say plainly what the
simpler design is and what switching costs — a migration, a review cycle restarted from zero,
work discarded — and let the user decide. Do not keep paying down the harder one because it
is nearly finished, and do not present the accumulated cost as a reason to continue.
- **Ship only the tests the PR needs.** A committed test must pin behavior a future change could plausibly break, and be the smallest setup that exercises the new logic. While developing, write as many exhaustive tests and do as much manual testing as you need to convince yourself the change works — then remove that scaffolding before marking the PR ready, keeping only the essential regression guard(s). A test that merely re-exercises pre-existing behavior, or needs elaborate fixtures to assert something trivial, is scaffolding: delete it. If nothing meaningful is left to guard, ship no test rather than a ceremonial one.
- **Comments record constraints, not narration.** Write a comment only for what the code can't show: why a non-obvious approach is required, what breaks if it's "simplified" away. State each invariant once, at the place where someone would break it, in ≤4 lines. Don't describe what the next line does, don't repeat the same rationale at multiple sites, and don't address the PR reviewer (justifying a change belongs in the PR description, not the code). Reference nothing ephemeral — no numbered steps from your dev flow, no "the poller / the test does X" scaffolding, no transient state that won't exist for the next reader; keep only the essential, durable rationale. Describe the code as it is, never its drafting history: "we no longer do X", "unchanged behavior", "instead of the previous approach" are meaningless to a reader who never saw the earlier iteration — before finishing, reread your comments as if the current state is the only state that ever existed.
- **Never attribute work to a specific customer, account, or "requested by a customer" in repo-tracked content** (PR descriptions, commit messages, code comments, docs). Describe changes by their technical motivation instead.