@@ -0,0 +1,10 @@
+---
+'@objectstack/skills': patch
+---
+
+docs(skills): the platform skill teaches `os deploy`, the managed-package dev loop
+
+Clause-②: no
+Metadata-protocol: none
+
+`objectstack-platform/references/operations.md` gains an `os deploy` row in "Environments & deploy": use it to see an edit on the organization's ObjectOS Cloud environment (also `npm run deploy` in a scaffolded project, or `d` in `os dev`); it builds, publishes `<manifest.version>-dev.<timestamp>`, installs that version and waits until the environment serves it. The row names how the environment is picked (`--env`, else the one `os environments switch` recorded, kept across `os cloud login`, else the organization's only one) and the `--no-wait` and `--wait-timeout` flags. A short paragraph reads an `os deploy` exit 1: a refusal before any write (with no environment at all, create one in the ObjectOS Cloud console), the environment's own build failure, and the wait timeout, each with the next step. `SKILL.md`'s Part 3 pointer names `os deploy`. Eval 17 of `evals/config-plugins-ops.json` asks how to see a change on the environment and expects `os deploy`. Paid inside `operations.md` by deleting four restatements (the `os dev` row's platform-admin sentence, the `os validate` row's gate summary, the "Both run the same gates:" lead-in, the Docker row's list of the official image's three required variables); the remainder raises that file's token ceiling by the measurement.
@@ -1051,7 +1051,18 @@ export const CEILINGS = new Map([
   // 花板,怎么付?」, tap A, verbatim and untranslated: 「A:先削重复,余额按实测提高」.
   ['skills/objectstack-data/references/seeds.md', 1566],
   ['skills/objectstack-platform/references/bootstrap.md', 1351],
-  ['skills/objectstack-platform/references/operations.md', 3108],
+  // 3108 -> 3287: `os deploy`, the managed-package dev loop — when to deploy
+  // rather than publish a release, its entry points, how it picks the
+  // environment, its flags, and how to read its exit 1 (refusal before any
+  // write, the environment's build failure, the wait timeout). Paid first by
+  // deleting restatement in the same file (the `os dev` row's platform-admin
+  // sentence, homed in the Setup / Studio pitfall; the `os validate` row's
+  // gate summary and the "Both run the same gates:" lead-in, homed in Verify
+  // your work; the Docker row's list of the image's three variables, homed in
+  // the image pitfall row); the remainder, +179 measured, raises the row,
+  // pinned at the measurement. Maintainer ruling 2026-10-27 on the decision card 「skills 修复卡的教学和 eval 都撞 token 天
+  // 花板,怎么付?」, tap A, verbatim and untranslated: 「A:先削重复,余额按实测提高」.
+  ['skills/objectstack-platform/references/operations.md', 3287],
   ['skills/objectstack-platform/references/plugin-development.md', 3137],
   ['skills/objectstack-upgrade/references/examples-upgrade.md', 1197],
 
 
@@ -401,7 +401,7 @@ existing account on the boot banner.
 
 ---
 
-→ Part 3 — Operations: CLI, Testing, Deployment: [references/operations.md](./references/operations.md).
+→ Part 3 — Operations: CLI, Testing, Deployment (`os deploy` to see an edit on your Cloud environment): [references/operations.md](./references/operations.md).
 
 ---
 
 
@@ -287,6 +287,20 @@
           "OS_DEV_CRYPTO_KEY"
         ]
       }
+    },
+    {
+      "id": 17,
+      "prompt": "I edited an object in my app locally. How do I see my change on my ObjectOS Cloud environment?",
+      "expected_output": "Run `os deploy` from the project (`npm run deploy` in a scaffolded project, or press `d` in `os dev`). It builds, publishes `<manifest.version>-dev.<timestamp>`, installs it into your organization's only environment (or `--env <id>`, or the one `os environments switch` recorded) and waits until the environment serves it; `--no-wait` returns once the install is recorded. `os package publish` is for publishing a release version, not for this loop. On exit 1, a refusal before any write published nothing (log in with `os cloud login`, or pass `--env`); `could not build` is the environment's build failing while it keeps serving the previous build; a timeout means the install is recorded, so deploy again with a longer `--wait-timeout` or check the build in the ObjectOS Cloud console.",
+      "files": [],
+      "assertions": {
+        "must_contain": [
+          "os deploy"
+        ],
+        "must_not_contain": [
+          "os push"
+        ]
+      }
     }
   ]
 }
@@ -5,9 +5,9 @@
 | Command | What it does |
 |:--------|:-------------|
 | `os init` | Scaffold a new project (alternative to `npx create-objectstack`) |
-| `os dev` | Start the dev server with hot metadata reload. `--seed-admin` (default **on** for plain `os dev`) seeds a loginable dev admin **in-process via the runtime** (env vars `OS_SEED_ADMIN*`) on an **empty** DB only — idempotent, never overwrites an existing account (default `admin@objectos.ai` / `admin123`; override with `--admin-email` / `--admin-password`; disable with `--no-seed-admin`). `--fresh` = ephemeral clean OS_HOME/DB, implies `--seed-admin`. The seeded admin is promoted to **platform admin**, so Setup/Studio work on first login. |
+| `os dev` | Start the dev server with hot metadata reload. `--seed-admin` (default **on** for plain `os dev`) seeds a loginable dev admin **in-process via the runtime** (env vars `OS_SEED_ADMIN*`) on an **empty** DB only — idempotent, never overwrites an existing account (default `admin@objectos.ai` / `admin123`; override with `--admin-email` / `--admin-password`; disable with `--no-seed-admin`). `--fresh` = ephemeral clean OS_HOME/DB, implies `--seed-admin`. |
 | `os dev --ui` | Also mount the bundled Console portal at `/_console/` (there is no separate `os studio` command) |
-| `os validate` | Validate `objectstack.config.ts`: the `os build` gates, no artifact emitted — see [Verify your work](#verify-your-work) |
+| `os validate` | Validate `objectstack.config.ts` — see [Verify your work](#verify-your-work) |
 | `os lint` | Style/convention lint on metadata files |
 | `os info` | Print a metadata summary of the config (objects, apps, and other collections; `--json`) |
 | `os doctor` | Diagnose common setup issues |
@@ -36,8 +36,6 @@ os validate     # Zod schema + CEL predicates + widget bindings — no artifact
 os build        # the same three gates, plus emits dist/objectstack.json
 ```
 
-Both run the same gates:
-
 1. **Zod protocol schema** — the stack conforms to `@objectstack/spec`.
 2. **CEL / predicate validation (ADR-0032)** — every `visible` / `disabled` /
    `requiredWhen` / validation rule / flow condition / sharing rule is parsed
@@ -97,9 +95,12 @@ Port resolution is the same for `os dev` and `os start` (both spawn `os serve`):
 | `os environments list` / `create` / `switch` | Manage cloud environments (prod/staging/dev) |
 | `os register` | Register the local stack as a deployable target |
 | `os cloud login` / `logout` / `whoami` | Cloud auth subcommands (these three only — there are no `os cloud logs/metrics/status`) |
+| `os deploy` (or `npm run deploy`, or `d` in `os dev`) | See an edit on your org's ObjectOS Cloud environment: build, publish `<manifest.version>-dev.<timestamp>`, install, wait until served. Environment: `--env <id>`, else the one `os environments switch` recorded (kept across `os cloud login`), else your organization's only one. `--no-wait`; `--wait-timeout <seconds>` (600) |
 | `os package publish [dist/objectstack.json] [--env … --install --visibility org]` | Upload the compiled artifact as a versioned package to the cloud catalog (ADR-0008 P3). Listing file, README, review and every screen the customer's administrator meets: [Marketplace handbook](https://objectstack.ai/docs/deployment/marketplace-handbook) |
 | `os package install <manifest-id │ ./dist/objectstack.json> [--version │ -u/--url http://localhost:3000]` | Install a package into a **running** runtime. Catalog mode (by manifest id) or air-gapped local-artifact mode. Auths as a **target runtime** user (`-t/--token` or `--email/--password`; env `OS_RUNTIME_TOKEN` or `OS_RUNTIME_EMAIL`/`OS_RUNTIME_PASSWORD`), not the cloud login |
 
+**`os deploy` exit 1:** a refusal before any write publishes nothing: log in (`os cloud login`), pick an environment (`--env`; none: create one in the ObjectOS Cloud console), or fix the local build or `manifest.version`. `could not build …: <reason>`: the environment's build failed, it keeps serving the previous one; fix and deploy again. `Timed out after …`: the install is recorded and a failing build reads as pending for minutes; deploy again with a longer `--wait-timeout`, or see the build in the ObjectOS Cloud console.
+
 > **Cloud connection & marketplace (`@objectstack/cloud-connection`, ADR-0008/0009):**
 > the open runtime-side cloud client; its `MarketplaceInstallLocalPlugin` serves the
 > install-local endpoint `os package install` targets.
@@ -154,7 +155,7 @@ the other imports: [Using Plugins](./plugin-development.md#using-plugins).
 | Edge (Cloudflare Workers, Vercel Edge) | `driver-turso` (**cloud / EE only**) | `@objectstack/hono` | Cold-start friendly; LiteKernel only |
 | Serverless (Lambda, Vercel functions) | `driver-sql` (`pg` with pooler) / `driver-mongodb` | `@objectstack/hono` | Mind cold-start: prefer LiteKernel |
 | Browser / WebContainer | `driver-sqlite-wasm` | none (in-process) | Playground, demos |
-| Docker / Kubernetes | any | any | Use `os start` as the entrypoint; pin `PORT` and `EXPOSE` it (see [Ports & networking](#ports--networking)). The official image (`ghcr.io/objectstack-ai/objectstack`) refuses to start unless `OS_DATABASE_URL`, `OS_AUTH_SECRET` and `OS_SECRET_KEY` are set at runtime, never baked in; an explicit `OS_DATABASE_URL=file:/path/on/a/mounted/volume/app.db` passes, so SQLite on a volume still works |
+| Docker / Kubernetes | any | any | Use `os start` as the entrypoint; pin `PORT` and `EXPOSE` it (see [Ports & networking](#ports--networking)). The official image (`ghcr.io/objectstack-ai/objectstack`): its required variables (pitfalls below) set at runtime, never baked in; an explicit `OS_DATABASE_URL=file:/path/on/a/mounted/volume/app.db` passes, so SQLite on a volume still works |
 
 ## Health & observability
Original file line number	Diff line number	Diff line change
`@@ -287,6 +287,20 @@`
`287`	`287`	`"OS_DEV_CRYPTO_KEY"`
`288`	`288`	`]`
`289`	`289`	`}`
	`290`	`+ },`
	`291`	`+ {`
	`292`	`+ "id": 17,`
	`293`	`+ "prompt": "I edited an object in my app locally. How do I see my change on my ObjectOS Cloud environment?",`
	`294`	+ "expected_output": "Run `os deploy` from the project (`npm run deploy` in a scaffolded project, or press `d` in `os dev`). It builds, publishes `<manifest.version>-dev.<timestamp>`, installs it into your organization's only environment (or `--env <id>`, or the one `os environments switch` recorded) and waits until the environment serves it; `--no-wait` returns once the install is recorded. `os package publish` is for publishing a release version, not for this loop. On exit 1, a refusal before any write published nothing (log in with `os cloud login`, or pass `--env`); `could not build` is the environment's build failing while it keeps serving the previous build; a timeout means the install is recorded, so deploy again with a longer `--wait-timeout` or check the build in the ObjectOS Cloud console.",
	`295`	`+ "files": [],`
	`296`	`+ "assertions": {`
	`297`	`+ "must_contain": [`
	`298`	`+ "os deploy"`
	`299`	`+ ],`
	`300`	`+ "must_not_contain": [`
	`301`	`+ "os push"`
	`302`	`+ ]`
	`303`	`+ }`
`290`	`304`	`}`
`291`	`305`	`]`
`292`	`306`	`}`