diff --git a/.claude/skills/bootstrap/SKILL.md b/.claude/skills/bootstrap/SKILL.md
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+---
+name: bootstrap
+description: Bootstrap this pipelex-starter-python template into a real project — replaces every placeholder name (my-project / my_project / "My Project" / TestMyProject), the package directory, description, author, repo URL and LICENSE holder, then regenerates the lock file and runs the checks and tests. Use this right after creating a repo from the template, or whenever the user says "bootstrap", "set up this template", "rename the project", "initialize the project", "replace the placeholders", "give this project a name", or "make this my own".
+---
+
+# Bootstrap Workflow
+
+This repo is a GitHub **template**. A fresh clone still has placeholder names everywhere: the distribution name `my-project`, the importable package `my_project` (a directory plus many references), the README title `My Project`, and the e2e test class `TestMyProject`. This skill turns those placeholders into the user's real project name in one reviewable pass, then proves the result still passes CI's gates.
+
+The mechanical replacement is done by a bundled script — `scripts/bootstrap.py` — because the same name appears in four spellings across code, config, docs, and the license, plus two filesystem renames. The script is deterministic and supports `--dry-run`, so you can show the plan before touching anything. **Your job in this skill is to collect good inputs, preview, run the script, and verify.** Walk the user through it; confirm before the steps that change files.
+
+## Step 1 — Preflight
+
+Confirm this is an un-bootstrapped template and the tree is clean enough to work in:
+
+1. Read the `name = "..."` line near the top of `pyproject.toml`.
+   - If it is `name = "my-project"`: this is a fresh template — continue.
+   - If it is anything else, or the `my_project/` directory is gone: it looks **already bootstrapped**. Tell the user and ask whether to proceed anyway (the script is safe to re-run but most edits will be no-ops).
+2. Run `git status --short`. If the tree is dirty, mention it — bootstrap will add edits and renames on top, and the user asked for changes to be left **unstaged** for their own review, so a noisy starting point is worth flagging.
+
+## Step 2 — Collect the project details
+
+Ask the user for the following in one consolidated message. Lead with the package name (everything else derives from it) and offer sensible defaults so they can just confirm.
+
+**Required:**
+- **Package name** (importable, underscores) — e.g. `invoice_extractor`. Must be lowercase letters/digits/underscores, starting with a letter. This becomes the package directory and every `import` / `library_dirs` reference.
+- **Display title** — e.g. `Invoice Extractor`. Default: the package name title-cased. Goes in the README H1.
+- **Description** — a one-liner for `pyproject.toml`. (Currently `"Replace this with your project description"`.)
+
+**Optional** (let them skip any):
+- **Author** — fills the commented-out `authors = [...]` line in `pyproject.toml`. Ask for **both name and email**; if the user offers only one, explicitly ask for the other (an email with no name is a common omission — confirm the name rather than inventing one or silently pulling it from `git config`).
+- **GitHub repository URL** — e.g. `https://github.com/acme/invoice-extractor`. Replaces the `yourusername/my-project` Repository URL and the README clone URLs.
+- **License** — the template ships **MIT**. Ask which license the user wants, because switching type (not just the holder) touches three places — the `LICENSE` body, `license = "..."` in `pyproject.toml`, and the README license line — and the script handles all three so you don't have to edit them by hand. Offer:
+  - **Keep MIT** (default) — pass `--license-holder` (and optionally `--license-year`) to refresh the copyright line; the MIT body stays.
+  - **Proprietary / all rights reserved** — the script rewrites `LICENSE` to an "all rights reserved" notice and sets `license = "LicenseRef-Proprietary"`. Proprietary has **no SPDX id**, and `uv lock --locked` (CI) validates that field, so the `LicenseRef-` form is required — the script uses it automatically. Collect the copyright holder.
+  - **Other SPDX license** (e.g. `Apache-2.0`) — the script sets the `license =` field and README label and writes a `LICENSE` **stub**; warn the user they must paste the full license text in themselves (the script can't author arbitrary license bodies).
+  - **Copyright holder + year** — collect the holder for any non-default choice; the year **defaults to the current year** (the script reads the system clock — don't hardcode or assume it) and can be overridden with `--license-year`.
+
+Derive and show the four name forms so the user can sanity-check before anything runs:
+- distribution (dashes): package with `_`→`-` (e.g. `invoice-extractor`) — override-able
+- package (underscores): as given
+- title: as given
+- test class: `Test` + CamelCase of the package (e.g. `TestInvoiceExtractor`)
+
+If the user gives a title but no package name, slugify the title to underscores for the default package name and confirm it.
+
+## Step 3 — Preview (dry run)
+
+Before changing anything, run the script in dry-run mode and show the user the plan:
+
+```bash
+python .claude/skills/bootstrap/scripts/bootstrap.py \
+  --package "<package>" \
+  --title "<title>" \
+  --description "<description>" \
+  [--author-name "<name>" --author-email "<email>"] \
+  [--repo-url "<url>"] \
+  [--license "mit|proprietary|<spdx-id>"] \
+  [--license-holder "<holder>"] \
+  [--license-year "<year>"] \
+  --clean \
+  --dry-run
+```
+
+`--license` defaults to `mit`; pass `proprietary` or an SPDX id when the user chose otherwise. `--license-year` defaults to the current year (read from the system clock) — only pass it to override.
+
+Pass `--clean` because the user opted to strip the template-only scaffolding (the README "Use this template / Next steps" block; the bootstrap skill itself is removed separately in Step 6). Omit it only if the user changed their mind and wants the template block kept.
+
+The dry run prints the renames and the list of files that would be edited. Present that summary and **get explicit confirmation** before the real run. Only pass `--dist` if the user wants a distribution name that isn't just the package with dashes.
+
+## Step 4 — Run the replacement
+
+Re-run the exact same command **without** `--dry-run`. The script:
+- renames `my_project/` → `<package>/` and `tests/e2e/test_my_project.py` → `tests/e2e/test_<package>.py` (via `git mv`, so history follows)
+- substitutes all four name spellings across `pyproject.toml`, `README.md`, `CLAUDE.md`, the package's `.py`/`.mthds` files, and the tests
+- fills in description, and (if given) author, repo URL
+- applies the license choice in all three places: the `LICENSE` body, `license = "..."` in `pyproject.toml`, and the README license line
+- strips the README template block
+
+It deliberately does **not** run the lock file, run the checks, commit, or touch `.github/`, `.venv/`, `uv.lock`, or the existing `release` skill.
+
+**Heads-up — file state changed on disk.** The script rewrites `pyproject.toml`, `README.md`, and `LICENSE` (and `--clean` shifts README line numbers). If you find you need a manual `Edit` afterward, **re-read the file first** and re-derive any line numbers — a pre-run `grep` result is stale, and an `Edit` against an unread/old version will fail with "modified since read." In practice the script is meant to cover every placeholder so manual edits shouldn't be needed; if you reach for one, it's worth checking whether the script should handle that case instead.
+
+**Heads-up — staging is mixed.** `git mv` *stages* the renames (they show as `R` in `git status`), while the content edits stay unstaged (`M`). That's intentional — staged renames give the cleanest diff for review — but it means the change set is not uniformly unstaged. Nothing is committed. The user reviews everything with `git status` + `git diff` and commits when ready (a single `git add -A && git commit` captures both the staged renames and the unstaged edits).
+
+## Step 5 — Regenerate the lock file and verify
+
+The renamed distribution must be reflected in `uv.lock`, or CI's `package-check.yml` (`uv lock --locked`) fails the PR. Then run the same gates `lint-check.yml` and `tests-check.yml` enforce. All three are quiet on success:
+
+```bash
+make li            # uv lock + uv sync — refreshes uv.lock for the new project name
+make agent-check   # ruff format/lint, plxt, pyright, mypy
+make agent-test    # tests, excludes inference/LLM markers
+```
+
+- **On success**: report it and continue.
+- **On failure**: show the output and fix the cause (a leftover reference, a stale import, a name that didn't get rewritten), then re-run. Don't move on with a red check — the PR's CI will be red too. `make agent-check` auto-formats, so it may itself modify files; that's expected.
+
+## Step 6 — Clean up the bootstrap scaffolding & hand off
+
+Bootstrap is a one-shot, so it removes itself **last**, only after the checks are green:
+
+```bash
+rm -rf .claude/skills/bootstrap
+```
+
+Use a plain `rm` (not `git rm`) so the deletion stays unstaged, like the other content changes.
+
+Finally, give the user a short summary:
+- the four name forms that were applied, and the license that was set
+- that the package directory and e2e test file were renamed
+- that `uv.lock` was regenerated and `make agent-check` / `make agent-test` pass
+- that **nothing is committed**; the renames are staged (`R`) and the content edits are unstaged (`M`) — they should review with `git status` and `git diff`, then commit (a single `git add -A && git commit` captures everything)
+- a nudge to skim the new `README.md` and write real project content, and to update `CLAUDE.md` if the project's specifics have changed
+
+## Rules
+
+- **Never commit; let the user review and commit.** Don't `git commit` or `git add` content edits. The renames go through `git mv` (so they're staged as clean `R` entries — that's fine and gives the best diff) while everything else, including the self-removal (`rm`, not `git rm`), stays unstaged. Tell the user the staging is mixed so the "review then commit" handoff isn't a surprise.
+- **Always dry-run before the real run** and get confirmation. This edits a brand-new repo and renames a directory; the preview is cheap insurance.
+- **Regenerate `uv.lock`.** Renaming the distribution name makes the lock stale; `make li` (or `uv lock`) is what keeps `package-check.yml` green. Don't skip it.
+- **Don't stop on a red check.** A failing `make agent-check` / `make agent-test` here means CI will fail too — fix the root cause and re-run.
+- **Don't touch the `release` skill or `.github/` workflows** — they're generic to the template and not placeholders.
+- If any step fails or the user wants to abort, stop immediately and leave the tree in a state they can inspect — don't push forward through errors.
diff --git a/.claude/skills/bootstrap/scripts/bootstrap.py b/.claude/skills/bootstrap/scripts/bootstrap.py
new file mode 100644
index 0000000..270d448
--- /dev/null
+++ b/.claude/skills/bootstrap/scripts/bootstrap.py
@@ -0,0 +1,514 @@
+#!/usr/bin/env python3
+"""Rename the pipelex-starter-python template placeholders to a real project.
+
+This is the deterministic engine behind the `/bootstrap` skill. It does the
+mechanical, error-prone part — renaming the package directory, the e2e test
+file, and substituting four different spellings of the project name across the
+code, config, docs, and license — so the skill (and the human) can focus on
+collecting good inputs and verifying the result.
+
+Why a script instead of a pile of Edit calls: the same name appears in four
+forms (dash / underscore / Title Case / CamelCase) scattered across many files,
+plus two filesystem renames. Doing that by hand once is fine; doing it reliably
+every time someone clones the template is exactly what a script is for. It is
+also safe to run with --dry-run, which is what makes it testable.
+
+The script only transforms files. It does NOT touch git, run `uv lock`, run the
+checks, or remove the bootstrap skill — the SKILL.md orchestrates those so each
+step stays reviewable and the script stays a pure, idempotent transform.
+"""
+
+from __future__ import annotations
+
+import argparse
+import datetime
+import keyword
+import os
+import re
+import shutil
+import subprocess
+import sys
+from dataclasses import dataclass
+from pathlib import Path
+
+# The template's placeholders, in their four spellings. Everything the script
+# does is ultimately "turn these into the user's chosen name".
+TEMPLATE_DIST = "my-project"  # distribution name (pyproject [project].name, PyPI-style)
+TEMPLATE_PACKAGE = "my_project"  # importable package / directory name
+TEMPLATE_TITLE = "My Project"  # human-facing display name (README H1)
+TEMPLATE_CAMEL = "MyProject"  # only ever seen inside the test class TestMyProject
+
+PACKAGE_RE = re.compile(r"^[a-z][a-z0-9_]*$")
+# PEP 503/508 distribution name: alphanumerics separated by single '.', '-' or
+# '_', starting and ending with an alphanumeric. uv/packaging reject anything
+# else (e.g. a name with spaces), so we validate before writing [project].name.
+DIST_RE = re.compile(r"^[A-Za-z0-9](?:[A-Za-z0-9._-]*[A-Za-z0-9])?$")
+
+
+@dataclass(frozen=True)
+class Names:
+    """The four spellings of the new project name, derived from one another."""
+
+    dist: str  # e.g. "invoice-extractor"
+    package: str  # e.g. "invoice_extractor"
+    title: str  # e.g. "Invoice Extractor"
+    camel: str  # e.g. "InvoiceExtractor"
+
+
+def camel_from_package(package: str) -> str:
+    return "".join(part.capitalize() for part in package.split("_") if part)
+
+
+def title_from_package(package: str) -> str:
+    return " ".join(part.capitalize() for part in package.split("_") if part)
+
+
+def validate_package(package: str) -> None:
+    """A package name has to be a real importable identifier, or nothing downstream works."""
+    if not PACKAGE_RE.match(package):
+        sys.exit(
+            f"Invalid package name {package!r}: use lowercase letters, digits and underscores, starting with a letter (e.g. 'invoice_extractor')."
+        )
+    if keyword.iskeyword(package):
+        sys.exit(f"Invalid package name {package!r}: it is a Python keyword.")
+
+
+def validate_dist(dist: str) -> None:
+    """The distribution name lands in [project].name, which uv/packaging validate.
+
+    --package is validated separately, and the default dist (package with
+    underscores swapped for dashes) is always valid — but --dist is an explicit
+    override that would otherwise reach pyproject.toml unchecked, so an input
+    like 'bad dist name' must be rejected here rather than failing `uv lock` on
+    the generated project.
+    """
+    if not DIST_RE.match(dist):
+        sys.exit(
+            f"Invalid distribution name {dist!r}: use letters, digits, '.', '-' or '_', "
+            "starting and ending with a letter or digit, no spaces (e.g. 'invoice-extractor')."
+        )
+
+
+# --------------------------------------------------------------------------- #
+# License handling
+# --------------------------------------------------------------------------- #
+
+PROPRIETARY_LICENSE = """Copyright (c) {year} {holder}
+
+All rights reserved.
+
+This software and its associated documentation (the "Software") are the
+proprietary and confidential property of {holder}. Unauthorized copying,
+distribution, modification, public display, or use of the Software, in whole or
+in part, via any medium, is strictly prohibited without the express prior
+written permission of {holder}.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
+FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
+"""
+
+OTHER_LICENSE = """Copyright (c) {year} {holder}
+
+This project is licensed under the {spdx} license.
+
+Replace this file with the full text of the {spdx} license — you can obtain it
+from https://spdx.org/licenses/{spdx}.html
+"""
+
+
+@dataclass(frozen=True)
+class License:
+    """The chosen license, in the forms the three call-sites need.
+
+    `kind` drives the LICENSE body, `spdx` is the value for pyproject's
+    `license = "..."` field (which `uv lock --locked` validates, so a proprietary
+    project needs a `LicenseRef-` expression rather than free text), and
+    `holder`/`year` fill the copyright notice.
+    """
+
+    kind: str  # "mit" | "proprietary" | "other"
+    spdx: str
+    holder: str | None
+    year: int
+
+
+def resolve_license(value: str, holder: str | None, year: int) -> License:
+    norm = value.strip().lower()
+    if norm in ("", "mit"):
+        return License(kind="mit", spdx="MIT", holder=holder, year=year)
+    if norm in ("proprietary", "all-rights-reserved", "all rights reserved", "licenseref-proprietary"):
+        return License(kind="proprietary", spdx="LicenseRef-Proprietary", holder=holder, year=year)
+    # Anything else is treated as a raw SPDX id (e.g. Apache-2.0). We set the
+    # field and write a stub, but can't author arbitrary license text for them.
+    return License(kind="other", spdx=value.strip(), holder=holder, year=year)
+
+
+# --------------------------------------------------------------------------- #
+# File transforms
+# --------------------------------------------------------------------------- #
+
+
+def toml_str(value: str) -> str:
+    """Render value as a TOML basic string: surrounding quotes plus escaping.
+
+    User-supplied fields (description, author name/email, license, repo URL) are
+    written straight into pyproject.toml, so a value containing a double-quote or
+    backslash — e.g. `Use "AI" agents` — would otherwise produce invalid TOML and
+    break `uv lock`/checks on the generated project. We escape backslash first
+    (so it doesn't double-escape the sequences added afterwards), then the quote
+    and the control characters TOML basic strings forbid bare.
+    """
+    escaped = value.replace("\\", "\\\\").replace('"', '\\"').replace("\n", "\\n").replace("\r", "\\r").replace("\t", "\\t")
+    return f'"{escaped}"'
+
+
+def apply_name_tokens(text: str, names: Names) -> str:
+    """Substitute every spelling of the template name with the new one.
+
+    The four tokens are mutually non-overlapping (no token is a substring of
+    another — "MyProject" only ever appears inside "TestMyProject", which we
+    handle as its own token), so the order of replacement does not matter.
+    """
+    text = text.replace(f"Test{TEMPLATE_CAMEL}", f"Test{names.camel}")
+    text = text.replace(TEMPLATE_TITLE, names.title)
+    text = text.replace(TEMPLATE_PACKAGE, names.package)
+    text = text.replace(TEMPLATE_DIST, names.dist)
+    return text
+
+
+def transform_pyproject(text: str, names: Names, opts: "Options") -> str:
+    # Description: a real one-liner beats "Replace this with your project description".
+    text = text.replace(
+        'description = "Replace this with your project description"',
+        f"description = {toml_str(opts.description)}",
+    )
+
+    # License field: uv validates this against SPDX on `uv lock --locked`, so a
+    # proprietary project needs a `LicenseRef-` expression, not free text.
+    if opts.lic.spdx != "MIT":
+        text = text.replace('license = "MIT"', f"license = {toml_str(opts.lic.spdx)}")
+
+    # Author: the line ships commented out. Fill in whatever we were given
+    # (name, email, or both) and uncomment it; otherwise leave the template comment.
+    author_inner = None
+    if opts.author_name and opts.author_email:
+        author_inner = f"{{ name = {toml_str(opts.author_name)}, email = {toml_str(opts.author_email)} }}"
+    elif opts.author_name:
+        author_inner = f"{{ name = {toml_str(opts.author_name)} }}"
+    elif opts.author_email:
+        author_inner = f"{{ email = {toml_str(opts.author_email)} }}"
+    if author_inner:
+        text = text.replace(
+            '# authors = [{ name = "Your Name", email = "your.email@example.com" }]',
+            f"authors = [{author_inner}]",
+        )
+
+    # Repository URL: if given, drop in the real URL and remove the reminder
+    # comment. If not, the token pass below rewrites my-project -> dist and we
+    # leave the `yourusername` placeholder + reminder comment in place on purpose.
+    if opts.repo_url:
+        # Double backslashes so re.sub's replacement mini-language treats any
+        # backslash from toml_str() as literal rather than a group reference.
+        repository_line = f"Repository = {toml_str(opts.repo_url)}".replace("\\", "\\\\")
+        text = re.sub(
+            r'Repository = "[^"]*"(?:\s*#.*)?',
+            repository_line,
+            text,
+        )
+
+    return apply_name_tokens(text, names)
+
+
+def strip_template_block(text: str) -> str:
+    """Remove the README's template-only scaffolding.
+
+    Two independent regions are template-only: the `*Replace "My Project" ...*`
+    reminder line right under the H1, and the whole `### Use this template`
+    subsection (with real project prose sitting *between* them). We anchor on the
+    heading text and the next H2 boundary rather than a `---` rule or line
+    numbers, so edits to the surrounding prose — and the absence of a closing
+    `---` — don't break us. Each lookup is a safe no-op when its marker is
+    already gone (e.g. a re-run), so the whole function is idempotent.
+    """
+    lines = text.splitlines()
+
+    # 1. The `### Use this template` subsection: from that heading up to (not
+    #    including) the next H2, or end-of-file if there is none.
+    use_start = next((i for i, ln in enumerate(lines) if ln.strip() == "### Use this template"), None)
+    if use_start is not None:
+        use_end = next((j for j in range(use_start + 1, len(lines)) if lines[j].startswith("## ")), len(lines))
+        del lines[use_start:use_end]
+
+    # 2. The standalone `*Replace "My Project" ...*` reminder line.
+    replace_idx = next((i for i, ln in enumerate(lines) if ln.startswith('*Replace "')), None)
+    if replace_idx is not None:
+        del lines[replace_idx]
+
+    out = "\n".join(lines)
+    if text.endswith("\n"):
+        out += "\n"
+    # Collapse the blank-line gaps left behind by the deletions.
+    return re.sub(r"\n{3,}", "\n\n", out)
+
+
+def transform_readme(text: str, names: Names, opts: "Options") -> str:
+    if opts.clean:
+        text = strip_template_block(text)
+
+    # Clone instructions: point them at the real repo if we have one. A common
+    # GitHub URL already ends in `.git`, so strip it before re-appending (no
+    # `.git.git`) and before deriving the directory name (`cd repo`, not `cd repo.git`).
+    if opts.repo_url:
+        bare_url = opts.repo_url.removesuffix(".git")
+        repo_name = bare_url.rsplit("/", 1)[-1]
+        text = text.replace(
+            "git clone https://github.com/yourusername/your-repo-name.git",
+            f"git clone {bare_url}.git",
+        )
+        text = text.replace("cd your-repo-name", f"cd {repo_name}")
+    else:
+        text = text.replace("your-repo-name", names.dist)
+
+    # License line: reflect the chosen license in the README's License section.
+    if opts.lic.kind == "proprietary":
+        text = text.replace(
+            "This project is licensed under the [MIT license](LICENSE).",
+            "This project is proprietary — all rights reserved. See the [LICENSE](LICENSE) file.",
+        )
+    elif opts.lic.spdx != "MIT":
+        text = text.replace("[MIT license](LICENSE)", f"[{opts.lic.spdx} license](LICENSE)")
+
+    return apply_name_tokens(text, names)
+
+
+def transform_license(text: str, opts: "Options") -> str:
+    lic = opts.lic
+    if lic.kind == "mit":
+        # Keep the MIT text; only refresh the copyright line when we have a
+        # holder to put there (don't silently bump the template holder's year).
+        if lic.holder:
+            text = re.sub(
+                r"Copyright \(c\) \d{4} .*",
+                f"Copyright (c) {lic.year} {lic.holder}",
+                text,
+                count=1,
+            )
+        return text
+    # main() rejects any non-MIT license without a holder before we get here, so
+    # a proprietary/SPDX notice can never ship with a placeholder copyright line.
+    holder = lic.holder
+    if lic.kind == "proprietary":
+        return PROPRIETARY_LICENSE.format(year=lic.year, holder=holder)
+    print(
+        f"warning: wrote a LICENSE stub for '{lic.spdx}'. Replace it with the full {lic.spdx} license text.",
+        file=sys.stderr,
+    )
+    return OTHER_LICENSE.format(year=lic.year, holder=holder, spdx=lic.spdx)
+
+
+def transform_generic(text: str, names: Names) -> str:
+    return apply_name_tokens(text, names)
+
+
+# --------------------------------------------------------------------------- #
+# Filesystem renames
+# --------------------------------------------------------------------------- #
+
+
+def git_available(root: Path) -> bool:
+    return (root / ".git").exists() and shutil.which("git") is not None
+
+
+def move(root: Path, src: Path, dst: Path, opts: "Options") -> None:
+    """Rename src -> dst, using `git mv` when possible so history follows the file."""
+    rel_src = src.relative_to(root)
+    rel_dst = dst.relative_to(root)
+    if opts.dry_run:
+        print(f"  rename  {rel_src}  ->  {rel_dst}")
+        return
+    if opts.use_git:
+        result = subprocess.run(
+            ["git", "-C", str(root), "mv", str(rel_src), str(rel_dst)],
+            capture_output=True,
+            text=True,
+        )
+        if result.returncode == 0:
+            print(f"  renamed (git) {rel_src} -> {rel_dst}")
+            return
+        print(f"  git mv failed ({result.stderr.strip()}); falling back to plain rename")
+    os.rename(src, dst)
+    print(f"  renamed {rel_src} -> {rel_dst}")
+
+
+# --------------------------------------------------------------------------- #
+# Orchestration
+# --------------------------------------------------------------------------- #
+
+
+@dataclass(frozen=True)
+class Options:
+    description: str
+    author_name: str | None
+    author_email: str | None
+    repo_url: str | None
+    lic: License
+    clean: bool
+    dry_run: bool
+    use_git: bool
+
+
+def gather_target_files(root: Path, names: Names) -> list[Path]:
+    """The explicit set of files that may contain the name. Kept narrow on
+    purpose: we never sweep .venv, uv.lock, .git, .github or .pipelex traces."""
+    candidates: list[Path] = [
+        root / "pyproject.toml",
+        root / "README.md",
+        root / "CLAUDE.md",
+        root / "LICENSE",
+    ]
+    pkg_dir = root / names.package
+    candidates += sorted(pkg_dir.rglob("*.py"))
+    candidates += sorted(pkg_dir.rglob("*.mthds"))
+    candidates += sorted((root / "tests").rglob("*.py"))
+    seen: set[Path] = set()
+    files: list[Path] = []
+    for path in candidates:
+        if path.exists() and path.is_file() and path not in seen:
+            seen.add(path)
+            files.append(path)
+    return files
+
+
+def write_file(path: Path, root: Path, original: str, updated: str, opts: Options) -> bool:
+    if original == updated:
+        return False
+    rel = path.relative_to(root)
+    if opts.dry_run:
+        print(f"  edit    {rel}")
+    else:
+        path.write_text(updated, encoding="utf-8")
+        print(f"  edited  {rel}")
+    return True
+
+
+def transform_for(path: Path, text: str, names: Names, opts: Options) -> str:
+    name = path.name
+    if name == "pyproject.toml":
+        return transform_pyproject(text, names, opts)
+    if name == "README.md":
+        return transform_readme(text, names, opts)
+    if name == "LICENSE":
+        return transform_license(text, opts)
+    return transform_generic(text, names)
+
+
+def run(root: Path, names: Names, opts: Options) -> None:
+    # Guard: confirm this actually is the unbootstrapped template before we
+    # start renaming things. Cheap check, saves a confusing half-applied state.
+    pyproject = root / "pyproject.toml"
+    if not pyproject.exists():
+        sys.exit(f"No pyproject.toml found in {root} — run this from the project root.")
+    pyproject_text = pyproject.read_text(encoding="utf-8")
+    if f'name = "{TEMPLATE_DIST}"' not in pyproject_text:
+        print(
+            f'warning: pyproject.toml does not contain name = "{TEMPLATE_DIST}". This repo may already be bootstrapped; proceeding anyway.',
+            file=sys.stderr,
+        )
+
+    print(f"Bootstrapping template -> {names.title!r}")
+    print(f"  dist={names.dist}  package={names.package}  camel={names.camel}")
+    if opts.dry_run:
+        print("  (dry run — no files will be modified)")
+    print()
+
+    # 1. Renames first, so the file transforms below see the final paths.
+    print("Renames:")
+    old_pkg = root / TEMPLATE_PACKAGE
+    new_pkg = root / names.package
+    if names.package != TEMPLATE_PACKAGE and old_pkg.is_dir():
+        move(root, old_pkg, new_pkg, opts)
+    old_test = root / "tests" / "e2e" / f"test_{TEMPLATE_PACKAGE}.py"
+    new_test = root / "tests" / "e2e" / f"test_{names.package}.py"
+    if names.package != TEMPLATE_PACKAGE and old_test.exists():
+        move(root, old_test, new_test, opts)
+    if opts.use_git and not opts.dry_run and names.package != TEMPLATE_PACKAGE:
+        print("  note: git mv stages the renames; the content edits below are left unstaged.")
+    print()
+
+    # During a dry run the renames did not actually happen, so read the file
+    # list from the original paths to still show a meaningful plan.
+    scan_names = names if not opts.dry_run else Names(names.dist, TEMPLATE_PACKAGE, names.title, names.camel)
+
+    # 2. Content edits.
+    print("Edits:")
+    changed = 0
+    for path in gather_target_files(root, scan_names):
+        original = path.read_text(encoding="utf-8")
+        updated = transform_for(path, original, names, opts)
+        if write_file(path, root, original, updated, opts):
+            changed += 1
+    if changed == 0:
+        print("  (no content changes)")
+    print()
+    print(f"Done. {changed} file(s) {'would be ' if opts.dry_run else ''}edited.")
+    if not opts.dry_run:
+        print("\nNext: regenerate the lock file (uv.lock pins the project name) and run the checks:")
+        print("  make li && make agent-check && make agent-test")
+        print("Then review with `git status` and `git diff` before committing.")
+
+
+def parse_args(argv: list[str]) -> argparse.Namespace:
+    p = argparse.ArgumentParser(description="Replace pipelex-starter-python template placeholders.")
+    p.add_argument("--package", required=True, help="Importable package name, underscores (e.g. invoice_extractor)")
+    p.add_argument("--title", help="Display title (default: derived from --package, e.g. 'Invoice Extractor')")
+    p.add_argument("--dist", help="Distribution name, dashes (default: derived from --package)")
+    p.add_argument("--description", required=True, help="One-line project description for pyproject.toml")
+    p.add_argument("--author-name", help="Author name for pyproject.toml authors field")
+    p.add_argument("--author-email", help="Author email for pyproject.toml authors field")
+    p.add_argument("--repo-url", help="GitHub repository URL, e.g. https://github.com/acme/invoice-extractor")
+    p.add_argument("--license", help="License: 'mit' (default), 'proprietary', or an SPDX id like 'Apache-2.0'")
+    p.add_argument("--license-holder", help="Copyright holder for the LICENSE notice")
+    p.add_argument("--license-year", type=int, help="Copyright year for the LICENSE notice (default: current year)")
+    p.add_argument("--clean", action="store_true", help="Strip the README template-only block")
+    p.add_argument("--dry-run", action="store_true", help="Print the plan without modifying anything")
+    p.add_argument("--root", default=".", help="Project root (default: current directory)")
+    return p.parse_args(argv)
+
+
+def main(argv: list[str]) -> None:
+    args = parse_args(argv)
+    package = args.package.strip()
+    validate_package(package)
+    dist = (args.dist or package.replace("_", "-")).strip()
+    validate_dist(dist)
+    title = (args.title or title_from_package(package)).strip()
+    names = Names(dist=dist, package=package, title=title, camel=camel_from_package(package))
+
+    root = Path(args.root).resolve()
+    license_year = args.license_year or datetime.date.today().year
+    lic = resolve_license(
+        args.license or "mit",
+        (args.license_holder or "").strip() or None,
+        license_year,
+    )
+    # A proprietary / SPDX license notice is meaningless without a named holder,
+    # so refuse up front rather than writing a placeholder into LICENSE. MIT is
+    # exempt: it keeps the template body when no holder is given.
+    if lic.kind != "mit" and not lic.holder:
+        sys.exit(f"--license {lic.spdx!r} requires --license-holder: a {lic.kind} license notice needs a copyright holder.")
+    opts = Options(
+        description=args.description.strip(),
+        author_name=(args.author_name or "").strip() or None,
+        author_email=(args.author_email or "").strip() or None,
+        repo_url=(args.repo_url or "").strip().rstrip("/") or None,
+        lic=lic,
+        clean=args.clean,
+        dry_run=args.dry_run,
+        use_git=git_available(root),
+    )
+    run(root, names, opts)
+
+
+if __name__ == "__main__":
+    main(sys.argv[1:])
diff --git a/.env.example b/.env.example
index cbc7ad2..8f75d49 100644
--- a/.env.example
+++ b/.env.example
@@ -1 +1,8 @@
-PIPELEX_GATEWAY_API_KEY=
\ No newline at end of file
+# Pipelex API endpoint and credentials.
+# Sign up for an API key at https://go.pipelex.com/waitlist
+PIPELEX_API_URL=https://api.pipelex.com
+PIPELEX_API_KEY=
+
+# Self-hosted (open-source) runner instead of the hosted API:
+# PIPELEX_API_URL=http://127.0.0.1:8081
+# PIPELEX_API_KEY=
diff --git a/.github/workflows/tests-check.yml b/.github/workflows/tests-check.yml
index a347c29..c7cf57f 100644
--- a/.github/workflows/tests-check.yml
+++ b/.github/workflows/tests-check.yml
@@ -38,10 +38,5 @@ jobs:
       - name: Install dependencies
         run: PYTHON_VERSION=${{ matrix.python-version }} make install
 
-      - name: Init Pipelex
-        run: |
-          source .venv/bin/activate
-          echo -e "y\nA\n1" |pipelex init
-
       - name: Run tests
         run: make gha-tests
diff --git a/.gitignore b/.gitignore
index ab6a3d0..a62bc01 100644
--- a/.gitignore
+++ b/.gitignore
@@ -28,8 +28,3 @@ dist/
 results/
 
 temp/
-pipelex_super.toml
-pipelex_override.toml
-telemetry_override.toml
-.pipelex/storage
-.pipelex/traces
diff --git a/CHANGELOG.md b/CHANGELOG.md
index ebb5da6..30a210f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,15 @@
 # Changelog
 
+## [v0.10.0] - 2026-07-01
+
+- **Breaking:** run methods through the hosted Pipelex API instead of the local `pipelex` runtime. The `pipelex` package (and its `[tool.uv.sources]` git pin) is dropped; the starter now depends on `pipelex-sdk` (`PipelexAPIClient`) and `python-dotenv`.
+- Rewrite `my_project/hello_world.py` to read the `.mthds` bundle from disk and run it via `client.start_and_wait(pipe_code=..., mthds_contents=[...])`, reading the output out of `main_stuff` / `pipe_output`.
+- Configuration is now `PIPELEX_API_URL` / `PIPELEX_API_KEY` (see `.env.example`); `.env` is loaded via `python-dotenv`.
+- Repoint `make validate` to `plxt lint` (offline bundle validation, was `pipelex validate --all`).
+- Rewrite the test suite to be API-based: offline boot/bundle checks plus API `validate` (`pipelex_api`) and a full run (`inference`). CI no longer runs `pipelex init`, and `make gha-tests` / `make codex-tests` exclude the `pipelex_api` marker.
+- Prune AWS/doc type-stub dev dependencies that were only needed by the `pipelex` runtime.
+- Add a `/bootstrap` skill (`.claude/skills/bootstrap/`) that turns a fresh clone of this template into a real project. It collects the project name, description, author, repository URL, and license, then renames the package directory and e2e test file, substitutes every placeholder name spelling (dash / underscore / Title Case / CamelCase), applies the chosen license (MIT, proprietary, or another SPDX id) across `LICENSE`, `pyproject.toml`, and the README, regenerates `uv.lock`, and runs the lint/type checks and tests
+
 ## [v0.9.0] - 2026-06-06
 
 - Bump `pipelex` to `v0.32.0`: See `Pipelex` changelog [here](https://docs.pipelex.com/latest/changelog/)
diff --git a/CLAUDE.md b/CLAUDE.md
index 2f51801..8a714d3 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -24,16 +24,30 @@ Run specific tests (local only): `make tp TEST=test_function_name`
 - `make install` - Create venv + install all deps (uses uv)
 - `make li` - Lock + install
 - `make cleanderived` - Remove caches/compiled files (useful when linters get confused)
-- `make validate` / `make v` - Run pipelex validate --all
-- `make tb` - Quick boot test
+- `make validate` / `make v` - Lint/validate the `.mthds` bundle with plxt (offline)
+- `make tb` - Quick boot test (constructs the API client, no network)
 - `make fui` - Fix unused imports only
 - `make plxt-format` - Format `.mthds`/`.toml` files with plxt
 - `make plxt-lint` - Lint `.mthds`/`.toml` files with plxt
 
+## Architecture
+
+This starter calls the **hosted Pipelex API** via the `pipelex-sdk` package (`PipelexAPIClient`) — it does **not** run Pipelex as a local library. The `.mthds` bundle is read from disk and sent to the API as content (`mthds_contents`); the API runs the method and returns the output.
+
+- Credentials/endpoint come from `PIPELEX_API_URL` / `PIPELEX_API_KEY` (see `.env.example`). `python-dotenv` loads `.env` when running the CLI or tests.
+- `my_project/hello_world.py` uses `client.start_and_wait(...)` — the durable start-and-poll path (survives the hosted gateway's ~30s cap, self-heals to blocking `execute` on a bare runner).
+- Output is loosely-typed JSON: hosted runs carry `main_stuff`; the bare-runner fallback carries `pipe_output`. `find_main_content()` normalizes both.
+
 ## Project Structure
 
 - Package: `my_project/` (Python 3.10+, target 3.11)
-- Tests: `tests/` (e2e, integration, test_pipelines)
+- Tests: `tests/` (integration = offline boot/bundle checks + API `validate`; e2e = full run via the API)
 - Dependency manager: uv (>=0.7.2)
-- Pipelex dependency: `pipelex` package from PyPI (see pyproject.toml)
+- Pipelex dependency: `pipelex-sdk` package from PyPI (the API client — see pyproject.toml). The `pipelex` runtime is **not** a dependency.
 - `.mthds` files: Pipelex method definition files in `my_project/`
+
+## Test markers
+
+- `pipelex_api` — reaches the hosted API (needs a key); excluded from `make agent-test` / `make gha-tests`.
+- `inference` — runs real LLM inference via the API; also excluded by default.
+- Offline tests (no marker) run everywhere, including CI.
diff --git a/Makefile b/Makefile
index d3e5055..8fd14f0 100644
--- a/Makefile
+++ b/Makefile
@@ -15,7 +15,6 @@ VENV_PYTEST := $(VIRTUAL_ENV)/bin/pytest
 VENV_RUFF := $(VIRTUAL_ENV)/bin/ruff
 VENV_PYRIGHT := $(VIRTUAL_ENV)/bin/pyright
 VENV_MYPY := $(VIRTUAL_ENV)/bin/mypy
-VENV_PIPELEX := $(VIRTUAL_ENV)/bin/pipelex
 VENV_PLXT := RUST_LOG=warn "$(VIRTUAL_ENV)/bin/plxt"
 
 UV_MIN_VERSION = $(shell grep -m1 'required-version' pyproject.toml | sed -E 's/.*= *"([^<>=, ]+).*/\1/')
@@ -50,7 +49,7 @@ make export-requirements      - Export production requirements.txt (no dev depen
 make export-requirements-dev  - Export requirements-dev.txt (all dependencies including dev)
 make er                       - Shorthand -> export-requirements
 make erd                      - Shorthand -> export-requirements-dev
-make validate                 - Run the setup sequence to validate the config and libraries
+make validate                 - Lint/validate the .mthds bundle with plxt
 
 make format                   - Format all (ruff-format + plxt-format)
 make lint                     - Lint all (ruff-lint + plxt-lint)
@@ -189,8 +188,8 @@ erd: export-requirements-dev
 	@echo "> done: erd = export-requirements-dev"
 
 validate: env
-	$(call PRINT_TITLE,"Running setup sequence")
-	$(VENV_PIPELEX) validate --all
+	$(call PRINT_TITLE,"Validating the .mthds bundle with plxt")
+	$(VENV_PLXT) lint
 
 ##############################################################################################
 ############################      Cleaning                        ############################
@@ -241,13 +240,13 @@ cleanall: cleanderived cleanenv cleanconfig
 
 codex-tests: env
 	$(call PRINT_TITLE,"Unit testing for Codex")
-	@echo "• Running unit tests for Codex (excluding inference and codex_disabled)"
-	$(VENV_PYTEST) --disable-inference --exitfirst --quiet -m "not inference and not codex_disabled" || [ $$? = 5 ]
+	@echo "• Running unit tests for Codex (excluding inference, pipelex_api and codex_disabled)"
+	$(VENV_PYTEST) --exitfirst --quiet -m "not inference and not pipelex_api and not codex_disabled" || [ $$? = 5 ]
 
 gha-tests: env
 	$(call PRINT_TITLE,"Unit testing for github actions")
-	@echo "• Running unit tests for github actions (excluding inference and gha_disabled)"
-	$(VENV_PYTEST) --disable-inference --exitfirst --quiet -m "not inference and not gha_disabled" || [ $$? = 5 ]
+	@echo "• Running unit tests for github actions (excluding inference, pipelex_api and gha_disabled)"
+	$(VENV_PYTEST) --exitfirst --quiet -m "not inference and not pipelex_api and not gha_disabled" || [ $$? = 5 ]
 
 run-all-tests: env
 	$(call PRINT_TITLE,"Running all unit tests")
@@ -309,9 +308,9 @@ tb: env
 test-inference: env
 	$(call PRINT_TITLE,"Unit testing")
 	@if [ -n "$(TEST)" ]; then \
-		$(VENV_PYTEST) --pipe-run-mode live --exitfirst -m "inference" -s -k "$(TEST)" $(if $(filter 1,$(VERBOSE)),-v,$(if $(filter 2,$(VERBOSE)),-vv,$(if $(filter 3,$(VERBOSE)),-vvv,))); \
+		$(VENV_PYTEST) --exitfirst -m "inference" -s -k "$(TEST)" $(if $(filter 1,$(VERBOSE)),-v,$(if $(filter 2,$(VERBOSE)),-vv,$(if $(filter 3,$(VERBOSE)),-vvv,))); \
 	else \
-		$(VENV_PYTEST) --pipe-run-mode live --exitfirst -m "inference" -s $(if $(filter 1,$(VERBOSE)),-v,$(if $(filter 2,$(VERBOSE)),-vv,$(if $(filter 3,$(VERBOSE)),-vvv,))); \
+		$(VENV_PYTEST) --exitfirst -m "inference" -s $(if $(filter 1,$(VERBOSE)),-v,$(if $(filter 2,$(VERBOSE)),-vv,$(if $(filter 3,$(VERBOSE)),-vvv,))); \
 	fi
 
 ti: test-inference
diff --git a/README.md b/README.md
index 1cc8530..929d177 100644
--- a/README.md
+++ b/README.md
@@ -2,41 +2,72 @@
 
 *Replace "My Project" with your actual project name*
 
+A minimal Python CLI starter that calls the [Pipelex](https://pipelex.com) API via the [`pipelex-sdk`](https://pypi.org/project/pipelex-sdk/) SDK to run AI methods (`.mthds` bundles) — no local Pipelex runtime required.
+
+It ships one demo pipeline, `my_project/hello_world.mthds`, which asks an LLM to write a haiku about "Hello World" and prints it.
+
 ### Use this template
 
-This is a template repository: don't clone it, click the green `Use this template` button at the top-right of the Github repo page.
-Once you've created your repository from it, then you can clone it and follow the instructions below:
+This is a template repository: don't clone it, click the green `Use this template` button at the top-right of the GitHub repo page.
+Once you've created your repository from it, clone it and follow the instructions below.
 
 **Next steps after creating from template** (or later when you feel like it)
-1. In `pyproject.toml`, replace "my-project" with your project name in the header, then replace "my_project" with your package name (using underscores) in the "packages" parameter of [tool.mypy] and the "include" parameter of [tool.pyright]
-2. Replace "my_project" directory name with your package name (use underscores)
-3. Update this README.md with your project details
-4. Update the package imports in your code as needed
+1. In `pyproject.toml`, replace "my-project" with your project name in the header, then replace "my_project" with your package name (using underscores) in `[tool.mypy]` `packages` and `[tool.pyright]` `include`.
+2. Rename the `my_project/` directory to your package name (use underscores).
+3. Update this README.md with your project details.
+4. Update the package imports in your code as needed.
 
----
+## Prerequisites
+
+Access to a **Pipelex API** server. You have two options:
 
-## Getting Started
+- **Hosted** — currently in private beta. Join the waitlist at [go.pipelex.com/waitlist](https://go.pipelex.com/waitlist). Once you have access, get an API key at [app.pipelex.com](https://app.pipelex.com) and point `PIPELEX_API_URL` at `https://api.pipelex.com` (the default).
+- **Self-hosted** — the Pipelex API is open source at [github.com/Pipelex/pipelex-api](https://github.com/Pipelex/pipelex-api). Run it locally or on your own infra and point `PIPELEX_API_URL` at your instance (e.g. `http://127.0.0.1:8081`).
 
-### Quick Start
+## Quick start
 
 ```bash
-git clone https://github.com/yourusername/your-repo-name.git
-cd your-repo-name
+cp .env.example .env
+# edit .env and set PIPELEX_API_KEY (and PIPELEX_API_URL if self-hosting)
 
-# Create and activate virtual environment
-python -m venv .venv
-# or python3 -m venv .venv
-source .venv/bin/activate
+make install                       # create the venv and install deps with uv
+python -m my_project.hello_world   # run the hello_world example against the API
+```
+
+That prints the generated haiku.
 
-# Install
-pip install .  # or uv sync
-pipelex init
+## Project structure
+
+```
+my_project/
+  hello_world.mthds   # the method bundle: text → { text } haiku
+  hello_world.py      # the CLI entry point that runs the bundle via the SDK
+tests/
+  integration/        # offline boot/bundle checks + API validate (pipelex_api)
+  e2e/                # full run against the API (inference)
+.env.example          # PIPELEX_API_URL + PIPELEX_API_KEY
 ```
 
-After installation, configure your API keys by creating a `.env` file with your credentials.
-See more about API key configuration in the [documentation](https://docs.pipelex.com/pages/configuration/config-technical/inference-backend-config/).
+## How it works
 
----
+`my_project/hello_world.py`:
+
+1. Reads the `.mthds` bundle from disk (`BUNDLE_PATH`).
+2. Constructs a `PipelexAPIClient`, which reads `PIPELEX_API_URL` / `PIPELEX_API_KEY` from the environment.
+3. Calls `start_and_wait(pipe_code="hello_world", mthds_contents=[bundle])` — the durable start-and-poll path that survives the hosted gateway's ~30s synchronous cap and self-heals to a blocking `execute` against a bare self-hosted runner.
+4. Reads the main output's content (`{"text": ...}`) out of the loosely-typed result and prints it.
+
+The `.mthds` bundle is sent to the API as content (`mthds_contents`), so nothing about the method needs to live in the runtime — edit `hello_world.mthds` and re-run.
+
+## Useful commands
+
+```bash
+python -m my_project.hello_world  # run the hello_world example
+make validate     # lint/validate the .mthds bundle with plxt (offline)
+make agent-check  # fix-imports + format + lint + pyright + mypy
+make agent-test   # run the offline test suite (silent on success)
+make test-inference  # run the tests that hit the API (needs a key)
+```
 
 ## Contact & Support
 
@@ -47,7 +78,6 @@ See more about API key configuration in the [documentation](https://docs.pipelex
 | **Email (privacy & security)**         | [security@pipelex.com](mailto:security@pipelex.com)                       |
 | **Discord**                            | Real-time chat — [https://go.pipelex.com/discord](https://go.pipelex.com/discord) |
 
-
 ## 📝 License
 
 This project is licensed under the [MIT license](LICENSE). Runtime dependencies are distributed under their own licenses via PyPI.
diff --git a/my_project/hello_world.py b/my_project/hello_world.py
index 3737deb..f399c0e 100644
--- a/my_project/hello_world.py
+++ b/my_project/hello_world.py
@@ -1,29 +1,77 @@
 import asyncio
+from pathlib import Path
+from typing import Any, cast
 
-from pipelex import pretty_print
-from pipelex.pipelex import Pipelex
-from pipelex.pipeline.runner import PipelexRunner
+from dotenv import load_dotenv
+from pipelex_sdk.client import PipelexAPIClient
+from pipelex_sdk.runs import RunResults
 
+# The .mthds bundle lives next to this module.
+BUNDLE_PATH = Path(__file__).parent / "hello_world.mthds"
 
-async def hello_world():
+
+def find_main_content(results: RunResults) -> dict[str, Any] | None:
+    """Read the main output's content dict out of a run result.
+
+    The Pipelex API returns one of two shapes (both opaque JSON), so we
+    normalize both here:
+    - Hosted runs carry `main_stuff` — the main output's content directly
+      (for our `hello_world` pipe: `{"text": "..."}`).
+    - The bare-runner blocking fallback carries `pipe_output`
+      (`{"working_memory": {"root": {<name>: {"content": ...}}}}`); we return
+      the first entry's content.
     """
-    This function demonstrates the use of a super simple Pipelex pipeline to generate text.
+    main_stuff: Any = results.main_stuff
+    if isinstance(main_stuff, dict):
+        return cast("dict[str, Any]", main_stuff)
+
+    pipe_output = results.pipe_output
+    if pipe_output is None:
+        return None
+    working_memory = pipe_output.get("working_memory")
+    if not isinstance(working_memory, dict):
+        return None
+    root = cast("dict[str, Any]", working_memory).get("root")
+    if not isinstance(root, dict):
+        return None
+    for entry in cast("dict[str, Any]", root).values():
+        if not isinstance(entry, dict):
+            continue
+        content = cast("dict[str, Any]", entry).get("content")
+        if isinstance(content, dict):
+            return cast("dict[str, Any]", content)
+    return None
+
+
+async def hello_world() -> None:
+    """Run a super-simple Pipelex pipeline through the hosted Pipelex API and print its output.
+
+    The `PipelexAPIClient` reads `PIPELEX_API_URL` / `PIPELEX_API_KEY` from the
+    environment. `start_and_wait` submits the run and polls it to completion — the
+    durable path that survives the hosted gateway's ~30s synchronous cap, and
+    self-heals to a blocking `execute` against a bare self-hosted runner.
     """
-    # Run the pipe
-    runner = PipelexRunner()
-    response = await runner.execute_pipeline(
-        pipe_code="hello_world",
-    )
-    pipe_output = response.pipe_output
+    bundle = BUNDLE_PATH.read_text()
+
+    async with PipelexAPIClient() as client:
+        results = await client.start_and_wait(
+            pipe_code="hello_world",
+            mthds_contents=[bundle],
+        )
+
+    content = find_main_content(results)
+    if content is None:
+        raise RuntimeError("The pipeline returned no output content.")
 
-    # Print the output
-    pretty_print(pipe_output, title="Your first Pipelex output")
+    generated_text = content.get("text")
+    if not isinstance(generated_text, str) or not generated_text:
+        raise RuntimeError("The pipeline returned no text output.")
 
-    # get the generated text
-    generated_text = pipe_output.main_stuff_as_str
-    pretty_print(generated_text, title="Generated text")
+    print("Your first Pipelex output:\n")
+    print(generated_text)
 
 
 if __name__ == "__main__":
-    with Pipelex.make(library_dirs=["my_project"]):
-        asyncio.run(hello_world())
+    # Load .env so PIPELEX_API_URL / PIPELEX_API_KEY are available when run directly.
+    load_dotenv()
+    asyncio.run(hello_world())
diff --git a/pyproject.toml b/pyproject.toml
index 4e17a9c..88585aa 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "my-project"
-version = "0.9.0"
+version = "0.10.0"
 description = "Replace this with your project description"
 # authors = [{ name = "Your Name", email = "your.email@example.com" }]
 license = "MIT"
@@ -17,7 +17,8 @@ classifiers = [
 ]
 
 dependencies = [
-  "pipelex[mistralai,anthropic,google,google-genai,bedrock,fal]>=0.32.0",
+  "pipelex-sdk==0.1.1",
+  "python-dotenv>=1.0.0",
 ]
 
 [tool.setuptools]
@@ -26,7 +27,6 @@ include-package-data = true
 
 [project.optional-dependencies]
 dev = [
-  "boto3-stubs>=1.35.24",
   "mypy>=1.11.2",
   "pipelex-tools>=0.3.2",
   "pyright>=1.1.410",
@@ -34,12 +34,6 @@ dev = [
   "pytest-sugar>=1.0.0",
   "pytest_asyncio>=0.24.0",
   "ruff>=0.6.8",
-  "types-aioboto3[bedrock,bedrock-runtime]>=13.4.0",
-  "types-aiofiles>=24.1.0.20240626",
-  "types-markdown>=3.6.0.20240316",
-  "types-networkx>=3.3.0.20241020",
-  "types-openpyxl>=3.1.5.20250306",
-  "types-PyYAML>=6.0.12.20250326",
 ]
 
 [project.urls]
@@ -47,6 +41,10 @@ Homepage = "https://pipelex.com"
 Repository = "https://github.com/yourusername/my-project" # Replace with your repository URL
 Documentation = "https://docs.pipelex.com/"
 
+[build-system]
+requires = ["setuptools>=61.0"]
+build-backend = "setuptools.build_meta"
+
 [tool.uv]
 required-version = ">=0.7.2"
 
@@ -60,10 +58,6 @@ python_version = "3.11"
 warn_return_any = true
 warn_unused_configs = true
 
-[[tool.mypy.overrides]]
-ignore_missing_imports = true
-module = ["json2html"]
-
 [tool.pyright]
 venvPath = "."
 venv = ".venv"
@@ -177,6 +171,7 @@ addopts = [
   "-m",
   "not (inference or llm or img_gen or extract or needs_output or pipelex_api)",
 ]
+asyncio_mode = "auto"
 asyncio_default_fixture_loop_scope = "session"
 xfail_strict = true
 filterwarnings = [
diff --git a/tests/conftest.py b/tests/conftest.py
index 54c8aef..3eb5338 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,15 +1,5 @@
-import pytest
-from rich import print
+from dotenv import load_dotenv
 
-pytest_plugins = [
-    "pipelex.test_extras.shared_pytest_plugins",
-]
-
-
-@pytest.fixture(scope="function", autouse=True)
-def pretty():
-    # Code to run before each test
-    print("\n")
-    yield
-    # Code to run after each test
-    print("\n")
+# Load .env so the Pipelex API client picks up PIPELEX_API_URL / PIPELEX_API_KEY
+# (the tests marked `pipelex_api` / `inference` reach the hosted API).
+load_dotenv()
diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
deleted file mode 100644
index 223ccd9..0000000
--- a/tests/e2e/conftest.py
+++ /dev/null
@@ -1,27 +0,0 @@
-import os
-
-import pytest
-from pipelex.pipe_run.pipe_run_mode import PipeRunMode
-from pipelex.pipe_run.pipe_run_params import FORCE_DRY_RUN_MODE_ENV_KEY
-from pipelex.pipelex import Pipelex
-from rich import print
-
-
-@pytest.fixture(scope="function", autouse=True)
-def reset_pipelex_instance_fixture():
-    # Code to run before each test
-    yield
-    # Code to run after each test
-    print("\n[magenta]pipelex instance teardown[/magenta]")
-    if pipelex_instance := Pipelex.get_optional_instance():
-        pipelex_instance.teardown()
-
-
-@pytest.fixture(scope="function", autouse=True)
-def pipe_run_mode_env(pipe_run_mode: PipeRunMode):
-    """Fixture to set and clean up the FORCE_DRY_RUN_MODE_ENV_KEY environment variable."""
-    # Set the environment variable
-    os.environ[FORCE_DRY_RUN_MODE_ENV_KEY] = pipe_run_mode.value
-    yield
-    # Clean up by removing the environment variable
-    os.environ.pop(FORCE_DRY_RUN_MODE_ENV_KEY, None)
diff --git a/tests/e2e/test_my_project.py b/tests/e2e/test_my_project.py
index d4c69c6..55b6bea 100644
--- a/tests/e2e/test_my_project.py
+++ b/tests/e2e/test_my_project.py
@@ -1,10 +1,11 @@
-import runpy
-
 import pytest
 
+from my_project.hello_world import hello_world
+
 
-@pytest.mark.dry_runnable
 @pytest.mark.inference
+@pytest.mark.pipelex_api
 class TestMyProject:
-    def test_hello_world(self):
-        runpy.run_path("my_project/hello_world.py", run_name="__main__")
+    async def test_hello_world(self):
+        # Runs the pipeline end-to-end through the hosted Pipelex API (real inference).
+        await hello_world()
diff --git a/tests/integration/conftest.py b/tests/integration/conftest.py
deleted file mode 100644
index 4655a6a..0000000
--- a/tests/integration/conftest.py
+++ /dev/null
@@ -1,33 +0,0 @@
-import pipelex.config
-import pipelex.pipelex
-import pytest
-from pipelex.system.configuration.config_check import check_is_initialized
-from pipelex.test_extras.shared_pytest_plugins import needs_inference_in_pipelex
-from pytest import FixtureRequest
-from rich import print
-from rich.console import Console
-from rich.traceback import Traceback
-
-
-@pytest.fixture(scope="session", autouse=True)
-def check_pipelex_initialized():
-    if not check_is_initialized():
-        pytest.exit("Pipelex must be initialized before running the tests")
-    yield
-
-
-@pytest.fixture(scope="module", autouse=True)
-def reset_pipelex_config_fixture(request: FixtureRequest):
-    # Code to run before each test
-    print("\n[magenta]pipelex setup[/magenta]")
-    try:
-        pipelex_instance = pipelex.pipelex.Pipelex.make(
-            needs_inference=needs_inference_in_pipelex(request),
-        )
-    except Exception as exc:
-        Console().print(Traceback())
-        pytest.exit(f"Critical Pipelex setup error: {exc}")
-    yield
-    # Code to run after each test
-    print("\n[magenta]pipelex teardown[/magenta]")
-    pipelex_instance.teardown()
diff --git a/tests/integration/test_fundamentals.py b/tests/integration/test_fundamentals.py
index 255387e..7d30f80 100644
--- a/tests/integration/test_fundamentals.py
+++ b/tests/integration/test_fundamentals.py
@@ -1,21 +1,25 @@
 import pytest
-from pipelex.pipe_run.exceptions import DryRunError
-from pipelex.pipeline.bundle_validator import BundleValidator
+from pipelex_sdk.client import PipelexAPIClient
+
+from my_project.hello_world import BUNDLE_PATH
 
 
-# We use gha_disabled here because those tests are called directly and explicitly by the tests-check.yml file before the rest of the tests.
-@pytest.mark.gha_disabled
 class TestFundamentals:
     def test_boot(self):
-        # This test does nothing but the conftest runs Pipelex.make()
-        # Therefore this test will fail if Pipelex.make() fails.
-        pass
+        # Constructing the client resolves credentials + base URL (no network).
+        # This fails if PIPELEX_API_URL is malformed.
+        client = PipelexAPIClient()
+        assert client.api_base_url
+
+    def test_bundle_exists(self):
+        assert BUNDLE_PATH.exists()
+        assert BUNDLE_PATH.read_text().strip()
 
-    @pytest.mark.asyncio(loop_scope="class")
-    async def test_dry_run_all_pipes(self):
-        # acquire_and_validate opens a fresh library, loads my_project, dry-runs every pipe, and tears
-        # the library down. It raises DryRunError aggregating any unexpected pipe failures.
-        try:
-            await BundleValidator().acquire_and_validate(library_dirs=["my_project"])
-        except DryRunError as dry_run_error:
-            pytest.fail(str(dry_run_error))
+    @pytest.mark.pipelex_api
+    async def test_validate_bundle(self):
+        # Parse, validate, and dry-run the bundle through the hosted API.
+        # The verdict rides a 200 body (never raised); assert it is valid.
+        bundle = BUNDLE_PATH.read_text()
+        async with PipelexAPIClient() as client:
+            report = await client.validate([bundle])
+        assert report.is_valid, report.rendered_markdown
diff --git a/tests/unit/test_hello_world.py b/tests/unit/test_hello_world.py
new file mode 100644
index 0000000..b6589e5
--- /dev/null
+++ b/tests/unit/test_hello_world.py
@@ -0,0 +1,53 @@
+from typing import Any
+
+import pytest
+from pytest import CaptureFixture, MonkeyPatch
+
+from my_project import hello_world as hello_world_module
+from my_project.hello_world import hello_world
+
+
+class _FakeResults:
+    # Minimal stand-in for pipelex_sdk.runs.RunResults: find_main_content()
+    # reads only `.main_stuff` / `.pipe_output`.
+    def __init__(self, main_stuff: Any) -> None:
+        self.main_stuff = main_stuff
+        self.pipe_output = None
+
+
+class _FakeClient:
+    # Stand-in for PipelexAPIClient used as `async with ... as client`, so no
+    # network is touched: __aenter__ returns the client and start_and_wait
+    # yields the canned results.
+    def __init__(self, results: _FakeResults) -> None:
+        self._results = results
+
+    async def __aenter__(self) -> "_FakeClient":
+        return self
+
+    async def __aexit__(self, *_exc_info: object) -> None:
+        return None
+
+    async def start_and_wait(self, *, pipe_code: str, mthds_contents: list[str]) -> _FakeResults:
+        return self._results
+
+
+class TestHelloWorldOutput:
+    def _patch_client(self, monkeypatch: MonkeyPatch, main_stuff: Any) -> None:
+        results = _FakeResults(main_stuff=main_stuff)
+        monkeypatch.setattr(hello_world_module, "PipelexAPIClient", lambda: _FakeClient(results))
+
+    async def test_missing_text_raises(self, monkeypatch: MonkeyPatch):
+        # A valid content dict without a `text` key must fail loudly instead of
+        # printing `None` and exiting successfully.
+        self._patch_client(monkeypatch, main_stuff={"not_text": "oops"})
+
+        with pytest.raises(RuntimeError, match="no text output"):
+            await hello_world()
+
+    async def test_valid_text_prints(self, monkeypatch: MonkeyPatch, capsys: CaptureFixture[str]):
+        self._patch_client(monkeypatch, main_stuff={"text": "a generated haiku"})
+
+        await hello_world()
+
+        assert "a generated haiku" in capsys.readouterr().out
diff --git a/uv.lock b/uv.lock
index cbafecf..6287946 100644
--- a/uv.lock
+++ b/uv.lock
@@ -7,202 +7,6 @@ resolution-markers = [
     "python_full_version < '3.11'",
 ]
 
-[[package]]
-name = "aioboto3"
-version = "15.5.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "aiobotocore", extra = ["boto3"] },
-    { name = "aiofiles" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/a2/01/92e9ab00f36e2899315f49eefcd5b4685fbb19016c7f19a9edf06da80bb0/aioboto3-15.5.0.tar.gz", hash = "sha256:ea8d8787d315594842fbfcf2c4dce3bac2ad61be275bc8584b2ce9a3402a6979", size = 255069, upload-time = "2025-10-30T13:37:16.122Z" }
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-    { url = "https://files.pythonhosted.org/packages/e5/3e/e8f5b665bca646d43b916763c901e00a07e40f7746c9128bdc912a089424/aioboto3-15.5.0-py3-none-any.whl", hash = "sha256:cc880c4d6a8481dd7e05da89f41c384dbd841454fc1998ae25ca9c39201437a6", size = 35913, upload-time = "2025-10-30T13:37:14.549Z" },
-]
-
-[[package]]
-name = "aiobotocore"
-version = "2.25.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "aiohttp" },
-    { name = "aioitertools" },
-    { name = "botocore" },
-    { name = "jmespath" },
-    { name = "multidict" },
-    { name = "python-dateutil" },
-    { name = "wrapt" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/62/94/2e4ec48cf1abb89971cb2612d86f979a6240520f0a659b53a43116d344dc/aiobotocore-2.25.1.tar.gz", hash = "sha256:ea9be739bfd7ece8864f072ec99bb9ed5c7e78ebb2b0b15f29781fbe02daedbc", size = 120560, upload-time = "2025-10-28T22:33:21.787Z" }
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-]
-
-[package.optional-dependencies]
-boto3 = [
-    { name = "boto3" },
-]
-
-[[package]]
-name = "aiofiles"
-version = "25.1.0"
-source = { registry = "https://pypi.org/simple" }
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-name = "aiohappyeyeballs"
-version = "2.6.1"
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