diff --git a/.devcontainer/postStartCommand.sh b/.devcontainer/postStartCommand.sh
index fa488a8..9aaa78e 100755
--- a/.devcontainer/postStartCommand.sh
+++ b/.devcontainer/postStartCommand.sh
@@ -4,5 +4,5 @@
 # install project with all dependencies (no GPU extras in devcontainer)
 uv sync --all-groups
 
-# install pre-commit hooks
-uv run pre-commit install --install-hooks
+# install the git hook shims
+uv run prek install --prepare-hooks
diff --git a/.github/copilot-instructions.md b/.github/copilot-instructions.md
deleted file mode 100644
index 57faf37..0000000
--- a/.github/copilot-instructions.md
+++ /dev/null
@@ -1,82 +0,0 @@
-# Project Overview
-
-`src_method` is a Python package, designed for quantum computing applications.
-
-## General Instructions
-
-- Always prioritize readability and clarity.
-- For algorithm-related code, include explanations of the approach used.
-- Write code with good maintainability practices, including comments on why certain design decisions were made.
-- Handle edge cases and write clear exception handling.
-- For libraries or external dependencies, mention their usage and purpose in comments.
-- Use consistent naming conventions and follow language-specific best practices.
-- Write concise, efficient, and idiomatic code that is also easily understandable.
-- Use conventional commits (ideally with gitmojis) for commit messages.
-
-## Python Coding Conventions
-
-### Python Instructions
-
-- Write code to support Python 3.12, 3.13, 3.14.
-- Write clear and concise comments for each function.
-- Ensure functions have descriptive names and include type hints.
-- Provide docstrings following PEP 257 conventions.
-- Use Google-style docstrings without type annotations (types handled by type hints).
-- Use the `typing` module for type annotations (e.g., `list[str]`, `dict[str, int]`).
-- Break down complex functions into smaller, more manageable functions.
-
-### Code Style and Formatting
-
-- Follow the PEP 8 style guide for Python.
-- Maintain proper indentation (use 4 spaces for each level of indentation).
-- Ensure lines do not exceed 79 characters.
-- Place function and class docstrings immediately after the `def` or `class` keyword.
-- Use blank lines to separate functions, classes, and code blocks where appropriate.
-
-### Edge Cases and Testing
-
-- Always include test cases for critical paths of the application.
-- Account for common edge cases like empty inputs, invalid data types, and large datasets.
-- Include comments for edge cases and the expected behavior in those cases.
-- Write unit tests for functions and document them with docstrings explaining the test cases.
-- Use `pytest` to run tests.
-
-### Example of Proper Documentation
-
-```python
-def calculate_area(radius: float) -> float:
-    """Calculate the area of a circle given the radius.
-
-    Args:
-        radius: The radius of the circle.
-
-    Returns:
-        The area of the circle, calculated as π * radius^2.
-    """
-    import math
-
-    return math.pi * radius**2
-```
-
-## Development Commands
-
-### Environment Setup
-
-- Use `uv` for dependency management.
-- Create the virtual environment with `uv sync --all-groups --all-extras`.
-- Install `pre-commit` hooks to ensure code quality:
-```bash
-uv run pre-commit install --install-hooks
-```
-
-### Code Quality
-
-- Use `uv run ruff check src/ tests/` for linting.
-- Use `uv run ruff format src/ tests/` for formatting.
-- Use `uv run pre-commit run --all-files` to ensure code quality.
-
-### Testing
-
-- Run the fast tests with `uv run pytest -m "not slow"`
-- Run the slow tests with `uv run pytest -m "slow"`
-- Run the whole test suite with `uv run pytest`
diff --git a/.github/copilot-instructions.md b/.github/copilot-instructions.md
new file mode 120000
index 0000000..be77ac8
--- /dev/null
+++ b/.github/copilot-instructions.md
@@ -0,0 +1 @@
+../AGENTS.md
\ No newline at end of file
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index 0e33a29..8e158ff 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -15,12 +15,12 @@ jobs:
       - name: Check out repository
         uses: actions/checkout@v7
         with:
-          # grab the history of the PR, so we can run pre-commit on a commit range
+          # grab the history of the PR, so we can run prek on a commit range
           fetch-depth: 0
 
-      - name: Run pre-commit for linting
-        uses: pre-commit/action@v3.0.1
+      - name: Run prek for linting
+        uses: j178/prek-action@v3.0.0
         env:
           RUFF_OUTPUT_FORMAT: github
         with:
-          extra_args: --from-ref ${{ github.event.pull_request.base.sha }} --to-ref ${{ github.event.pull_request.head.sha }}
+          extra-args: --from-ref ${{ github.event.pull_request.base.sha }} --to-ref ${{ github.event.pull_request.head.sha }}
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index eaebdfe..ffe00d5 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -42,7 +42,7 @@ jobs:
           - ubuntu-latest
           - gpu-runner
         python-version:
-          - "3.12"
+          - "3.11"
           - "3.14"
         test-group:
           - "not slow and not perf"
@@ -128,6 +128,24 @@ jobs:
             coverage-*.xml
           retention-days: 1
 
+  test-matrix:
+    # The ruleset requires a check named after this workflow, but the matrix
+    # only ever reports per-combination names. This job publishes that name and
+    # keeps it independent of the matrix dimensions.
+    name: Test src_method
+    if: always()
+    needs: test
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Report the matrix result
+        run: |
+          echo "test: ${{ needs.test.result }}"
+          case "${{ needs.test.result }}" in
+            success|skipped) ;;
+            *) exit 1 ;;
+          esac
+
   benchmark:
     # Fails on a median slowdown of more than 25%. The threshold is wide
     # because this runs on a shared runner, where no-op PRs have drifted by
diff --git a/.github/workflows/update-ruff.yml b/.github/workflows/update-ruff.yml
index c3a6c05..46f30a8 100644
--- a/.github/workflows/update-ruff.yml
+++ b/.github/workflows/update-ruff.yml
@@ -48,11 +48,11 @@ jobs:
             sed -i -E "s/ruff==([0-9]+\.[0-9]+\.[0-9]+)/ruff==${{ env.RUFF_VERSION }}/" pyproject.toml
           fi
 
-      - name: Update ruff version in .pre-commit-config.yaml
+      - name: Update ruff version in prek.toml
         if: env.NEEDS_UPDATE == 'true'
         run: |
-          if grep -q "https://github.com/astral-sh/ruff-pre-commit" .pre-commit-config.yaml; then
-            sed -i -E "/repo: https:\/\/github.com\/astral-sh\/ruff-pre-commit/,/rev:/ s/rev: v([0-9]+\.[0-9]+\.[0-9]+)/rev: v${{ env.RUFF_VERSION }}/" .pre-commit-config.yaml
+          if grep -q "https://github.com/astral-sh/ruff-pre-commit" prek.toml; then
+            sed -i -E '/repo = "https:\/\/github.com\/astral-sh\/ruff-pre-commit"/,/^rev = / s/^rev = "v[0-9]+\.[0-9]+\.[0-9]+"/rev = "v${{ env.RUFF_VERSION }}"/' prek.toml
           fi
 
       - name: Install the latest version of uv
@@ -96,7 +96,7 @@ jobs:
 
             Changes:
             - Updated version in `pyproject.toml`
-            - Updated version in `.pre-commit-config.yaml`
+            - Updated version in `prek.toml`
             - Ran `ruff format` on the codebase
             ${{ env.RUFF_CHECK_FAILED == 'true' && '- Attempted to run `ruff check --fix` on the codebase' || '- Ran `ruff check --fix` on the codebase' }}
 
@@ -109,5 +109,5 @@ jobs:
             dependencies
           add-paths: |
             pyproject.toml
-            .pre-commit-config.yaml
+            prek.toml
             **/*.py
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
deleted file mode 100644
index a4ce996..0000000
--- a/.pre-commit-config.yaml
+++ /dev/null
@@ -1,40 +0,0 @@
-default_language_version:
-  python: python3
-
-default_stages: [pre-commit, pre-push]
-
-repos:
-  - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v5.0.0
-    hooks:
-      - id: check-added-large-files
-        args: ["--maxkb=1024"]
-      - id: check-case-conflict
-      - id: check-merge-conflict
-      - id: check-symlinks
-      - id: check-toml
-      - id: destroyed-symlinks
-      - id: end-of-file-fixer
-        exclude: '\.out$'
-      - id: forbid-submodules
-      - id: no-commit-to-branch
-        args: ['--pattern', '[^a-zA-Z0-9_\/-]']
-      - id: trailing-whitespace
-        exclude: '\.out$'
-
-  - repo: https://github.com/astral-sh/ruff-pre-commit
-    # Keep in sync with the ruff pin in pyproject.toml; update-ruff.yml bumps both.
-    rev: v0.16.5
-    hooks:
-      - id: ruff
-        exclude: '\.out$|^benches/'
-      # Run the Ruff formatter.
-      - id: ruff-format
-        args: [--check]
-        exclude: '\.out$|^benches/'
-
-  - repo: https://github.com/astral-sh/uv-pre-commit
-    # uv version.
-    rev: 0.8.14
-    hooks:
-      - id: uv-lock
diff --git a/AGENTS.md b/AGENTS.md
new file mode 100644
index 0000000..780f1bb
--- /dev/null
+++ b/AGENTS.md
@@ -0,0 +1,80 @@
+# src_method agent guide
+
+A pure-Python implementation of Successive Randomized Compression (SRC) for
+tensor networks. `apply` contracts and compresses MPO-MPS and MPO-MPO products,
+`compress` truncates a single MPO or MPS. Trains are plain lists of per-site
+NumPy arrays; MPS against MPO is inferred from the rank of the first site
+tensor, so there is no wrapper type.
+
+## Rules
+
+- Target Python 3.11-3.14. Type hints everywhere, `from __future__ import
+  annotations` at the top of every module.
+- Google-style docstrings without types (types live in the signature) on every
+  public function, class and module.
+- `ruff` is the source of truth for style: the formatter wraps at 88 columns
+  (`E501` only fires past 120), 4-space indent, the rule set in
+  `pyproject.toml`. Do not hand-format around it.
+- `snake_case` for functions and variables, `CamelCase` for classes. `N803` and
+  `N806` are off so that matrices can keep their mathematical names (`Q`, `R`,
+  `A`); that licence does not extend to anything else.
+- Comment invariants, contracts and non-obvious numerical choices only. Never
+  narrate the code.
+- Backend-agnostic code: go through `src_method.utils._backend` instead of
+  importing `numpy` or `cupy` directly in the algorithms, so CPU and GPU paths
+  stay in sync.
+- Log with `structlog` via `src_method.utils.logging_config`, never `print`.
+- **Run `uv run prek run --all-files` and the relevant tests before
+  pushing, and fix every finding.** `lint.yml` runs the same hooks in CI, so a
+  skipped lint is a red PR.
+- Changes to the API or to user-facing behavior -- developers included, e.g.
+  workflows or test layout -- belong in the docs and, when relevant, in
+  `README.md`. `docs/developer-guide/` covers versioning, dependencies and how
+  to write tests; read it before changing any of those.
+
+## Git and PRs
+
+- Commits and PR titles: `<type>(<optional scope>): <gitmoji> <description>`.
+  Types: `feat` (minor), `fix` (patch), `docs`, `style`, `refactor`, `test`,
+  `chore`; `!` for breaking changes.
+- Agent commits carry `Assisted-by: <harness>:<model>` and no `Co-authored-by`.
+- Prefix agent-authored PR descriptions and comments with
+  `:robot: _AI text below_ :robot:`.
+
+## Layout
+
+Package `src/src_method/`: `apply.py` and `compress.py` are the public entry
+points, `_tensor_train.py` holds the shared train helpers, `utils/_backend.py`
+the NumPy/CuPy dispatch and `utils/linalg.py` the decompositions. Tests in
+`tests/`, benchmarks in `benches/` with recorded results in
+`baseline-benchmarks/`, MkDocs sources in `docs/`, throwaway scripts in
+`sandbox/`.
+
+`src/src_method/_version.py` is generated by `hatch-vcs` -- never edit it.
+
+## Commands
+
+We use `uv` for environment management.
+
+```bash
+uv sync --all-groups --all-extras
+uv run prek install --prepare-hooks
+uv run pytest -m "not slow"    # fast suite
+uv run pytest                  # everything
+uv run ruff check src/ tests/
+uv run mkdocs serve
+```
+
+## Notes
+
+- `filterwarnings = ["error"]` is on: a stray warning fails the suite. Networks
+  with fewer than three sites intentionally warn and fall back to an exact SVD,
+  so those tests must assert the warning.
+- Markers: `slow` (>=1 minute) and `perf` (benchmark). Mark anything long, the
+  PR suite runs `-m "not slow"`.
+- GPU tests in `tests/test_gpu_backend.py` skip without CuPy; the GPU extras are
+  `gpu-nvidia` (CUDA) and `gpu-rocm`.
+- Array layouts follow the `quimb` conventions: MPO bulk tensors are
+  `('l', 'r', 'u', 'd')`, MPS bulk tensors `('l', 'r', 'u')`, boundary tensors
+  drop the outer bond index.
+- `apply` and `compress` are pure; never mutate the input arrays.
diff --git a/CLAUDE.md b/CLAUDE.md
new file mode 120000
index 0000000..47dc3e3
--- /dev/null
+++ b/CLAUDE.md
@@ -0,0 +1 @@
+AGENTS.md
\ No newline at end of file
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index b27d3cc..cd3766a 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -24,18 +24,21 @@ of sites, the `dtype`, and the error metric you used.
 ## Development setup
 
 The repository ships a [Dev Container](https://containers.dev/) configuration
-that installs every dependency and the `pre-commit` hooks for you. If you would
+that installs every dependency and the git hooks for you. If you would
 rather set things up by hand, you need [`uv`](https://docs.astral.sh/uv/):
 
 ```bash
 uv sync --all-groups --all-extras
-uv run pre-commit install --install-hooks
+uv run prek install --prepare-hooks
 ```
 
+If your clone still carries the old `pre-commit` shims, add `--force` to
+replace them.
+
 ## Quality gates
 
-All of these must pass before a pull request can be merged; `pre-commit` runs
-the first two automatically.
+All of these must pass before a pull request can be merged;
+[`prek`](https://github.com/j178/prek) runs the first two automatically.
 
 ```bash
 uv run ruff check src/ tests/       # lint
@@ -59,7 +62,7 @@ accuracy, not just the shapes.
 
 ## Code style
 
-The project targets Python 3.12+ and is checked with `ruff` under a strict rule
+The project targets Python 3.11+ and is checked with `ruff` under a strict rule
 set. Public functions carry type hints and Google-style docstrings without type
 annotations in the argument list. Keep lines within the configured limit and
 prefer clear code over clever code.
diff --git a/README.md b/README.md
index b87a34a..43a79bb 100644
--- a/README.md
+++ b/README.md
@@ -108,7 +108,7 @@ Once the code is locally available, you can open its containing folder in
 [Visual Studio Code]. The editor will then set up the [DevContainer] for you.
 The first time you open the folder the startup will take a few minutes. Once the
 process is done, you will have _all_ project dependencies installed, including
-`pre-commit` hooks.
+the git hooks.
 [Visual Studio Code] will be already configured with all the extensions helpful for Python development.
 
 > [!TIP]
@@ -140,8 +140,8 @@ If you use [direnv], the provided `.envrc` enters the shell automatically:
 direnv allow
 ```
 
-Unlike the DevContainer, the Nix shell does not install the `pre-commit` hooks for
-you. Run `pre-commit install --install-hooks` once after the first `nix develop`.
+Unlike the DevContainer, the Nix shell does not install the git hooks for
+you. Run `prek install --prepare-hooks` once after the first `nix develop`.
 
 ## Documentation
 
diff --git a/docs/index.md b/docs/index.md
index f88dfaa..8e77862 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -89,7 +89,7 @@ Once the code is locally available, you can open its containing folder in
 [Visual Studio Code]. The editor will then set up the [DevContainer] for you.
 The first time you open the folder the startup will take a few minutes. Once the
 process is done, you will have _all_ project dependencies installed, including
-`pre-commit` hooks.
+the git hooks.
 [Visual Studio Code] will be already configured with all the extensions helpful for Python development.
 
 **Note** that the order in which Visual Studio Code loads the extensions in the
diff --git a/prek.toml b/prek.toml
new file mode 100644
index 0000000..c64466a
--- /dev/null
+++ b/prek.toml
@@ -0,0 +1,42 @@
+default_language_version.python = "python3"
+default_stages = ["pre-commit", "pre-push"]
+
+[[repos]]
+repo = "builtin"
+hooks = [
+    { id = "check-added-large-files", args = [
+        "--maxkb=1024",
+    ] },
+    { id = "check-case-conflict" },
+    { id = "check-merge-conflict" },
+    { id = "check-symlinks" },
+    { id = "check-toml" },
+    { id = "destroyed-symlinks" },
+    { id = "end-of-file-fixer", exclude = "\\.out$" },
+    { id = "no-commit-to-branch", args = [
+        "--pattern",
+        "[^a-zA-Z0-9_/-]",
+    ] },
+    { id = "trailing-whitespace", exclude = "\\.out$" },
+]
+
+[[repos]]
+repo = "https://github.com/pre-commit/pre-commit-hooks"
+rev = "v5.0.0"
+hooks = [{ id = "forbid-submodules" }]
+
+[[repos]]
+# Keep in sync with the ruff pin in pyproject.toml; update-ruff.yml bumps both.
+repo = "https://github.com/astral-sh/ruff-pre-commit"
+rev = "v0.16.5"
+hooks = [
+    { id = "ruff-check", exclude = "\\.out$|^benches/" },
+    { id = "ruff-format", args = [
+        "--check",
+    ], exclude = "\\.out$|^benches/" },
+]
+
+[[repos]]
+repo = "https://github.com/astral-sh/uv-pre-commit"
+rev = "0.8.14"
+hooks = [{ id = "uv-lock" }]
diff --git a/pyproject.toml b/pyproject.toml
index 74c5f23..553e5f9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,7 +12,7 @@ description = "Successive Randomized Compression."
 readme = "README.md"
 license = "Apache-2.0"
 license-files = ["LICENSE", "NOTICE"]
-requires-python = ">=3.12,<3.15"
+requires-python = ">=3.11,<3.15"
 classifiers = [
   "Development Status :: 3 - Alpha",
   "Intended Audience :: Science/Research",
@@ -21,6 +21,7 @@ classifiers = [
   "Programming Language :: Python",
   "Programming Language :: Python :: 3",
   "Programming Language :: Python :: 3 :: Only",
+  "Programming Language :: Python :: 3.11",
   "Programming Language :: Python :: 3.12",
   "Programming Language :: Python :: 3.13",
   "Programming Language :: Python :: 3.14",
@@ -31,11 +32,7 @@ classifiers = [
   "Typing :: Typed",
 ]
 dynamic = ["version"]
-dependencies = [
-  "numpy>=2.4.4,<3",
-  "opt_einsum>=3.4.0",
-  "structlog>=25.5.0",
-]
+dependencies = ["numpy>=2.4.4,<3", "opt_einsum>=3.4.0", "structlog>=25.5.0"]
 
 
 [project.optional-dependencies]
@@ -71,7 +68,7 @@ test = [
 ]
 dev = [
   "scalene",
-  "pre-commit>=3",
+  "prek>=0.2.6",
   "ruff==0.16.5",
   "cyclopts>=3.20",
   { include-group = "test" },
@@ -159,7 +156,7 @@ exclude_also = [
 exclude = ["docs", "src/src_method/_version.py"]
 
 # Lint against the oldest supported interpreter, not the default one.
-target-version = "py312"
+target-version = "py311"
 
 [tool.ruff.format]
 # enable auto-formatting of code examples in docstrings
@@ -273,7 +270,7 @@ required-imports = ["from __future__ import annotations"]
 
 
 [tool.pyright]
-pythonVersion = "3.12"
+pythonVersion = "3.11"
 
 include = ["src/src_method/**/*.py"]
 
diff --git a/sonar-project.properties b/sonar-project.properties
index bdef5dc..2314d0f 100644
--- a/sonar-project.properties
+++ b/sonar-project.properties
@@ -3,7 +3,7 @@ sonar.organization=algorithmiq
 
 sonar.projectName=src-method
 sonar.python.coverage.reportPaths=coverage-*.xml
-sonar.python.version=3.11, 3.12, 3.13
+sonar.python.version=3.11, 3.12, 3.13, 3.14
 sonar.sources=src
 sonar.tests=tests
 sonar.verbose=true
diff --git a/uv.lock b/uv.lock
index bacfac4..6776ad1 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,9 +1,10 @@
 version = 1
 revision = 3
-requires-python = ">=3.12, <3.15"
+requires-python = ">=3.11, <3.15"
 resolution-markers = [
     "python_full_version >= '3.14'",
-    "python_full_version < '3.14'",
+    "python_full_version >= '3.12' and python_full_version < '3.14'",
+    "python_full_version < '3.12'",
 ]
 
 [[package]]
@@ -101,6 +102,11 @@ dependencies = [
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/c0/37/5628dd55bf2b34257fc7603f0fe97c40e3aaf24265f416a9c85c95ca1436/black-26.5.1.tar.gz", hash = "sha256:dd321f668053961824bcc1be1cc1df748b2d7e4fa28086b08331e577b0100a73", size = 679439, upload-time = "2026-05-18T16:53:36.107Z" }
 wheels = [
+    { url = "https://files.pythonhosted.org/packages/4b/96/3c3e09f09f44a37aac36b178a279cd19aa7001bd796187a7b162a294c81f/black-26.5.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:96ae2c733b2aabdd9986e2c5df628ff3473676cd1c5faded1ff496cf6d74083c", size = 1970639, upload-time = "2026-05-18T17:05:11.461Z" },
+    { url = "https://files.pythonhosted.org/packages/83/ea/5ad117b9ee3ecd933c712bcbae610006e5b7cc9f41c526cd7ed3b6c4124c/black-26.5.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:0e48b87e03bf109288e55cfceadcfa15ff5470aca2851a851950ed2926f450d7", size = 1792130, upload-time = "2026-05-18T17:05:12.983Z" },
+    { url = "https://files.pythonhosted.org/packages/06/3a/7c448bc623fcdfa96672531beb5a616ea5e64f6975955254d7731ffb0ad9/black-26.5.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5119fa92ae61f786e8c3662fd60aece1d0a2dd5cca5d0c79417a95e7a4272a59", size = 1846134, upload-time = "2026-05-18T17:05:14.506Z" },
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