diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 0000000..1fc5e98
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,36 @@
+# Contributing
+
+## Setup
+
+```bash
+pip install -e ".[dev,ai]"
+```
+
+Use `.[dev]` only for core tests; AI module tests need `.[ai]` (torch). OpenRouter/Comfy steps need `OPENROUTER_API_KEY` in `.env` (see `.env.example`).
+
+## Code style
+
+- **Ruff** for lint and format (`ruff check .`, `ruff format .`)
+- Python **3.11+**, type hints on public APIs
+- CLI messages: direct English, no marketing tone (see `SOUL.md`)
+
+## Tests
+
+```bash
+pytest                  # full suite (may call local CLIs)
+pytest -m "not integration"   # fast subset for CI
+```
+
+Mark new external-tool tests with `@pytest.mark.integration`.
+
+## Adding a module
+
+See [MODULE_DEVELOPMENT.md](MODULE_DEVELOPMENT.md). Register in `imagepipeline/modules/__init__.py` and add param/behavior tests.
+
+## Pipelines
+
+Scripts in `pipelines/` are examples and shoot-specific recipes. Machine-local `INPUT` paths are intentional. Reset `CONTINUE_FROM` before sharing a script.
+
+## Commits
+
+Conventional Commits (`feat:`, `fix:`, `chore:`, …). One logical change per commit.
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..6a19352
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2026 Frank
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+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. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/README.md b/README.md
index 05410de..6268944 100644
--- a/README.md
+++ b/README.md
@@ -7,15 +7,19 @@ Each pipeline is a Python script that defines a DAG of processing steps. Every s
 ## Requirements
 
 - Python 3.11+
-- [ImageMagick](https://imagemagick.org/) (`magick` or `convert` on PATH)
+- [ImageMagick](https://imagemagick.org/) (`magick` or `convert` on PATH) — most pipelines
+- Optional CLIs per module: [G'MIC](https://gmic.eu/), [rembg](https://github.com/danielgatis/rembg), [darktable-cli](https://www.darktable.org/), GIMP (`gimp-console`)
 
 ## Installation
 
 ```bash
 cd /path/to/imagepipeline
-pip install -e ".[dev]"
+pip install -e ".[dev]"      # core + tests
+pip install -e ".[dev,ai]"   # + torch/numpy for AI modules
 ```
 
+Copy `.env.example` to `.env` and set `OPENROUTER_API_KEY` when using `openrouter_edit` or Comfy-related workflows.
+
 ## Quick Start
 
 Edit the input path in `pipelines/example_grayscale.py`, then run:
@@ -35,9 +39,11 @@ with Pipeline(name="my_run", input_dir=Path("/path/to/export")) as p:
     p.run()
 ```
 
+List registered modules: `imagepipeline list-modules`
+
 ## Output Structure
 
-Each run creates a folder like `my_run_20260527143022/`:
+Each run creates a folder like `my_run_20260527143022/` under `~/pipeline_output/` (or `output_base`):
 
 ```
 my_run_20260527143022/
@@ -50,6 +56,25 @@ my_run_20260527143022/
 
 Step folders are named `{module_name}_{nn}` by default (two-digit counter per module name). Pass optional `step_id="input_bokeh"` to `p.step()` for a custom folder name and step reference (see [docs/MODULE_DEVELOPMENT.md](docs/MODULE_DEVELOPMENT.md#step-folder-naming)).
 
+## Resume
+
+Pipelines support resuming interrupted runs:
+
+```python
+CONTINUE_FROM = Path("~/pipeline_output/my_run_260718120000")
+EXISTING_OUTPUTS = {"rembg_01": CONTINUE_FROM / "rembg_01"}
+
+with Pipeline(
+    name="my_run",
+    input_dir=INPUT,
+    continue_from=CONTINUE_FROM,
+    existing_outputs=EXISTING_OUTPUTS,
+) as p:
+    ...
+```
+
+Modules that change file extensions must implement `expected_output_filenames` so skip logic works (e.g. `rembg` → `.png`).
+
 ## Writing Pipelines
 
 Pipelines are plain Python scripts. Reference previous steps via `StepRef` objects returned by `p.step()`:
@@ -67,12 +92,27 @@ with Pipeline(name="colorsplash", input_dir=INPUT) as p:
 - Parameters are passed as kwargs and validated against each module's schema
 - Multiple uses of the same module get separate numbered folders
 
+Declarative building blocks for agents and humans: [RECIPES.md](RECIPES.md).
+
 ## Adding Modules
 
-See [docs/MODULE_DEVELOPMENT.md](docs/MODULE_DEVELOPMENT.md).
+See [docs/MODULE_DEVELOPMENT.md](docs/MODULE_DEVELOPMENT.md). Architecture overview: [docs/ARCHITECTURE.md](docs/ARCHITECTURE.md).
+
+## Development
+
+```bash
+ruff check .
+ruff format .
+pytest                      # full suite (uses local CLIs when present)
+pytest -m "not integration" # fast subset (CI default)
+```
+
+See [CONTRIBUTING.md](CONTRIBUTING.md).
 
 ## Tests
 
 ```bash
 pytest
 ```
+
+Optional AI tests require `pip install -e ".[ai]"`.
diff --git a/docs/ARCHITECTURE.md b/docs/ARCHITECTURE.md
new file mode 100644
index 0000000..c8b41c1
--- /dev/null
+++ b/docs/ARCHITECTURE.md
@@ -0,0 +1,59 @@
+# Architecture
+
+Imagepipeline is a small Python framework for defining **batch image pipelines** as DAGs. Each step is a registered module; each run writes numbered folders under a timestamped output root.
+
+## Layout
+
+```
+imagepipeline/
+├── core/           # Pipeline, runner, resume, manifest, params, logging
+├── modules/        # Processing steps (@register)
+├── utils/          # files, subprocess, gmic, gimp helpers
+├── ai/             # Optional torch models (HDRNet, Zero-DCE)
+└── cli.py          # `imagepipeline list-modules`
+
+pipelines/          # Runnable scripts (machine-local INPUT paths)
+tests/              # pytest suite
+docs/               # Developer docs
+workflows/comfy/    # ComfyUI workflow JSON (optional AI path)
+```
+
+## Execution flow
+
+1. **Define** — `Pipeline(name=..., input_dir=...)` collects `step()` calls (`StepDefinition` DAG).
+2. **Run** — `PipelineRunner` topologically sorts steps, matches inputs by filename stem, builds `ModuleContext`.
+3. **Resume** — `continue_from` / `existing_outputs` reuse prior run folders; modules declare `expected_output_filenames` when extensions change.
+4. **Manifest** — `pipeline_manifest.json` records steps, params, and paths.
+
+## Module contract
+
+Every module subclasses `BaseModule` or `SubprocessModule`:
+
+- `name`, `description`, `parameters()` schema
+- `run(ctx: ModuleContext)` writes into `ctx.output_dir`
+- Optional `expected_output_filenames()` for resume when output names differ from inputs
+- `check_dependencies()` for external CLI tools
+
+Registration happens via `@register` and eager import in `imagepipeline/modules/__init__.py`.
+
+## External tools
+
+Many modules shell out to CLIs (not Python packages):
+
+| Tool | Modules |
+|------|---------|
+| ImageMagick (`magick`/`convert`) | `imagemagick_*`, `composite`, `color_to_alpha`, `crop_square` |
+| G'MIC | `gmic`, `gmic_grayscale` |
+| rembg | `rembg` |
+| darktable-cli | `darktable_style` |
+| GIMP | `xcf_stack` |
+
+AI modules need `pip install -e ".[ai]"` (torch, numpy) and optionally API keys in `.env`.
+
+## Design choices
+
+- **Plain Python pipelines** — no YAML DSL; full control and easy resume constants in script.
+- **Stem matching** — multi-input steps align files by basename across step folders.
+- **Symlink input** — default run copies/symlinks source images into `input/` for reproducibility.
+
+See [MODULE_DEVELOPMENT.md](MODULE_DEVELOPMENT.md) for adding modules.