diff --git a/CLAUDE.md b/CLAUDE.md
index 900278b..96721d7 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -114,24 +114,24 @@ soup train --config soup.yaml
 - Always run `ruff check soup_cli/ tests/` before committing
 - Always run `pytest tests/ -v` before committing
 
-## Release Checklist (обязательно при каждой фазе)
+## Release Checklist (required for every phase)
 
-При завершении каждой фазы/фичи — выполни **все** пункты по порядку:
+Complete **all** steps in order when finishing a phase or feature:
 
-1. **Код:** реализуй фичу, следуя конвенциям проекта
-2. **Тесты:** напиши тесты, добавь файл в таблицу тестов ниже
-3. **Lint:** `ruff check soup_cli/ tests/` — должен быть clean
-4. **Pytest:** `pytest tests/ -v --tb=short` — все тесты должны проходить
-5. **Версия:** обнови версию в `pyproject.toml` + `soup_cli/__init__.py`
-6. **CLAUDE.md:** обнови Architecture, таблицу тестов, любые новые секции
-7. **README.md:** добавь документацию новой фичи, обнови таблицу Features и All Commands
-8. **plan.md:** отметь фазу как ✅, обнови счётчик версии/тестов
-9. **Commit:** один коммит на фазу с описательным сообщением
+1. **Code:** implement the feature following project conventions
+2. **Tests:** write tests, add the test file to the test table below
+3. **Lint:** `ruff check soup_cli/ tests/` — must be clean
+4. **Pytest:** `pytest tests/ -v --tb=short` — all tests must pass
+5. **Version:** bump version in `pyproject.toml` + `soup_cli/__init__.py`
+6. **CLAUDE.md:** update Architecture, test table, and any new sections
+7. **README.md:** add documentation for the new feature, update Features and All Commands tables
+8. **plan.md:** mark the phase as complete, update version/test counters
+9. **Commit:** one commit per phase with a descriptive message
 10. **Push:** `git push origin main`
 11. **Tag:** `git tag v0.X.Y && git push origin v0.X.Y`
-12. **Release:** `gh release create v0.X.Y` с changelog (What's New, Install/Upgrade)
+12. **Release:** `gh release create v0.X.Y` with changelog (What's New, Install/Upgrade)
 
-**Не пропускай пункты.** Каждая фаза = полный цикл от кода до PyPI.
+**Do not skip steps.** Every phase = full cycle from code to PyPI.
 
 ## Publishing
 
diff --git a/plan.md b/plan.md
new file mode 100644
index 0000000..44380de
--- /dev/null
+++ b/plan.md
@@ -0,0 +1,57 @@
+# Soup — Roadmap
+
+**Repo:** https://github.com/MakazhanAlpamys/Soup
+**PyPI:** https://pypi.org/project/soup-cli/ (`pip install soup-cli`)
+**Version:** v0.10.0 | 611 tests | CI green
+
+### How to publish
+
+```bash
+# 1. Bump version in pyproject.toml + soup_cli/__init__.py
+# 2. Tag and push
+git tag v0.X.0
+git push --tags
+# GitHub Actions auto-publishes to PyPI
+```
+
+---
+
+## Completed (v0.1.0 – v0.10.0)
+
+All core CLI functionality is shipped:
+
+- **CLI:** init, train, chat, push, merge, export, eval, serve, sweep, diff, doctor, quickstart, ui, version
+- **Data:** inspect, validate, convert, merge, dedup, stats, generate
+- **Training:** SFT, DPO, GRPO, PPO/RLHF, Reward Model, LoRA/QLoRA, QAT, auto batch size, resume, DeepSpeed, W&B, Unsloth backend
+- **Multimodal:** `modality: vision`, LLaVA/ShareGPT4V, LLaMA-Vision/Qwen2-VL/Pixtral
+- **Serving:** OpenAI-compatible API, transformers + vLLM backends, SSE streaming, tensor parallelism
+- **Tracking:** SQLite experiment tracker, runs list/show/compare/delete
+- **Export:** GGUF (Ollama/llama.cpp), LoRA merge
+- **Web UI:** Dashboard, New Training, Data Explorer, Model Chat (FastAPI + SPA)
+- **UX:** friendly errors, --verbose, confirmation prompts, Rich progress bars
+- **Community:** CONTRIBUTING.md, CODE_OF_CONDUCT.md, SECURITY.md, examples/, FUNDING.yml, issue/PR templates, GitHub Discussions
+- **Tests:** 611 tests, 40 files, ruff lint, CI on Python 3.9/3.11/3.12
+
+---
+
+## Next
+
+- [ ] First post on Reddit (r/LocalLLaMA, r/MachineLearning)
+- [ ] Community building, content, marketing
+
+---
+
+## Future (when there's demand)
+
+- **Cloud Mode (BYOG)** — Modal/RunPod/Vast integration, cost estimator
+- **Managed Platform (SaaS)** — app.soup.dev, monetization (when 300+ stars)
+
+---
+
+## Principles
+
+1. **CLI-first** — everything works from the terminal; UI is a bonus
+2. **Zero config by default** — `soup train` with a minimal config just works
+3. **Fail fast, fail loud** — bad data or missing GPU = immediate, clear error
+4. **Open source core** — CLI is always free; monetize via managed service
+5. **Test-driven** — every feature has tests, written alongside the code