diff --git a/.cursor/rules/python-poetry.mdc b/.cursor/rules/python-poetry.mdc
deleted file mode 100644
index 484802d..0000000
--- a/.cursor/rules/python-poetry.mdc
+++ /dev/null
@@ -1,34 +0,0 @@
----
-description: Python 3.11 and Poetry conventions
-globs: "**/*.{py,toml}"
-alwaysApply: false
----
-
-# Python and Poetry
-
-- Runtime: **Python 3.11+** via Poetry (`pyproject.toml`).
-- Run scripts: `poetry run python ...`
-- Add dependencies: `poetry add <package>` (not pip install into the global env).
-
-## Style
-
-- Prefer type hints on public functions.
-- Short English docstrings for non-obvious business logic.
-- Match existing module style when extending code.
-
-## Libraries
-
-Use dependencies declared in `pyproject.toml` (pandas, polars, yfinance, etc.) as directed by the **feature spec**, not by default habit.
-
-## Financial domain
-
-- **No look-ahead bias:** only data available on or before the decision `as_of_date`.
-- Document `as_of_date`, data sources, and formula versions in the feature spec when adding metrics.
-
-## Tooling
-
-No project-wide tests or linter unless configured in `pyproject.toml`. Do not add heavy CI scaffolding unless requested.
-
-## Network
-
-`yfinance` and external APIs require network access; handle failures explicitly in implementation specs.
diff --git a/.cursor/rules/python-uv.mdc b/.cursor/rules/python-uv.mdc
new file mode 100644
index 0000000..88d9927
--- /dev/null
+++ b/.cursor/rules/python-uv.mdc
@@ -0,0 +1,35 @@
+---
+description: Python 3.11 and uv workspace conventions
+globs: **/*.py
+alwaysApply: false
+---
+
+# Python and uv
+
+- Runtime: **Python 3.11+** via uv (`pyproject.toml` workspace + `uv.lock`).
+- Install: `uv sync --group dev` or `make install`.
+- Run scripts: `uv run <script>` or `uv run python ...`
+- Add dependencies on the owning member (`credit/pyproject.toml` or `investing/pyproject.toml`), then `uv lock` / `uv sync`. Do not pip-install into the global env.
+
+## Style
+
+- Prefer type hints on public functions.
+- Short English docstrings for non-obvious business logic.
+- Match existing module style when extending code.
+
+## Libraries
+
+Use dependencies declared in the relevant member `pyproject.toml` (pandas, yfinance, etc.) as directed by the **feature spec**, not by default habit.
+
+## Financial domain
+
+- **No look-ahead bias:** only data available on or before the decision `as_of_date`.
+- Document `as_of_date`, data sources, and formula versions in the feature spec when adding metrics.
+
+## Tooling
+
+No project-wide tests or linter unless configured in root `pyproject.toml`. Do not add heavy CI scaffolding unless requested.
+
+## Network
+
+`yfinance` and external APIs require network access; handle failures explicitly in implementation specs.
diff --git a/.cursor/skills/commit-split/CONVENTION.md b/.cursor/skills/commit-split/CONVENTION.md
index 4bc65b5..2a5cb4e 100644
--- a/.cursor/skills/commit-split/CONVENTION.md
+++ b/.cursor/skills/commit-split/CONVENTION.md
@@ -71,7 +71,7 @@ feat(universe): filter banks via SIC codes
 
 fix(scores): exclude rows with EV <= 0 from EY rank
 
-build: bump pandas in poetry lockfile
+build: bump pandas in uv lockfile
 ```
 
 ## Merge / revert (do not rewrite)
diff --git a/.cursor/skills/commit-split/SKILL.md b/.cursor/skills/commit-split/SKILL.md
index 07cb502..c4f791c 100644
--- a/.cursor/skills/commit-split/SKILL.md
+++ b/.cursor/skills/commit-split/SKILL.md
@@ -110,13 +110,13 @@ make lint     # ruff check + format --check (must exit 0)
 make test     # pytest with coverage (must exit 0)
 ```
 
-If `make` is unavailable, use the equivalent Poetry targets from the repo `Makefile`:
+If `make` is unavailable, use the equivalent uv targets from the repo `Makefile`:
 
 ```bash
-poetry run ruff format .
-poetry run ruff check .
-poetry run ruff format --check .
-poetry run pytest --cov=smartwealthai --cov-report=term-missing
+uv run ruff format .
+uv run ruff check .
+uv run ruff format --check .
+uv run pytest --cov=investing --cov=credit --cov-report=term-missing
 ```
 
 ### When format changes the working tree
@@ -165,7 +165,7 @@ git status
 
 ## Dependency files
 
-`pyproject.toml` and `poetry.lock` are **tracked** (not in `.gitignore`). When they change, prefer a dedicated `build:` or `chore:` commit unless the user folds them into another approved row.
+`pyproject.toml` and `uv.lock` are **tracked** (not in `.gitignore`). When they change, prefer a dedicated `build:` or `chore:` commit unless the user folds them into another approved row.
 
 ## Safety
 
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index 2ebc07f..473ce45 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -25,7 +25,7 @@
       }
     }
   },
-  "postCreateCommand": "pipx install poetry && poetry config virtualenvs.in-project true && poetry install && bash .devcontainer/install-env-hook.sh",
+  "postCreateCommand": "curl -LsSf https://astral.sh/uv/install.sh | sh && export PATH=\"$HOME/.local/bin:$PATH\" && uv sync --group dev && bash .devcontainer/install-env-hook.sh",
   "remoteEnv": {
     "SIMFIN_API_KEY": "${localEnv:SIMFIN_API_KEY}"
   }
diff --git a/.github/workflows/pr-ci.yml b/.github/workflows/pr-ci.yml
index 43966b7..7a82429 100644
--- a/.github/workflows/pr-ci.yml
+++ b/.github/workflows/pr-ci.yml
@@ -21,16 +21,11 @@ jobs:
       - name: Checkout
         uses: actions/checkout@v4
 
-      - name: Set up Python
-        uses: actions/setup-python@v5
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
         with:
           python-version: "3.11"
 
-      - name: Install Poetry
-        uses: snok/install-poetry@76e04a911780d5b312d89783f7b1cd627778900a
-        with:
-          virtualenvs-in-project: true
-
       - name: Install dependencies
         run: make install
 
@@ -40,7 +35,7 @@ jobs:
       - name: Test with coverage
         # Match [tool.coverage.run]: both packages + branch=true (mixing CLI
         # statement-only --cov with pyproject branch data fails combine).
-        run: poetry run pytest --cov=investing --cov=credit --cov-branch --cov-report=term-missing --cov-report=xml
+        run: uv run pytest --cov=investing --cov=credit --cov-branch --cov-report=term-missing --cov-report=xml
 
       - name: Upload coverage to Codecov
         uses: codecov/codecov-action@v5
diff --git a/AGENTS.md b/AGENTS.md
index d7fbdc2..d771d6a 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -51,25 +51,26 @@ Write all code, comments, docstrings, documentation, commits, and PR text in **E
 
 ## Runtime
 
-- **Python:** 3.11+ (`requires-python = "^3.11"` in `pyproject.toml`)
-- **Dependencies:** Poetry
+- **Python:** 3.11+ (`requires-python = ">=3.11,<4.0"` in root `pyproject.toml`)
+- **Dependencies:** uv workspace (`uv sync --frozen --group dev` / `make install`); members `credit` + `investing` ([ADR-0005](docs/adr/0005-poetry-to-uv-workspace.md)). CI and `make install` use `--frozen` so installs match `uv.lock`.
 
 ```bash
-poetry env use python3.11
-poetry install
-poetry run pytest
+uv sync --frozen --group dev
+uv run pytest
 ```
 
 ### MLflow (demo pipeline runs)
 
-`mlflow-skinny` is a Poetry dependency (`poetry install` is enough for logging). No local MLflow UI server is required for #61.
+`mlflow-skinny` is a uv dependency (`uv sync` is enough for logging). No local MLflow UI server is required for #61.
 
 ```bash
-export MLFLOW_TRACKING_URI="file://$(pwd)/mlruns"   # default if unset
-export MLFLOW_ALLOW_FILE_STORE=true                 # required for file:// with MLflow 3.14+ (set automatically by score-universe)
+# Usually do NOT export — code defaults to file://$(pwd)/mlruns.
+# When you do export, expand pwd on the current machine (never hardcode /workspaces/...):
+export MLFLOW_TRACKING_URI="file://$(pwd)/mlruns"
+export MLFLOW_ALLOW_FILE_STORE=true   # required for file:// with MLflow 3.14+ (set automatically by score-universe)
 ```
 
-Logged by `score-universe` after ranking/portfolio construction ([#61](https://github.com/JLaborda/SmartWealthAI/issues/61)).
+Logged by `score-universe` after ranking/portfolio construction ([#61](https://github.com/JLaborda/SmartWealthAI/issues/61)). After switching Dev Container ↔ Mac host, if MLflow hits a read-only `/workspaces` path: first `unset MLFLOW_TRACKING_URI` (or set it to `file://$(pwd)/mlruns`), and confirm the tracking URI points at a writable path under the repo (or your intended store). Prefer correcting the URI over deleting. Only if local `mlruns/` is clearly corrupted or still points at an unusable absolute `/workspaces` artifact location — and you accept losing those local runs — then remove or recreate that directory.
 
 To view runs on a remote tracking server (e.g. EC2 Docker), set `MLFLOW_TRACKING_URI` to that server **before** `score-universe` and use a shared artifact store (e.g. S3). Local `mlruns/` are not visible to a remote server unless you log there at run time.
 
@@ -83,7 +84,7 @@ Active pipeline for the June 30 demo slice. Requires `SIMFIN_API_KEY` (never com
 
 ```bash
 export SIMFIN_API_KEY="<from user secrets>"
-poetry run download-simfin
+uv run download-simfin
 ```
 
 Spec: [`investing/docs/features/etl-data-lake.md`](investing/docs/features/etl-data-lake.md). Operator guide: [`investing/docs/guides/download-simfin.md`](investing/docs/guides/download-simfin.md). Delivery target: [`investing/docs/demo-slice.md`](investing/docs/demo-slice.md).
@@ -92,7 +93,7 @@ Spec: [`investing/docs/features/etl-data-lake.md`](investing/docs/features/etl-d
 
 ```bash
 export SEC_IDENTITY="Your Name your@email.com"
-poetry run download-fundamentals --universe dow30
+uv run download-fundamentals --universe dow30
 ```
 
 Guide: [`investing/docs/guides/download-fundamentals.md`](investing/docs/guides/download-fundamentals.md).
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 943c42a..8f9bae2 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -23,16 +23,16 @@ First public release: the **June 30 demo slice** — a runnable Greenblatt-style
 
 ### Requirements
 
-- Python 3.11+, Poetry.
+- Python 3.11+, uv.
 - `SIMFIN_API_KEY` for live data download (see [download-simfin guide](docs/mvp/guides/download-simfin.md)).
 
 ### Quickstart
 
 ```bash
-poetry install
+uv sync
 export SIMFIN_API_KEY="<your key>"
-poetry run run-demo-pipeline --run-date 2026-06-18
-poetry run run-dashboard --data-dir data --run-date 2026-06-18
+uv run run-demo-pipeline --run-date 2026-06-18
+uv run run-dashboard --data-dir data --run-date 2026-06-18
 ```
 
 ### Known gaps (phase 2)
diff --git a/CONTEXT-MAP.md b/CONTEXT-MAP.md
index 0995632..50fff06 100644
--- a/CONTEXT-MAP.md
+++ b/CONTEXT-MAP.md
@@ -13,7 +13,7 @@ Top-level folders are **products/domains**, not technical layers:
 | `fraud/` | Fraud detection (future — create when that module starts) |
 | `platform/` | Shared infra (Terraform, AWS, shared API) — **only after** domain demos work locally |
 
-**Packaging:** one Poetry project / one `poetry install`. Register `investing` and `credit` as packages (`investing/src`, `credit/src`) with PEP 621 scripts. Poetry→uv is a later isolated tooling PR (#182). Do not put a second `pyproject.toml` under domain folders in this phase.
+**Packaging:** root uv workspace (`uv sync`); members `credit` + `investing` with PEP 621 scripts under `credit/src` and `investing/src` ([ADR-0005](docs/adr/0005-poetry-to-uv-workspace.md), #182). Lean per-domain deps: #183.
 
 Do **not** put shared `ingest/`, `benchmarks/`, or `serving/` at the repo root as peers of domains.
 
diff --git a/Makefile b/Makefile
index 465f5f6..1bc81ce 100644
--- a/Makefile
+++ b/Makefile
@@ -1,23 +1,23 @@
 .PHONY: install lint test download-fundamentals format platform-tf-check
 
 install:
-	poetry install --with dev
+	uv sync --frozen --group dev
 
 lint:
-	poetry run ruff check .
-	poetry run ruff format --check .
+	uv run ruff check .
+	uv run ruff format --check .
 
 test:
-	poetry run pytest --cov=investing --cov=credit --cov-branch --cov-report=term-missing
+	uv run pytest --cov=investing --cov=credit --cov-branch --cov-report=term-missing
 
 # Requires SEC_IDENTITY in the environment. See investing/docs/guides/download-fundamentals.md
 download-fundamentals:
-	poetry run download-fundamentals --universe dow30
+	uv run download-fundamentals --universe dow30
 
 # formatting command
 format:
-	poetry run ruff format .
+	uv run ruff format .
 
 # Terraform fmt + validate for credit CSS serve demo (no apply; no AWS creds required).
 platform-tf-check:
-	cd platform/terraform/credit-css-serve-demo && terraform fmt -check -recursive && terraform init -backend=false -input=false && terraform validate
\ No newline at end of file
+	cd platform/terraform/credit-css-serve-demo && terraform fmt -check -recursive && terraform init -backend=false -input=false && terraform validate
diff --git a/README.md b/README.md
index 128f1bd..27741a6 100644
--- a/README.md
+++ b/README.md
@@ -25,17 +25,17 @@ Greenblatt-style ranking on US equities: SimFin → PIT lake → ROC + EY → to
 ### Quickstart (investing demo)
 
 ```bash
-poetry install
+uv sync
 export SIMFIN_API_KEY="<from user secrets>"
-poetry run run-demo-pipeline --run-date 2026-06-18
-poetry run run-dashboard --data-dir data --run-date 2026-06-18
+uv run run-demo-pipeline --run-date 2026-06-18
+uv run run-dashboard --data-dir data --run-date 2026-06-18
 ```
 
 See [`investing/README.md`](investing/) and [`investing/docs/demo-slice.md`](investing/docs/demo-slice.md).
 
 ### Tech stack (investing)
 
-* **Language:** Python 3.11+ · **Deps:** Poetry (uv migration — #182)
+* **Language:** Python 3.11+ · **Deps:** uv workspace ([ADR-0005](docs/adr/0005-poetry-to-uv-workspace.md))
 * **Data:** SimFin bulk · **Libs:** pandas, simfin, yfinance, streamlit, mlflow-skinny
 
 ---
@@ -49,7 +49,7 @@ Application **CSS**: public demo data → application mart → scoring → rank
 ## Roadmap (portfolio)
 
 1. **Credit** — chapter 6 OptBinning scorecard, monitoring, explainability (as scheduled).
-2. **Tooling** — Poetry → uv workspace (#182) + domain deps / CI matrix (#183).
+2. **Tooling** — Domain deps / CI matrix (#183) after uv workspace ([#182](https://github.com/JLaborda/SmartWealthAI/issues/182), [ADR-0005](docs/adr/0005-poetry-to-uv-workspace.md)).
 3. **`platform/`** — Terraform / AWS; orchestrator choice open (Airflow vs EventBridge/ECS vs Prefect).
 4. Optional: Spec Kit (#178); fraud module.
 
diff --git a/credit/Dockerfile b/credit/Dockerfile
index 95ed305..2763231 100644
--- a/credit/Dockerfile
+++ b/credit/Dockerfile
@@ -4,6 +4,8 @@
 
 FROM python:3.11-slim-bookworm
 
+COPY --from=ghcr.io/astral-sh/uv:0.13.1 /uv /uvx /bin/
+
 WORKDIR /app
 
 # System deps for xgboost / scipy wheels when needed.
@@ -11,13 +13,18 @@ RUN apt-get update \
     && apt-get install -y --no-install-recommends build-essential \
     && rm -rf /var/lib/apt/lists/*
 
-COPY pyproject.toml poetry.lock README.md ./
-COPY src ./src
+ENV UV_COMPILE_BYTECODE=1 \
+    UV_LINK_MODE=copy \
+    UV_NO_DEV=1
+
+COPY pyproject.toml uv.lock README.md ./
 COPY credit ./credit
+# Workspace lockfile needs sibling member metadata present.
+COPY investing/pyproject.toml investing/pyproject.toml
+
+RUN uv sync --frozen --no-dev --package credit --no-editable
 
-RUN pip install --no-cache-dir poetry \
-    && poetry config virtualenvs.create false \
-    && poetry install --only main --no-ansi --no-interaction
+ENV PATH="/app/.venv/bin:$PATH"
 
 # Default: batch score. Mount mart + artifact + output dir at runtime.
 # See credit/README.md for a one-liner docker run.
diff --git a/credit/Dockerfile.serve b/credit/Dockerfile.serve
index 1a14854..d228ec5 100644
--- a/credit/Dockerfile.serve
+++ b/credit/Dockerfile.serve
@@ -9,21 +9,26 @@
 
 FROM python:3.11-slim-bookworm
 
+COPY --from=ghcr.io/astral-sh/uv:0.13.1 /uv /uvx /bin/
+
 WORKDIR /app
 
 RUN apt-get update \
     && apt-get install -y --no-install-recommends build-essential \
     && rm -rf /var/lib/apt/lists/*
 
-COPY pyproject.toml poetry.lock README.md ./
-COPY src ./src
+ENV UV_COMPILE_BYTECODE=1 \
+    UV_LINK_MODE=copy \
+    UV_NO_DEV=1
+
+COPY pyproject.toml uv.lock README.md ./
 COPY credit ./credit
+COPY investing/pyproject.toml investing/pyproject.toml
 
-RUN pip install --no-cache-dir poetry \
-    && poetry config virtualenvs.create false \
-    && poetry install --only main --no-ansi --no-interaction
+RUN uv sync --frozen --no-dev --package credit --no-editable
 
-ENV CREDIT_PIPELINE_ARTIFACT=/artifact/pipeline.joblib
+ENV PATH="/app/.venv/bin:$PATH" \
+    CREDIT_PIPELINE_ARTIFACT=/artifact/pipeline.joblib
 EXPOSE 8000
 
 # Factory loads artifact from CREDIT_PIPELINE_ARTIFACT at startup.
diff --git a/credit/Dockerfile.serve.demo b/credit/Dockerfile.serve.demo
index 669170b..ed52101 100644
--- a/credit/Dockerfile.serve.demo
+++ b/credit/Dockerfile.serve.demo
@@ -9,23 +9,28 @@
 
 FROM python:3.11-slim-bookworm
 
+COPY --from=ghcr.io/astral-sh/uv:0.13.1 /uv /uvx /bin/
+
 WORKDIR /app
 
 RUN apt-get update \
     && apt-get install -y --no-install-recommends build-essential \
     && rm -rf /var/lib/apt/lists/*
 
-COPY pyproject.toml poetry.lock README.md ./
-COPY src ./src
+ENV UV_COMPILE_BYTECODE=1 \
+    UV_LINK_MODE=copy \
+    UV_NO_DEV=1
+
+COPY pyproject.toml uv.lock README.md ./
 COPY credit ./credit
+COPY investing/pyproject.toml investing/pyproject.toml
 
-RUN pip install --no-cache-dir poetry \
-    && poetry config virtualenvs.create false \
-    && poetry install --only main --no-ansi --no-interaction
+RUN uv sync --frozen --no-dev --package credit --no-editable
 
 # Baked hermetic fit output (gitignored under credit/demo_artifact/).
 COPY credit/demo_artifact/pipeline.joblib /artifact/pipeline.joblib
-ENV CREDIT_PIPELINE_ARTIFACT=/artifact/pipeline.joblib
+ENV PATH="/app/.venv/bin:$PATH" \
+    CREDIT_PIPELINE_ARTIFACT=/artifact/pipeline.joblib
 EXPOSE 8000
 
 CMD ["uvicorn", "credit.api:create_app", "--factory", "--host", "0.0.0.0", "--port", "8000"]
diff --git a/credit/README.md b/credit/README.md
index 4d32e91..6e80518 100644
--- a/credit/README.md
+++ b/credit/README.md
@@ -18,7 +18,7 @@ No live bank BFSI data. Book sample (AMEX-shaped) is in Git LFS at [`credit/data
 
 ```bash
 git lfs pull --include="credit/data/*"
-poetry run credit-css build-application-mart \
+uv run credit-css build-application-mart \
   --source credit/data/train_df_sample.pkl \
   --output-dir data/credit/application_mart \
   --application-id-column customer_ID \
@@ -34,11 +34,11 @@ poetry run credit-css build-application-mart \
 After staging raw extracts (see [`credit/data/README.md`](data/README.md)):
 
 ```bash
-poetry run credit-css build-competition-mart \
+uv run credit-css build-competition-mart \
   --source-kind amex \
   --raw-dir data/credit/raw/amex \
   --output-dir data/credit/application_mart/amex
-poetry run credit-css build-competition-mart \
+uv run credit-css build-competition-mart \
   --source-kind home_credit \
   --raw-dir data/credit/raw/home_credit \
   --output-dir data/credit/application_mart/home_credit
@@ -55,7 +55,7 @@ poetry run credit-css build-competition-mart \
 Mart parquet under `data/credit/` is gitignored. Fixture CSV path remains the hermetic CI default:
 
 ```bash
-poetry run credit-css build-application-mart \
+uv run credit-css build-application-mart \
   --source credit/tests/fixtures/application_source/applications.csv \
   --output-dir data/credit/application_mart
 ```
@@ -65,7 +65,7 @@ poetry run credit-css build-application-mart \
 Hermetic fixture (CI):
 
 ```bash
-poetry run credit-css build-application-mart \
+uv run credit-css build-application-mart \
   --source credit/tests/fixtures/scoring_mart/applications.csv \
   --output-dir /tmp/credit_mart \
   --application-id-column customer_ID \
@@ -75,13 +75,13 @@ poetry run credit-css build-application-mart \
 
 export MLFLOW_TRACKING_URI="file://$(pwd)/mlruns"
 export MLFLOW_ALLOW_FILE_STORE=true
-poetry run credit-css fit \
+uv run credit-css fit \
   --mart /tmp/credit_mart/application_mart.parquet \
   --output-dir /tmp/credit_artifact \
   --application-id-column customer_ID \
   --target-column target
 
-poetry run credit-css score \
+uv run credit-css score \
   --artifact /tmp/credit_artifact/pipeline.joblib \
   --mart /tmp/credit_mart/application_mart.parquet \
   --output /tmp/credit_scores.parquet
@@ -115,12 +115,12 @@ Operator path: **fit → set artifact env → serve → curl**. The API loads th
 
 ```bash
 # 1) Fit (hermetic fixture shown; any application mart works)
-poetry run credit-css build-application-mart \
+uv run credit-css build-application-mart \
   --source credit/tests/fixtures/scoring_mart/applications.csv \
   --output-dir /tmp/credit_mart \
   --application-id-column customer_ID \
   --target-column target --bad-value 1 --good-value 0
-poetry run credit-css fit \
+uv run credit-css fit \
   --mart /tmp/credit_mart/application_mart.parquet \
   --output-dir /tmp/credit_artifact \
   --application-id-column customer_ID --target-column target \
@@ -130,8 +130,8 @@ poetry run credit-css fit \
 export CREDIT_PIPELINE_ARTIFACT=/tmp/credit_artifact/pipeline.joblib
 
 # 3) Serve
-poetry run credit-css-serve
-# or: poetry run uvicorn credit.api:create_app --factory --host 0.0.0.0 --port 8000
+uv run credit-css-serve
+# or: uv run uvicorn credit.api:create_app --factory --host 0.0.0.0 --port 8000
 
 # 4) Curl (example payloads from the scoring fixture — not data/credit/)
 curl -s localhost:8000/health
@@ -162,17 +162,17 @@ Default path reproduces the same develop/holdout split as `fit`. Writes `psi_rep
 **Stable** (develop vs holdout):
 
 ```bash
-poetry run credit-css build-application-mart \
+uv run credit-css build-application-mart \
   --source credit/tests/fixtures/psi_mart/applications.csv \
   --output-dir /tmp/credit_mart_psi \
   --application-id-column customer_ID \
   --target-column target --bad-value 1 --good-value 0
-poetry run credit-css fit \
+uv run credit-css fit \
   --mart /tmp/credit_mart_psi/application_mart.parquet \
   --output-dir /tmp/credit_artifact_psi \
   --application-id-column customer_ID --target-column target \
   --skip-mlflow
-poetry run credit-css psi \
+uv run credit-css psi \
   --mart /tmp/credit_mart_psi/application_mart.parquet \
   --artifact /tmp/credit_artifact_psi/pipeline.joblib \
   --output-dir /tmp/credit_psi_stable
@@ -181,7 +181,7 @@ poetry run credit-css psi \
 **Synthetic drift** (forced red on shifted top-IV features):
 
 ```bash
-poetry run credit-css psi \
+uv run credit-css psi \
   --mart /tmp/credit_mart_psi/application_mart.parquet \
   --artifact /tmp/credit_artifact_psi/pipeline.joblib \
   --output-dir /tmp/credit_psi_drift \
@@ -205,19 +205,19 @@ Optional `--reference` / `--recent` override the default batches; `--stable-thre
 
 ## Packaging
 
-One Poetry project at repo root: `credit` is a second installable package
-(`credit/src/credit`) beside investing — `poetry install` is enough.
+One uv workspace at repo root: `credit` is a second installable package
+(`credit/src/credit`) beside investing — `uv sync` is enough.
 
 CLI (package scaffold [#143](https://github.com/JLaborda/SmartWealthAI/issues/143); mart stage [#144](https://github.com/JLaborda/SmartWealthAI/issues/144)):
 
 ```bash
-poetry run credit-css --help
-poetry run credit-css build-application-mart \
+uv run credit-css --help
+uv run credit-css build-application-mart \
   --source credit/tests/fixtures/application_source/applications.csv \
   --output-dir data/credit/application_mart
-poetry run credit-css fit --help
-poetry run credit-css score --help
-poetry run python -m credit build-application-mart --help
+uv run credit-css fit --help
+uv run credit-css score --help
+uv run python -m credit build-application-mart --help
 ```
 
 Hermetic CI uses fixtures under `credit/tests/fixtures/` (including `scoring_mart/` for #145). The mart README sidecar documents **target** → **bad**/**good** and the develop/holdout policy.
diff --git a/credit/data/README.md b/credit/data/README.md
index 605b967..e65e9f0 100644
--- a/credit/data/README.md
+++ b/credit/data/README.md
@@ -29,27 +29,27 @@ data/credit/raw/home_credit/
 
 ### Operator steps (local)
 
-Prereq: Poetry installs the `kaggle` CLI (`poetry run kaggle`). Credentials: `~/.kaggle/kaggle.json` or `KAGGLE_USERNAME` / `KAGGLE_KEY`. Accept each competition’s Rules on the website first. Disk: AMEX raw zip is ~20 GB before unzip/parquet.
+Prereq: uv installs the `kaggle` CLI (`uv run kaggle`). Credentials: `~/.kaggle/kaggle.json` or `KAGGLE_USERNAME` / `KAGGLE_KEY`. Accept each competition’s Rules on the website first. Disk: AMEX raw zip is ~20 GB before unzip/parquet.
 
 ```bash
 # Home Credit
 mkdir -p data/credit/raw/home_credit
-poetry run kaggle competitions download -c home-credit-default-risk -p data/credit/raw/home_credit
-poetry run credit-css stage-competition-extract \
+uv run kaggle competitions download -c home-credit-default-risk -p data/credit/raw/home_credit
+uv run credit-css stage-competition-extract \
   --source data/credit/raw/home_credit/home-credit-default-risk.zip \
   --dest-dir data/credit/raw/home_credit
 
 # AMEX (Competition Use Only — local private use; do not redistribute)
 mkdir -p data/credit/raw/amex
-poetry run kaggle competitions download -c amex-default-prediction -p data/credit/raw/amex
-poetry run credit-css stage-competition-extract \
+uv run kaggle competitions download -c amex-default-prediction -p data/credit/raw/amex
+uv run credit-css stage-competition-extract \
   --source data/credit/raw/amex/amex-default-prediction.zip \
   --dest-dir data/credit/raw/amex
 # After unzip, convert large CSVs (paths may vary if nested):
-poetry run credit-css convert-amex-extract \
+uv run credit-css convert-amex-extract \
   --source data/credit/raw/amex/train_data.csv \
   --output data/credit/raw/amex/train_data.parquet
-poetry run credit-css convert-amex-extract \
+uv run credit-css convert-amex-extract \
   --source data/credit/raw/amex/test_data.csv \
   --output data/credit/raw/amex/test_data.parquet
 ```
@@ -62,13 +62,13 @@ Given raw extracts above, build validated application marts (one row per applica
 
 ```bash
 # AMEX: statement parquet + train_labels → customer-level mart
-poetry run credit-css build-competition-mart \
+uv run credit-css build-competition-mart \
   --source-kind amex \
   --raw-dir data/credit/raw/amex \
   --output-dir data/credit/application_mart/amex
 
 # Home Credit: application_train pass-through (bureau joins later)
-poetry run credit-css build-competition-mart \
+uv run credit-css build-competition-mart \
   --source-kind home_credit \
   --raw-dir data/credit/raw/home_credit \
   --output-dir data/credit/application_mart/home_credit
@@ -87,7 +87,7 @@ Hermetic CI uses `credit/tests/fixtures/` (tiny AMEX statements + Home Credit ap
 
 ```bash
 git lfs pull --include="credit/data/*"
-poetry run credit-css build-application-mart \
+uv run credit-css build-application-mart \
   --source credit/data/train_df_sample.pkl \
   --output-dir data/credit/application_mart \
   --application-id-column customer_ID \
diff --git a/credit/docs/features/css-chapter5-mart-and-scoring.md b/credit/docs/features/css-chapter5-mart-and-scoring.md
index 6e4fd40..a4e9aef 100644
--- a/credit/docs/features/css-chapter5-mart-and-scoring.md
+++ b/credit/docs/features/css-chapter5-mart-and-scoring.md
@@ -13,16 +13,16 @@ The portfolio needs a demonstrable **application credit scoring** slice with rea
 
 ## Solution
 
-Deliver chapter 5 of the book as a real `credit` Poetry package and CLIs (local, no Airflow/AWS yet):
+Deliver chapter 5 of the book as a real `credit` Python package and CLIs (local, no Airflow/AWS yet):
 
-1. Register the `credit` package in the monorepo Poetry project.
+1. Register the `credit` package in the monorepo uv workspace.
 2. Build a validated **application mart** from public demo data: book sample (smoke/hermetic) plus official **AMEX** and **Home Credit** **raw competition extracts** (local Kaggle CLI; FICO HELOC later).
 3. Train a scratch pipeline (WOE/IV → XGBoost → probability → **credit score** with book scaling) and report **AUC** + **KS** on holdout; **rank-only** (no approve/decline cutoff). Serious training targets competition-backed marts; fixtures/book remain CI/smoke.
 
 ## User Stories
 
 1. As a hiring manager, I want a top-level `credit/` domain with a runnable CSS path, so that the portfolio shows credit risk work at a glance.
-2. As a developer, I want a single `poetry install` to include the `credit` package, so that I do not maintain a second environment.
+2. As a developer, I want a single `uv sync` to include the `credit` package, so that I do not maintain a second environment.
 3. As a developer, I want a credit CLI entry point, so that I can discover and run CSS stages like investing CLIs.
 4. As a credit analyst, I want an **application mart** with one row per application, so that modeling uses a stable table.
 5. As a credit analyst, I want the mart README to document which column is the **target** and which value means **bad**, so that default semantics are honest for public demo data.
@@ -48,7 +48,7 @@ Deliver chapter 5 of the book as a real `credit` Poetry package and CLIs (local,
 
 ## Implementation Decisions
 
-- **Packaging:** One Poetry project; add `credit` as a second package beside investing; credit CLIs via project scripts.
+- **Packaging:** One uv workspace; add `credit` as a second package beside investing; credit CLIs via project scripts.
 - **Primary test seam (PR1):** a single `build_application_mart(...)` (or equivalent) function that takes a local source path and returns a result with mart rows written, target→bad/good mapping metadata, and retained/rejected counts. CLI is a thin wrapper.
 - **Demo data:** book sample (LFS) = smoke/hermetic + notebook fidelity; **priority path** = official AMEX + Home Credit raw extracts under `data/credit/raw/{amex,home_credit}/` (gitignored); local AMEX CSV→parquet conversion under our control; **FICO HELOC later** (documented only). Never imply live BFSI. No Kaggle leaderboard submissions in this slice. No S3/DVC in MVP.
 - **Raw layout language:** operator docs may say “local raw”; domain speech is **raw competition extract** → **application mart** (do not copy the investing lake vocabulary into credit).
@@ -96,7 +96,7 @@ Deliver chapter 5 of the book as a real `credit` Poetry package and CLIs (local,
 - Feature store (Feast / Tecton / similar), DVC, and credit **model-registry / model-change demo** slices beyond thin MLflow fit logging (explicit later backlog — not chapter 5)
 - Fraud module
 - Migrating investing code into `investing/`
-- Poetry → uv migration
+- uv workspace (ADR-0005); lean deps #183
 - Closing or implementing Phase 2 QV (cancelled; `archive/phase2-qv`)
 - Notebook as source of truth for scoring (optional notebook may call the library only)
 - Changing WOE/IV/XGB defaults solely for serving (serving loads the existing artifact API)
diff --git a/credit/docs/guides/friday-demo.md b/credit/docs/guides/friday-demo.md
index 77eec11..88204b8 100644
--- a/credit/docs/guides/friday-demo.md
+++ b/credit/docs/guides/friday-demo.md
@@ -11,7 +11,7 @@ Glossary: [`../../CONTEXT.md`](../../CONTEXT.md) · Specs: [`../features/css-cha
 Hermetic fixture path (safe for git; do not commit `data/credit/` marts):
 
 ```bash
-poetry run credit-css build-application-mart \
+uv run credit-css build-application-mart \
   --source credit/tests/fixtures/scoring_mart/applications.csv \
   --output-dir /tmp/credit_mart \
   --application-id-column customer_ID \
@@ -20,7 +20,7 @@ poetry run credit-css build-application-mart \
 export MLFLOW_TRACKING_URI="file://$(pwd)/mlruns"
 export MLFLOW_ALLOW_FILE_STORE=true
 
-poetry run credit-css fit \
+uv run credit-css fit \
   --mart /tmp/credit_mart/application_mart.parquet \
   --output-dir /tmp/credit_artifact \
   --application-id-column customer_ID \
@@ -32,13 +32,13 @@ Call out from the CLI: holdout **AUC** / **KS**, MLflow run id, and `pipeline.jo
 For a PSI-stable develop/holdout story with 10 quantile bins, prefer the larger hermetic mart and keep the same paths for sections 4–5:
 
 ```bash
-poetry run credit-css build-application-mart \
+uv run credit-css build-application-mart \
   --source credit/tests/fixtures/psi_mart/applications.csv \
   --output-dir /tmp/credit_mart_psi \
   --application-id-column customer_ID \
   --target-column target --bad-value 1 --good-value 0
 
-poetry run credit-css fit \
+uv run credit-css fit \
   --mart /tmp/credit_mart_psi/application_mart.parquet \
   --output-dir /tmp/credit_artifact_psi \
   --application-id-column customer_ID \
@@ -51,7 +51,7 @@ poetry run credit-css fit \
 export CREDIT_PIPELINE_ARTIFACT=/tmp/credit_artifact/pipeline.joblib
 # If you fitted the psi_mart path above, use:
 # export CREDIT_PIPELINE_ARTIFACT=/tmp/credit_artifact_psi/pipeline.joblib
-poetry run credit-css-serve
+uv run credit-css-serve
 ```
 
 Example payloads (fixture-derived):
@@ -88,7 +88,7 @@ If you used the psi_mart fit, mount `/tmp/credit_artifact_psi` instead of `/tmp/
 Same mart split as fit (`--holdout-fraction` / `--random-state` defaults match fit):
 
 ```bash
-poetry run credit-css psi \
+uv run credit-css psi \
   --mart /tmp/credit_mart_psi/application_mart.parquet \
   --artifact /tmp/credit_artifact_psi/pipeline.joblib \
   --output-dir /tmp/credit_psi_stable
@@ -101,7 +101,7 @@ Monitors `credit_score`, `pd`, and top-IV features (up to 10). Thresholds defaul
 ## 5. PSI — synthetic drift (forced red)
 
 ```bash
-poetry run credit-css psi \
+uv run credit-css psi \
   --mart /tmp/credit_mart_psi/application_mart.parquet \
   --artifact /tmp/credit_artifact_psi/pipeline.joblib \
   --output-dir /tmp/credit_psi_drift \
diff --git a/credit/docs/guides/serve-fastapi.md b/credit/docs/guides/serve-fastapi.md
index 19d8e34..0dc8909 100644
--- a/credit/docs/guides/serve-fastapi.md
+++ b/credit/docs/guides/serve-fastapi.md
@@ -4,33 +4,33 @@ Loads the same `pipeline.joblib` produced by `credit-css fit` (WOE/IV binner + X
 
 ## Prerequisites
 
-- `poetry install` at repo root
+- `uv sync` at repo root
 - A fitted artifact from `credit-css fit` (file named `pipeline.joblib`)
 
 ## Fit → serve
 
 ```bash
-poetry run credit-css build-application-mart \
+uv run credit-css build-application-mart \
   --source credit/tests/fixtures/scoring_mart/applications.csv \
   --output-dir /tmp/credit_mart \
   --application-id-column customer_ID \
   --target-column target --bad-value 1 --good-value 0
 
-poetry run credit-css fit \
+uv run credit-css fit \
   --mart /tmp/credit_mart/application_mart.parquet \
   --output-dir /tmp/credit_artifact \
   --application-id-column customer_ID --target-column target \
   --skip-mlflow
 
 export CREDIT_PIPELINE_ARTIFACT=/tmp/credit_artifact/pipeline.joblib
-poetry run credit-css-serve
+uv run credit-css-serve
 ```
 
 Equivalent uvicorn:
 
 ```bash
 export CREDIT_PIPELINE_ARTIFACT=/tmp/credit_artifact/pipeline.joblib
-poetry run uvicorn credit.api:create_app --factory --host 0.0.0.0 --port 8000
+uv run uvicorn credit.api:create_app --factory --host 0.0.0.0 --port 8000
 ```
 
 If `CREDIT_PIPELINE_ARTIFACT` is unset or the file is missing, `credit-css-serve` exits with a clear error (exit code 2) and does not start uvicorn.
diff --git a/credit/notebooks/eda_application_mart.ipynb b/credit/notebooks/eda_application_mart.ipynb
index 4618367..c5b684d 100644
--- a/credit/notebooks/eda_application_mart.ipynb
+++ b/credit/notebooks/eda_application_mart.ipynb
@@ -17,7 +17,7 @@
     "\n",
     "```bash\n",
     "git lfs pull --include=\"credit/data/*\"\n",
-    "poetry run credit-css build-application-mart \\\n",
+    "uv run credit-css build-application-mart \\\n",
     "  --source credit/data/train_df_sample.pkl \\\n",
     "  --output-dir data/credit/application_mart \\\n",
     "  --application-id-column customer_ID \\\n",
diff --git a/credit/notebooks/eda_application_mart_guided.ipynb b/credit/notebooks/eda_application_mart_guided.ipynb
index 7ba6bfc..cc556d8 100644
--- a/credit/notebooks/eda_application_mart_guided.ipynb
+++ b/credit/notebooks/eda_application_mart_guided.ipynb
@@ -41,7 +41,7 @@
     "Rebuild competition mart when raw is present:\n",
     "\n",
     "```bash\n",
-    "poetry run credit-css build-competition-mart \\\n",
+    "uv run credit-css build-competition-mart \\\n",
     "  --source-kind amex \\\n",
     "  --raw-dir data/credit/raw/amex \\\n",
     "  --output-dir data/credit/application_mart/amex\n",
diff --git a/credit/pyproject.toml b/credit/pyproject.toml
new file mode 100644
index 0000000..73b3d6c
--- /dev/null
+++ b/credit/pyproject.toml
@@ -0,0 +1,34 @@
+[project]
+name = "credit"
+version = "0.1.0"
+description = "Credit Scoring System (CSS) — application default-risk ranking"
+requires-python = ">=3.11,<4.0"
+# ponytail: full monorepo dep set until #183 lean per-domain split
+dependencies = [
+    "yfinance>=1.2.0,<2.0.0",
+    "pandas>=3.0.1,<4.0.0",
+    "edgartools>=5.35.1,<6.0.0",
+    "pyarrow>=17.0.0,<25.0.0",
+    "requests>=2.34.0,<3.0.0",
+    "click>=8.1.0,<9.0.0",
+    "simfin>=1.0.2,<2.0.0",
+    "mlflow-skinny==3.14.0",
+    "streamlit>=1.58.0,<2.0.0",
+    "kaggle>=2.2.4,<3.0.0",
+    "xgboost>=2.0.0,<3.0.0",
+    "scikit-learn>=1.9.1,<2.0.0",
+    "joblib>=1.6.0,<2.0.0",
+    "fastapi>=0.115,<1",
+    "uvicorn[standard]>=0.30,<1",
+]
+
+[project.scripts]
+credit-css = "credit.cli:main"
+credit-css-serve = "credit.api:main"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.hatch.build.targets.wheel]
+packages = ["src/credit"]
diff --git a/data/reference/README.md b/data/reference/README.md
index 9c708fb..1555eaf 100644
--- a/data/reference/README.md
+++ b/data/reference/README.md
@@ -7,7 +7,7 @@ Small, reviewable datasets that seed the data lake. The lake mirror lives under
 | `universes/dow30.csv` | Dow Jones 30 constituents + SEC CIKs | Hand-edited / PR review |
 | `universes/*.csv` | Future presets (S&P 500, Russell 3000, …) | Hand-edited or import scripts |
 | `sp500_constituents.csv` | [fja05680/sp500](https://github.com/fja05680/sp500) | `scripts/import_sp500_reference.py` |
-| `simfin_industry_exclusions.csv` | SimFin `industries` bulk | `poetry run generate-simfin-industry-exclusions` |
+| `simfin_industry_exclusions.csv` | SimFin `industries` bulk | `uv run generate-simfin-industry-exclusions` |
 | `ticker_mapping.csv` | Manual / broker overrides | Hand-edited |
 | `ticker_cik_overrides.csv` | Delisted / renamed tickers → CIK | Hand-edited |
 
@@ -17,4 +17,4 @@ Download presets for `download-fundamentals` live under [`universes/`](universes
 Each file lists `ticker,cik` pairs. The `dow30` preset is the initial pilot universe for
 the fundamentals download spike.
 
-Run `poetry run python scripts/import_sp500_reference.py` to refresh the S&P 500 snapshot.
+Run `uv run python scripts/import_sp500_reference.py` to refresh the S&P 500 snapshot.
diff --git a/docs/README.md b/docs/README.md
index 2ac1be3..f45e997 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -42,6 +42,7 @@ Short notes on hard-to-reverse choices. See [`docs/adr/`](adr/).
 | [0002](adr/0002-june-demo-scope-cut.md) | June 30 demo slice scope cut |
 | [0003](adr/0003-phase2-qv-cancelled.md) | Phase 2 Quantitative Value cancelled for active execution |
 | [0004](adr/0004-platform-ephemeral-fargate-serve.md) | Ephemeral Fargate CSS serve demo |
+| [0005](adr/0005-poetry-to-uv-workspace.md) | Primary tooling Poetry → uv workspace |
 
 ## Investing entry points
 
diff --git a/docs/adr/0005-poetry-to-uv-workspace.md b/docs/adr/0005-poetry-to-uv-workspace.md
new file mode 100644
index 0000000..7aa063e
--- /dev/null
+++ b/docs/adr/0005-poetry-to-uv-workspace.md
@@ -0,0 +1,25 @@
+---
+status: accepted
+---
+
+# Primary tooling: Poetry → uv workspace
+
+**Decision:** The monorepo uses a root **uv** workspace whose members are `credit` and `investing`. Install/run via `uv sync` / `uv run` (or `make install` / `make test` / `make lint`). Poetry is no longer the primary path; `poetry.lock` is removed.
+
+**Why:** Domain-first layout (`credit/`, `investing/`) needs per-member `pyproject.toml` without a second installer story. uv workspaces give one lockfile (`uv.lock`), fast sync, and a clear path to lean per-domain installs later ([#183](https://github.com/JLaborda/SmartWealthAI/issues/183)). See [#182](https://github.com/JLaborda/SmartWealthAI/issues/182).
+
+**Trade-offs:**
+
+| Chosen | Rejected | Reason |
+| --- | --- | --- |
+| Flat `credit/` + `investing/` workspace members | Gemini-style `domains/*` + `shared/` | Keep domain folders; avoid premature shared package |
+| `platform/` not a workspace member | platform as Python member | Infra/scripts only for now |
+| Full dep set on both members (temporary) | Lean credit-only / investing-only deps | Owned by #183 |
+| Make + CI verification | New `tests/tooling/` contract suite | Occam; existing gates enough |
+
+**Consequences:**
+
+- Operators use `make install`, `uv run <script>`, or `uv run pytest`
+- Docker/credit serve images install with `uv sync --frozen`
+- Devcontainer `postCreateCommand` uses uv (optional; local uv is the default path)
+- Do not reintroduce Poetry as the primary driver
diff --git a/investing/README.md b/investing/README.md
index 092e781..68c8830 100644
--- a/investing/README.md
+++ b/investing/README.md
@@ -10,19 +10,19 @@ Ingest SimFin fundamentals → point-in-time curated lake → universe (US minus
 
 ## How to run
 
-From the repo root (Poetry):
+From the repo root (uv):
 
 ```bash
 export SIMFIN_API_KEY="<from user secrets>"
-poetry run run-demo-pipeline --run-date 2026-06-18
-poetry run run-dashboard --data-dir data --run-date 2026-06-18
+uv run run-demo-pipeline --run-date 2026-06-18
+uv run run-dashboard --data-dir data --run-date 2026-06-18
 ```
 
 ### Operator notes
 
 ```bash
 make test
-# or: poetry run pytest
+# or: uv run pytest
 ```
 
 - **Active fundamentals path:** [`docs/guides/download-simfin.md`](docs/guides/download-simfin.md)
diff --git a/investing/docs/features/dashboard-reporting.md b/investing/docs/features/dashboard-reporting.md
index f680c48..b5735bf 100644
--- a/investing/docs/features/dashboard-reporting.md
+++ b/investing/docs/features/dashboard-reporting.md
@@ -8,7 +8,7 @@
 
 ```bash
 # After score-universe (or full demo pipeline) for a run_date:
-poetry run run-dashboard --data-dir data --run-date 2026-06-18
+uv run run-dashboard --data-dir data --run-date 2026-06-18
 ```
 
 Environment variables: `SMARTWEALTHAI_DATA_DIR` (lake root, default `data`), `SMARTWEALTHAI_RUN_DATE` (optional override).
diff --git a/investing/docs/features/etl-data-lake.md b/investing/docs/features/etl-data-lake.md
index 2f0cdbf..cf0939b 100644
--- a/investing/docs/features/etl-data-lake.md
+++ b/investing/docs/features/etl-data-lake.md
@@ -181,25 +181,25 @@ Phase 2 yfinance cache semantics:
   (`sec_client`, `edgartools_client`, `download_fundamentals`) — **frozen** for phase 2.
   SimFin connector + normalizer are the active demo path ([ADR-0001](../../../docs/adr/0001-simfin-fundamentals-mvp.md)).
 - SimFin shareprices snapshot in `price_ingest.py` and `download_prices.py` CLI
-  (`poetry run download-prices`). Requires `shareprices/latest` from `download-simfin`.
+  (`uv run download-prices`). Requires `shareprices/latest` from `download-simfin`.
   Writes `curated/prices/run_date=<date>/prices.parquet`. Hermetic tests in
   `investing/tests/test_download_prices.py`.
 
 **Operator sequence (demo pipeline):**
 
 ```bash
-poetry run run-demo-pipeline --run-date 2026-06-19
-poetry run run-dashboard --data-dir data --run-date 2026-06-19
+uv run run-demo-pipeline --run-date 2026-06-19
+uv run run-dashboard --data-dir data --run-date 2026-06-19
 ```
 
 Equivalent manual steps:
 
 ```bash
-poetry run download-simfin --as-of-date 2026-06-19
-poetry run build-universe --run-date 2026-06-19
-poetry run normalize-simfin --snapshot-date 2026-06-19 --universe-run-date 2026-06-19
-poetry run download-prices --run-date 2026-06-19 --snapshot-date 2026-06-19
-poetry run score-universe --run-date 2026-06-19
+uv run download-simfin --as-of-date 2026-06-19
+uv run build-universe --run-date 2026-06-19
+uv run normalize-simfin --snapshot-date 2026-06-19 --universe-run-date 2026-06-19
+uv run download-prices --run-date 2026-06-19 --snapshot-date 2026-06-19
+uv run score-universe --run-date 2026-06-19
 ```
 
 ## Decisions made (fundamentals)
@@ -224,8 +224,8 @@ Operator guide: [`investing/docs/guides/download-simfin.md`](../guides/download-
 
 ```bash
 export SIMFIN_API_KEY="<from user secrets>"
-poetry run download-simfin
-poetry run download-simfin --refresh-days 7 --force
+uv run download-simfin
+uv run download-simfin --refresh-days 7 --force
 ```
 
 ### Module map
@@ -278,14 +278,14 @@ Transforms SimFin bulk statements into curated canonical parquet. Joins income T
 | Module | Role |
 | --- | --- |
 | `investing.simfin_normalizer` | Raw SimFin CSV join + PIT stamping + curated parquet writer. |
-| `investing.normalize_simfin` | CLI entry point (`poetry run normalize-simfin`). |
+| `investing.normalize_simfin` | CLI entry point (`uv run normalize-simfin`). |
 | `config/fundamentals/simfin_mapping_v1.yaml` | SimFin column → canonical field mapping. |
 | `investing.lake_paths` | `curated_fundamentals_path`, `curated_issues_path`, `fiscal_period_label`. |
 
 ```bash
-poetry run normalize-simfin --snapshot-date 2026-06-18 --universe-run-date 2026-06-18
-poetry run normalize-simfin --snapshot-date 2026-06-18 --ticker AAPL --ticker MSFT
-poetry run normalize-simfin --snapshot-date 2026-06-18 --universe-run-date 2026-06-18 --quiet
+uv run normalize-simfin --snapshot-date 2026-06-18 --universe-run-date 2026-06-18
+uv run normalize-simfin --snapshot-date 2026-06-18 --ticker AAPL --ticker MSFT
+uv run normalize-simfin --snapshot-date 2026-06-18 --universe-run-date 2026-06-18 --quiet
 ```
 
 ## SEC fundamentals normalizer (phase 2)
diff --git a/investing/docs/features/universe-construction.md b/investing/docs/features/universe-construction.md
index 7e829d4..c361230 100644
--- a/investing/docs/features/universe-construction.md
+++ b/investing/docs/features/universe-construction.md
@@ -18,7 +18,7 @@ Produce the investable universe of US common stocks for each decision date. This
   - `bank`: SimFin industry name exactly `Banks`
   - `insurer`: industry name contains `Insurance`
   - `utility`: SimFin sector exactly `Utilities`
-- Regenerate after SimFin industry label changes: `poetry run generate-simfin-industry-exclusions --industries <path-to-industries.csv>`
+- Regenerate after SimFin industry label changes: `uv run generate-simfin-industry-exclusions --industries <path-to-industries.csv>`
 - Sanity check: exclude tickers present in SimFin `income_banks` or `income_insurance` bulk datasets even if `IndustryId` is missing from the CSV.
 - No S&P 500 historical file required for demo.
 - No market-cap or ADV floors in demo (optional parameters disabled).
@@ -140,7 +140,7 @@ flowchart TD
 - [x] No bank/insurance sanity-check ticker appears in the universe.
 - [x] Module consumes only curated/raw SimFin snapshots (no network).
 
-**Code:** `investing/src/investing/universe_builder.py`, CLI `poetry run build-universe`.
+**Code:** `investing/src/investing/universe_builder.py`, CLI `uv run build-universe`.
 
 ### Full MVP (phase 2) (historical)
 
diff --git a/investing/docs/guides/download-fundamentals.md b/investing/docs/guides/download-fundamentals.md
index a49397e..d8da12d 100644
--- a/investing/docs/guides/download-fundamentals.md
+++ b/investing/docs/guides/download-fundamentals.md
@@ -10,11 +10,11 @@ standardized annual statements from `edgartools` for a parameterized universe.
 
 ## Prerequisites
 
-1. Python 3.11+ and Poetry installed.
+1. Python 3.11+ and uv installed.
 2. Project dependencies installed:
 
    ```bash
-   poetry install
+   uv sync
    ```
 
 3. **SEC identity** (required by SEC EDGAR and `edgartools`):
@@ -31,13 +31,13 @@ standardized annual statements from `edgartools` for a parameterized universe.
 
 ```bash
 export SEC_IDENTITY="Your Name your@email.com"
-poetry run download-fundamentals --universe dow30
+uv run download-fundamentals --universe dow30
 ```
 
 Equivalent module invocation:
 
 ```bash
-poetry run python -m investing.download_fundamentals --universe dow30
+uv run python -m investing.download_fundamentals --universe dow30
 ```
 
 A full Dow 30 run downloads **120 artifacts** (4 per CIK: 1 JSON + 3 parquet files) and
@@ -61,16 +61,16 @@ auto-generated option docs.
 
 ```bash
 # Custom universe CSV
-poetry run download-fundamentals --universe-file data/reference/universes/dow30.csv
+uv run download-fundamentals --universe-file data/reference/universes/dow30.csv
 
 # Pin snapshot date (reproducible backfill slice)
-poetry run download-fundamentals --universe dow30 --as-of-date 2026-06-07
+uv run download-fundamentals --universe dow30 --as-of-date 2026-06-07
 
 # Force refresh after a failed partial run
-poetry run download-fundamentals --universe dow30 --force
+uv run download-fundamentals --universe dow30 --force
 
 # Write to a temp lake (CI / experiments)
-poetry run download-fundamentals --universe dow30 --data-dir /tmp/swai-lake
+uv run download-fundamentals --universe dow30 --data-dir /tmp/swai-lake
 ```
 
 ## Universe files
@@ -156,7 +156,7 @@ flowchart TD
 Hermetic unit tests (no network):
 
 ```bash
-poetry run pytest investing/tests/test_download_fundamentals.py -q
+uv run pytest investing/tests/test_download_fundamentals.py -q
 ```
 
 Integration smoke test (requires `SEC_IDENTITY` and network) is intentionally **not** part
@@ -166,7 +166,7 @@ of PR CI. Run locally on a small CSV when validating credentials.
 
 1. Add `data/reference/universes/<name>.csv` with `ticker,cik` rows.
 2. Register the preset in `UNIVERSE_PRESETS` inside `investing/src/investing/universe.py`.
-3. Run: `poetry run download-fundamentals --universe <name>`.
+3. Run: `uv run download-fundamentals --universe <name>`.
 
 Planned expansions: S&P 500, Russell 3000, Nasdaq — same CSV + preset pattern.
 
diff --git a/investing/docs/guides/download-simfin.md b/investing/docs/guides/download-simfin.md
index 0ba912a..b2daff3 100644
--- a/investing/docs/guides/download-simfin.md
+++ b/investing/docs/guides/download-simfin.md
@@ -4,7 +4,7 @@ Operator guide for the **SimFin bulk connector** on the June 30 demo path. Canon
 
 ## Prerequisites
 
-- Poetry environment installed (`poetry install`)
+- uv environment installed (`uv sync`)
 - `SIMFIN_API_KEY` in the environment (free tier from [simfin.com](https://simfin.com); never commit)
 
 ```bash
@@ -27,27 +27,27 @@ Downloads six demo datasets into the raw lake under `data/raw/simfin/`:
 Each partition also includes `as_of_date=<YYYY-MM-DD>/` and the verbatim SimFin CSV filename (e.g. `us-income-ttm.csv`).
 
 ```bash
-poetry run download-simfin
-poetry run download-simfin --data-dir data --refresh-days 7
-poetry run download-simfin --as-of-date 2026-06-18 --force
+uv run download-simfin
+uv run download-simfin --data-dir data --refresh-days 7
+uv run download-simfin --as-of-date 2026-06-18 --force
 ```
 
 This command writes raw snapshots only. Run the full demo pipeline in order:
 
 ```bash
-poetry run download-simfin --as-of-date 2026-06-18
-poetry run build-universe --run-date 2026-06-18
-poetry run normalize-simfin --snapshot-date 2026-06-18 --universe-run-date 2026-06-18
-poetry run download-prices --run-date 2026-06-18 --snapshot-date 2026-06-18
-poetry run compute-metrics --ticker AAPL --as-of-date 2026-06-18
+uv run download-simfin --as-of-date 2026-06-18
+uv run build-universe --run-date 2026-06-18
+uv run normalize-simfin --snapshot-date 2026-06-18 --universe-run-date 2026-06-18
+uv run download-prices --run-date 2026-06-18 --snapshot-date 2026-06-18
+uv run compute-metrics --ticker AAPL --as-of-date 2026-06-18
 ```
 
 Or run ingest → score in one command (then launch the dashboard):
 
 ```bash
-poetry run run-demo-pipeline --run-date 2026-06-18
-poetry run run-demo-pipeline --run-date 2026-06-18 --skip-download
-poetry run run-dashboard --data-dir data --run-date 2026-06-18
+uv run run-demo-pipeline --run-date 2026-06-18
+uv run run-demo-pipeline --run-date 2026-06-18 --skip-download
+uv run run-dashboard --data-dir data --run-date 2026-06-18
 ```
 
 Pass `--ticker` to limit the normalize step to specific names (intersect universe). Use `compute-metrics` for single-ticker ROC/EY smoke tests without a full scoring run.
diff --git a/investing/docs/prds/ci-cd/ci-cd-prd.md b/investing/docs/prds/ci-cd/ci-cd-prd.md
index 7a0d802..5f56a56 100644
--- a/investing/docs/prds/ci-cd/ci-cd-prd.md
+++ b/investing/docs/prds/ci-cd/ci-cd-prd.md
@@ -8,7 +8,7 @@
 
 ## Problem Statement
 
-SmartWealthAI is a portfolio-grade quantitative value-investing MVP that must demonstrate MLOps competence on AWS: reproducible builds, automated quality gates, containerized pipeline execution, and a clear path from development to production. Today the repository has Poetry dependencies and a development container, but no Makefile, no production Dockerfile, no GitHub Actions workflows, and no defined contract for how local development, CI tests, AWS data lake access, and deployment relate to each other.
+SmartWealthAI is a portfolio-grade quantitative value-investing MVP that must demonstrate MLOps competence on AWS: reproducible builds, automated quality gates, containerized pipeline execution, and a clear path from development to production. Today the repository has uv workspace dependencies and a development container, but historically lacked Makefile/CI contracts for how local development, CI tests, AWS data lake access, and deployment relate to each other (much of that gap is closed; this PRD remains a historical phase-0 plan).
 
 The developer also needs a phased approach that does not over-build infrastructure before the core investment pipeline exists (data ingestion → permanent loss filter → quality and cheapness scoring → ranking → model portfolio → backtest → sell-watch). Without an explicit CI/CD plan, work on the data lake and AWS risks becoming confusing: it is unclear what runs locally, what runs in CI, what touches S3, and when full continuous deployment should begin.
 
@@ -27,7 +27,7 @@ GitFlow maps environments: pull requests run CI on all branches; merge to `devel
 ## User Stories
 
 1. As a developer, I want a single Makefile with standard targets for install, lint, test, and local ingestion, so that dev, CI, and documentation all reference the same commands.
-2. As a developer, I want Poetry to manage Python 3.11 dependencies and an in-project virtualenv, so that the environment matches the devcontainer and CI runners.
+2. As a developer, I want uv to manage Python 3.11 dependencies and an in-project virtualenv, so that the environment matches the devcontainer and CI runners.
 3. As a developer, I want PR CI to run automatically on every pull request, so that broken changes are caught before merge.
 4. As a developer, I want PR CI to complete quickly without external network calls, so that feedback is reliable and merges are not blocked by SEC or yfinance outages.
 5. As a developer, I want unit and smoke tests to use pinned fixtures representing universe, fundamentals, and prices, so that scoring and filtering logic is testable without a live data lake.
@@ -66,7 +66,7 @@ GitFlow maps environments: pull requests run CI on all branches; merge to `devel
 
 ### Scope and phasing
 
-- **Phase 0 (now):** Makefile, Poetry groups, PR CI workflow, fixture layout, pipeline package skeleton, ingest-smoke workflow to dev S3, OIDC + bucket provisioning. No full deploy on every merge yet.
+- **Phase 0 (now):** Makefile, uv dependency groups, PR CI workflow, fixture layout, pipeline package skeleton, ingest-smoke workflow to dev S3, OIDC + bucket provisioning. No full deploy on every merge yet.
 - **Phase 1:** Pipeline Dockerfile, ECR push on merge to `develop`, ECS Fargate task definition update for dev.
 - **Phase 2:** Prod deploy on merge to `main` with GitHub Environment approval; prod OIDC role and prod bucket writes restricted to promoted tasks.
 - **Phase 3+:** Prefect orchestration, dashboard image, MLflow server, EventBridge daily schedule — explicitly later.
@@ -90,7 +90,7 @@ GitFlow maps environments: pull requests run CI on all branches; merge to `devel
 ### CI workflow (every pull request)
 
 - Triggers on pull requests targeting `develop` or `main` (and optionally other long-lived branches if added).
-- Steps: checkout → Python 3.11 + Poetry install → `make lint` → `make test` → `make test-smoke`.
+- Steps: checkout → Python 3.11 + uv sync → `make lint` → `make test` → `make test-smoke`.
 - **Lint:** Ruff check and format check on application and test packages.
 - **Unit tests:** pytest with markers excluding integration tests; all data from committed fixtures.
 - **Smoke test:** end-to-end pipeline on a tiny fixture universe proving the vertical slice wiring (may initially stub modules until implemented).
@@ -146,26 +146,26 @@ Deep modules (simple interfaces, testable in isolation):
 | **Sell-watch** | Daily signals on model holdings | M2+ |
 | **Pipeline CLI** | Subcommands invoked locally, in CI smoke, and in container | M1 |
 
-Makefile targets wrap Poetry commands so CI and humans share entrypoints: install, lint, test, test-smoke, local ingest, docker build (pipeline), and later deploy helpers.
+Makefile targets wrap uv commands so CI and humans share entrypoints: install, lint, test, test-smoke, local ingest, docker build (pipeline), and later deploy helpers.
 
-### Poetry dependency strategy
+### uv dependency strategy
 
-- Single Poetry project for the repository.
+- Single uv workspace for the repository.
 - **Dev group:** pytest, ruff; optional moto for S3 mock unit tests if needed.
 - **Pipeline optional/extras group:** duckdb, boto3, pyarrow, sec-edgar-downloader, and other pipeline dependencies as modules land — avoid bloating dev-only installs.
 - Enable package mode once the application package under `src/` exists.
 
 ### Relationship to devcontainer
 
-- The existing devcontainer remains **development-only** (Docker-in-Docker, AWS CLI, Poetry, Jupyter, forwarded ports for future Streamlit/MLflow).
-- CI uses GitHub-hosted runners with Makefile + Poetry; it does not build or run the devcontainer image.
+- The existing devcontainer remains **development-only** (Docker-in-Docker, AWS CLI, uv, Jupyter, forwarded ports for future Streamlit/MLflow).
+- CI uses GitHub-hosted runners with Makefile + uv; it does not build or run the devcontainer image.
 - Production pipeline Dockerfile is slim and separate from the devcontainer Dockerfile.
 
 ### Milestone sequence
 
 | Milestone | Deliverable |
 | --- | --- |
-| **M0** | Makefile, Poetry dev groups, PR CI workflow, empty package + passing smoke stub, fixture directory |
+| **M0** | Makefile, uv dependency groups, PR CI workflow, empty package + passing smoke stub, fixture directory |
 | **M1** | Core modules on fixtures; permanent loss + scoring + rank smoke green; package mode on |
 | **M2** | Dev/prod buckets, OIDC roles, ingest-smoke workflow green against dev S3 |
 | **M3** | Pipeline Dockerfile, ECR push on merge to `develop` |
@@ -203,7 +203,7 @@ Makefile targets wrap Poetry commands so CI and humans share entrypoints: instal
 
 ### Prior art
 
-- Devcontainer PRD validated tooling via manual smoke checks (Python, Poetry, AWS CLI, Ruff, pytest).
+- Devcontainer PRD validated tooling via manual smoke checks (Python, uv, AWS CLI, Ruff, pytest).
 - Architecture doc specifies Enron / Lehman / WorldCom regression in CI for the permanent loss filter — adopt when that module is implemented.
 - Legacy notebooks and `src/` exploration are not test prior art; new tests live under the package test tree with fixtures.
 
diff --git a/investing/docs/prds/devcontainer/prd.md b/investing/docs/prds/devcontainer/prd.md
index ba2b3d5..127ed67 100644
--- a/investing/docs/prds/devcontainer/prd.md
+++ b/investing/docs/prds/devcontainer/prd.md
@@ -2,14 +2,14 @@
 
 ## Problem Statement
 
-SmartWealthAI development currently depends on the developer's local machine configuration (macOS, Homebrew packages, Python version, Poetry, AWS CLI, etc.). This creates two problems:
+SmartWealthAI development currently depends on the developer's local machine configuration (macOS, Homebrew packages, Python version, uv, AWS CLI, etc.). This creates two problems:
 
 1. **Environment drift**: there is no guarantee that a fresh clone produces a working dev environment without manual setup steps.
 2. **Cloud portability**: the architecture targets AWS (S3, ECS Fargate, ECR, Secrets Manager). The developer wants to be able to spin up an EC2 instance, clone the repo, open it in Cursor via SSH, and land in a fully functional dev environment identical to the local one -- with zero manual tool installation.
 
 ## Solution
 
-Create a `.devcontainer/` configuration that packages the entire development toolchain (Python 3.11, Poetry, Docker, AWS CLI, GitHub CLI, system utilities, Cursor extensions) into a reproducible container. The developer opens the repo in Cursor (locally or via SSH to EC2), the container builds automatically, and all dependencies are ready.
+Create a `.devcontainer/` configuration that packages the entire development toolchain (Python 3.11, uv, Docker, AWS CLI, GitHub CLI, system utilities, Cursor extensions) into a reproducible container. The developer opens the repo in Cursor (locally or via SSH to EC2), the container builds automatically, and all dependencies are ready.
 
 This is a **development-only** image. A separate, minimal production Dockerfile will be created later for ECS Fargate tasks.
 
@@ -21,7 +21,7 @@ This is a **development-only** image. A separate, minimal production Dockerfile
 4. As a developer, I want the AWS CLI pre-installed, so that I can interact with S3, ECR, Secrets Manager, and other AWS services during development.
 5. As a developer, I want the GitHub CLI pre-installed, so that I can create PRs, manage issues, and check CI status from the terminal.
 6. As a developer, I want `make`, `jq`, and `ripgrep` available, so that I have standard dev utilities for task automation, JSON inspection, and fast code search.
-7. As a developer, I want Cursor to auto-detect the Poetry virtualenv as the Python interpreter, so that I never have to manually select the right Python.
+7. As a developer, I want Cursor to auto-detect the uv virtualenv (`.venv`) as the Python interpreter, so that I never have to manually select the right Python.
 8. As a developer, I want linting and formatting (Ruff) configured out of the box, so that code quality is enforced from day one.
 9. As a developer, I want pytest available, so that I can run tests inside the container.
 10. As a developer, I want Jupyter notebook support in Cursor, so that I can work with the existing `.ipynb` files in `notebooks/`.
@@ -55,9 +55,9 @@ Installed on top of the base image via `apt-get`:
 
 ### Python tooling
 
-- **Poetry** installed via `pipx` (already available in the MS base image).
-- `poetry config virtualenvs.in-project true` so `.venv` lives inside the workspace.
-- `poetry install` runs as `postCreateCommand` to auto-install all dependencies on container creation.
+- **uv** installed via the official install script (already available in the MS base image).
+- `uv sync --group dev` so `.venv` lives inside the workspace.
+- `uv sync` runs as `postCreateCommand` to auto-install all dependencies on container creation.
 - **pytest** and **ruff** added as dev dependencies in `pyproject.toml`.
 
 ### Cursor / VS Code customizations
@@ -74,7 +74,7 @@ Installed on top of the base image via `apt-get`:
 
 | Setting | Value | Reason |
 |---|---|---|
-| `python.defaultInterpreterPath` | `${workspaceFolder}/.venv/bin/python` | Auto-select the Poetry venv |
+| `python.defaultInterpreterPath` | `${workspaceFolder}/.venv/bin/python` | Auto-select the uv venv |
 | `python.terminal.activateEnvironment` | `true` | Auto-activate venv in terminals |
 
 ### Port forwarding
@@ -102,7 +102,7 @@ Installed on top of the base image via `apt-get`:
 
 This is an infrastructure/tooling PRD, not a feature module. There is no application logic to unit-test. Validation is manual:
 
-- **Smoke test:** build the container locally (`Dev Containers: Rebuild Container` in Cursor), verify Python version, Poetry venv, installed tools (`docker --version`, `aws --version`, `gh --version`, `make --version`, `jq --version`, `rg --version`), and that `pytest` and `ruff` are importable.
+- **Smoke test:** build the container locally (`Dev Containers: Rebuild Container` in Cursor), verify Python version, uv venv, installed tools (`docker --version`, `aws --version`, `gh --version`, `make --version`, `jq --version`, `rg --version`), and that `pytest` and `ruff` are importable.
 - **EC2 test:** spin up an EC2 instance, install Docker, clone the repo, open via Cursor SSH, verify the same smoke checks pass.
 - **Extension test:** confirm Cursor shows the correct Python interpreter and that Ruff linting is active on `.py` files.
 
diff --git a/investing/docs/requirements/requirements.md b/investing/docs/requirements/requirements.md
index 6d490b3..871bdfd 100644
--- a/investing/docs/requirements/requirements.md
+++ b/investing/docs/requirements/requirements.md
@@ -27,7 +27,7 @@ Build a minimal Python pipeline that downloads financial data for a very small s
 
 ## Technical requirements
 
-- **Language:** Python 3.x (project now standardizes on 3.11+ via Poetry)
+- **Language:** Python 3.x (project now standardizes on 3.11+ via uv)
 - **Libraries:** `yfinance`, `pandas`
 - **Version control:** Git with a few local commits
 
diff --git a/investing/pyproject.toml b/investing/pyproject.toml
new file mode 100644
index 0000000..8d6bdbb
--- /dev/null
+++ b/investing/pyproject.toml
@@ -0,0 +1,42 @@
+[project]
+name = "investing"
+version = "0.1.0"
+description = "Magic Formula / quantitative value screening on US equities"
+requires-python = ">=3.11,<4.0"
+# ponytail: full monorepo dep set until #183 lean per-domain split
+dependencies = [
+    "yfinance>=1.2.0,<2.0.0",
+    "pandas>=3.0.1,<4.0.0",
+    "edgartools>=5.35.1,<6.0.0",
+    "pyarrow>=17.0.0,<25.0.0",
+    "requests>=2.34.0,<3.0.0",
+    "click>=8.1.0,<9.0.0",
+    "simfin>=1.0.2,<2.0.0",
+    "mlflow-skinny==3.14.0",
+    "streamlit>=1.58.0,<2.0.0",
+    "kaggle>=2.2.4,<3.0.0",
+    "xgboost>=2.0.0,<3.0.0",
+    "scikit-learn>=1.9.1,<2.0.0",
+    "joblib>=1.6.0,<2.0.0",
+    "fastapi>=0.115,<1",
+    "uvicorn[standard]>=0.30,<1",
+]
+
+[project.scripts]
+download-fundamentals = "investing.download_fundamentals:main"
+download-simfin = "investing.download_simfin:main"
+normalize-simfin = "investing.normalize_simfin:main"
+build-universe = "investing.build_universe:main"
+download-prices = "investing.download_prices:main"
+compute-metrics = "investing.compute_metrics:main"
+run-demo-pipeline = "investing.run_demo_pipeline:main"
+score-universe = "investing.score_universe:main"
+run-dashboard = "investing.run_dashboard:main"
+generate-simfin-industry-exclusions = "investing.generate_simfin_industry_exclusions:main"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.hatch.build.targets.wheel]
+packages = ["src/investing"]
diff --git a/investing/src/investing/download_fundamentals.py b/investing/src/investing/download_fundamentals.py
index f8d7dc6..c2fcee1 100644
--- a/investing/src/investing/download_fundamentals.py
+++ b/investing/src/investing/download_fundamentals.py
@@ -9,7 +9,7 @@
 Usage::
 
     export SEC_IDENTITY="Your Name your@email.com"
-    poetry run download-fundamentals --universe dow30
+    uv run download-fundamentals --universe dow30
 
 See ``investing/docs/guides/download-fundamentals.md`` for the full operator guide.
 """
diff --git a/investing/src/investing/download_simfin.py b/investing/src/investing/download_simfin.py
index 065b57e..2658bac 100644
--- a/investing/src/investing/download_simfin.py
+++ b/investing/src/investing/download_simfin.py
@@ -8,7 +8,7 @@
 Usage::
 
     export SIMFIN_API_KEY="<from secrets>"
-    poetry run download-simfin
+    uv run download-simfin
 
 See ``investing/docs/guides/download-simfin.md`` for the operator guide.
 """
diff --git a/investing/src/investing/mlflow_run_logging.py b/investing/src/investing/mlflow_run_logging.py
index ef44b17..fc56760 100644
--- a/investing/src/investing/mlflow_run_logging.py
+++ b/investing/src/investing/mlflow_run_logging.py
@@ -30,7 +30,11 @@ def resolve_git_sha() -> str:
 
 
 def resolve_tracking_uri(tracking_uri: str | None = None) -> str:
-    """Resolve MLflow tracking URI from argument, env, or local default."""
+    """Resolve MLflow tracking URI from argument, env, or local default.
+
+    Default is always CWD-relative ``file://{cwd}/mlruns`` (never a hardcoded
+    container path like ``/workspaces/...``).
+    """
     if tracking_uri is not None:
         return tracking_uri
     env_uri = os.environ.get("MLFLOW_TRACKING_URI")
diff --git a/investing/tests/test_dashboard_data.py b/investing/tests/test_dashboard_data.py
index 4f24829..03bd780 100644
--- a/investing/tests/test_dashboard_data.py
+++ b/investing/tests/test_dashboard_data.py
@@ -49,7 +49,9 @@ def scored_lake(tmp_path: Path) -> Path:
         ]
     )
     run_price_ingest(data_dir=root, run_date=RUN_DATE, snapshot_date=SNAPSHOT_DATE)
-    score_universe(root, run_date=RUN_DATE, portfolio_size=3)
+    # Dashboard fixtures do not need MLflow; skip avoids reusing a poisoned cwd ./mlruns
+    # (e.g. Dev Container absolute file:///workspaces/... artifact_location on Mac).
+    score_universe(root, run_date=RUN_DATE, portfolio_size=3, skip_mlflow=True)
     return root
 
 
diff --git a/investing/tests/test_magic_formula_ranking.py b/investing/tests/test_magic_formula_ranking.py
index 38630b3..d147532 100644
--- a/investing/tests/test_magic_formula_ranking.py
+++ b/investing/tests/test_magic_formula_ranking.py
@@ -376,7 +376,15 @@ def test_score_universe_fixture_metric_values_match_synthetic_inputs(lake: Path)
     assert foo_cheap["market_cap"] == pytest.approx(FOO_MARKET_CAP)
 
 
-def test_cli_score_universe_succeeds_on_fixture_lake(lake: Path) -> None:
+def test_cli_score_universe_succeeds_on_fixture_lake(
+    lake: Path,
+    tmp_path: Path,
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    # Isolate tracking so a host/Dev Container leftover ./mlruns with absolute
+    # /workspaces artifact_location cannot break Darwin (EROFS errno 30).
+    monkeypatch.setenv("MLFLOW_TRACKING_URI", (tmp_path / "mlruns").as_uri())
+    monkeypatch.setenv("MLFLOW_ALLOW_FILE_STORE", "true")
     exit_code = score_cli_run(
         [
             "--data-dir",
diff --git a/platform/docs/ephemeral-css-serve-demo.md b/platform/docs/ephemeral-css-serve-demo.md
index 4c867e3..aa03bf6 100644
--- a/platform/docs/ephemeral-css-serve-demo.md
+++ b/platform/docs/ephemeral-css-serve-demo.md
@@ -6,7 +6,7 @@ Spec: [`../../credit/docs/features/aws-fargate-serve-demo.md`](../../credit/docs
 
 ## Prerequisites
 
-- Poetry env at repo root (`poetry install`)
+- uv env at repo root (`uv sync`)
 - Docker (build + push)
 - Terraform ≥ 1.5
 - AWS CLI v2 with a profile that can manage ECR, ECS, IAM roles, EC2 SG/ENI, CloudWatch Logs in the target account
diff --git a/platform/scripts/demo-up.sh b/platform/scripts/demo-up.sh
index 2d7d013..4d95422 100755
--- a/platform/scripts/demo-up.sh
+++ b/platform/scripts/demo-up.sh
@@ -16,7 +16,7 @@ die() { echo "error: $*" >&2; exit 1; }
 command -v terraform >/dev/null || die "terraform not found"
 command -v aws >/dev/null || die "aws CLI not found"
 command -v docker >/dev/null || die "docker not found"
-command -v poetry >/dev/null || die "poetry not found"
+command -v uv >/dev/null || die "uv not found"
 
 echo "==> AWS identity (profile=$AWS_PROFILE region=$AWS_REGION)"
 aws sts get-caller-identity --profile "$AWS_PROFILE" >/dev/null
diff --git a/platform/scripts/prepare-serve-demo-artifact.sh b/platform/scripts/prepare-serve-demo-artifact.sh
index 1080934..0da1b85 100755
--- a/platform/scripts/prepare-serve-demo-artifact.sh
+++ b/platform/scripts/prepare-serve-demo-artifact.sh
@@ -7,7 +7,7 @@ cd "$ROOT"
 
 OUT="${CREDIT_DEMO_ARTIFACT_DIR:-$ROOT/credit/demo_artifact}"
 
-poetry run python -c "
+uv run python -c "
 from pathlib import Path
 from credit.demo_serve_artifact import prepare_serve_demo_artifact
 path = prepare_serve_demo_artifact(Path(r'''$OUT'''))
diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index d5b8850..0000000
--- a/poetry.lock
+++ /dev/null
@@ -1,4046 +0,0 @@
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-
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-[package.extras]
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-
-[package.dependencies]
-numpy = "*"
-nvidia-nccl-cu12 = {version = "*", markers = "platform_system == \"Linux\" and platform_machine != \"aarch64\""}
-scipy = "*"
-
-[package.extras]
-dask = ["dask", "distributed", "pandas"]
-datatable = ["datatable"]
-pandas = ["pandas (>=1.2)"]
-plotting = ["graphviz", "matplotlib"]
-pyspark = ["cloudpickle", "pyspark", "scikit-learn"]
-scikit-learn = ["scikit-learn"]
-
-[[package]]
-name = "yfinance"
-version = "1.2.0"
-description = "Download market data from Yahoo! Finance API"
-optional = false
-python-versions = "*"
-groups = ["main"]
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-
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-multitasking = ">=0.0.7"
-numpy = ">=1.16.5"
-pandas = ">=1.3.0"
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-protobuf = ">=3.19.0"
-pytz = ">=2022.5"
-requests = ">=2.31"
-websockets = ">=13.0"
-
-[package.extras]
-nospam = ["requests_cache (>=1.0)", "requests_ratelimiter (>=0.3.1)"]
-repair = ["scipy (>=1.6.3)"]
-
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-optional = false
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-
-[package.extras]
-check = ["pytest-checkdocs (>=2.14)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
-cover = ["pytest-cov"]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-enabler = ["pytest-enabler (>=3.4)"]
-test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
-type = ["pytest-mypy (>=1.0.1) ; platform_python_implementation != \"PyPy\""]
-
-[metadata]
-lock-version = "2.1"
-python-versions = ">=3.11,<4.0"
-content-hash = "15e23217b92e535cf2e82b7108ab47a1702b0464b66b898ba84805da832254b4"
diff --git a/pyproject.toml b/pyproject.toml
index 3d79c6a..f66ab04 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,60 +1,32 @@
-[tool.poetry]
-package-mode = true
-packages = [
-    { include = "investing", from = "investing/src" },
-    { include = "credit", from = "credit/src" },
-]
-
 [project]
 name = "smartwealthai"
 version = "0.1.0"
 description = "AI-driven financial screener and portfolio manager"
 authors = [
-    {name = "Jorge Laborda",email = "jdlsicilia@gmail.com"}
+    { name = "Jorge Laborda", email = "jdlsicilia@gmail.com" }
 ]
 readme = "README.md"
 requires-python = ">=3.11,<4.0"
 dependencies = [
-    "yfinance (>=1.2.0,<2.0.0)",
-    "pandas (>=3.0.1,<4.0.0)",
-    "edgartools (>=5.35.1,<6.0.0)",
-    "pyarrow (>=17.0.0,<25.0.0)",
-    "requests (>=2.34.0,<3.0.0)",
-    "click (>=8.1.0,<9.0.0)",
-    "simfin (>=1.0.2,<2.0.0)",
-    "mlflow-skinny (==3.14.0)",
-    "streamlit (>=1.58.0,<2.0.0)",
-    "kaggle (>=2.2.4,<3.0.0)",
-    "xgboost (>=2.0.0,<3.0.0)",
-    "scikit-learn (>=1.9.1,<2.0.0)",
-    "joblib (>=1.6.0,<2.0.0)",
-    "fastapi (>=0.115,<1)",
-    "uvicorn[standard] (>=0.30,<1)"
+    "credit",
+    "investing",
 ]
 
-[project.scripts]
-download-fundamentals = "investing.download_fundamentals:main"
-download-simfin = "investing.download_simfin:main"
-normalize-simfin = "investing.normalize_simfin:main"
-build-universe = "investing.build_universe:main"
-download-prices = "investing.download_prices:main"
-compute-metrics = "investing.compute_metrics:main"
-run-demo-pipeline = "investing.run_demo_pipeline:main"
-score-universe = "investing.score_universe:main"
-run-dashboard = "investing.run_dashboard:main"
-generate-simfin-industry-exclusions = "investing.generate_simfin_industry_exclusions:main"
-credit-css = "credit.cli:main"
-credit-css-serve = "credit.api:main"
+[tool.uv]
+package = false
+
+[tool.uv.workspace]
+members = ["credit", "investing"]
 
-[build-system]
-requires = ["poetry-core>=2.0.0,<3.0.0"]
-build-backend = "poetry.core.masonry.api"
+[tool.uv.sources]
+credit = { workspace = true }
+investing = { workspace = true }
 
 [dependency-groups]
 dev = [
-    "pytest (>=9.0.3,<10.0.0)",
-    "pytest-cov (>=6.0.0,<7.0.0)",
-    "ruff (>=0.15.14,<0.16.0)"
+    "pytest>=9.0.3,<10.0.0",
+    "pytest-cov>=6.0.0,<7.0.0",
+    "ruff>=0.15.14,<0.16.0",
 ]
 
 [tool.pytest.ini_options]
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..bd13bc0
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,3661 @@
+version = 1
+revision = 5
+requires-python = ">=3.11, <4.0"
+resolution-markers = [
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.11.5' and python_full_version < '3.12' and sys_platform == 'win32'",
+    "python_full_version < '3.11.5' and sys_platform == 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.11.5' and python_full_version < '3.12' and sys_platform == 'emscripten'",
+    "python_full_version < '3.11.5' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.11.5' and python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.11.5' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+]
+
+[manifest]
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+    "credit",
+    "investing",
+    "smartwealthai",
+]
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