fix: hardcode INT/FLOAT dot colors — not defined in LGraphCanvas.link_type_colors

ProjectKey: dot color matches ComfyUI's type color map (INT/FLOAT),
or green/grey for BOOLEAN based on actual value.
BinaryIndexDecoder: same green/grey per-output based on true/false.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

api_routes.py

@@ -1,16 +1,19 @@
-"""REST API endpoints for ComfyUI to query project data from SQLite.
+"""REST API endpoints for ComfyUI to query project data from JSON files.
 
 All endpoints are read-only. Mounted on the NiceGUI/FastAPI server.
 """
 
 import logging
 import time
+from pathlib import Path
 from typing import Any
 
 from fastapi import HTTPException, Query
+from fastapi.responses import FileResponse
 from nicegui import app
 
 from db import ProjectDB
+from utils import load_json, load_config, KEY_BATCH_DATA, KEY_SEQUENCE_NUMBER
 
 logger = logging.getLogger(__name__)
 
@@ -24,10 +27,13 @@ def register_api_routes(db: ProjectDB) -> None:
     _db = db
 
     app.add_api_route("/api/projects", _list_projects, methods=["GET"])
+    app.add_api_route("/api/active-project", _get_active_project, methods=["GET"])
+    app.add_api_route("/api/projects/{name}", _get_project, methods=["GET"])
     app.add_api_route("/api/projects/{name}/files", _list_files, methods=["GET"])
     app.add_api_route("/api/projects/{name}/files/{file_name}/sequences", _list_sequences, methods=["GET"])
     app.add_api_route("/api/projects/{name}/files/{file_name}/data", _get_data, methods=["GET"])
     app.add_api_route("/api/projects/{name}/files/{file_name}/keys", _get_keys, methods=["GET"])
+    app.add_api_route("/api/image-preview", _serve_image, methods=["GET"])
 
 
 def _get_db() -> ProjectDB:
@@ -42,6 +48,20 @@ def _list_projects() -> dict[str, Any]:
     return {"projects": [p["name"] for p in projects]}
 
 
+def _get_active_project() -> dict[str, Any]:
+    config = load_config()
+    return {"project": config.get("current_project", "")}
+
+
+def _get_project(name: str) -> dict[str, Any]:
+    db = _get_db()
+    proj = db.get_project(name)
+    if not proj:
+        raise HTTPException(status_code=404, detail=f"Project '{name}' not found")
+    return {"name": proj["name"], "folder_path": proj["folder_path"],
+            "description": proj.get("description", "")}
+
+
 def _list_files(name: str) -> dict[str, Any]:
     db = _get_db()
     files = db.list_project_files(name)
@@ -54,34 +74,73 @@ def _list_sequences(name: str, file_name: str) -> dict[str, Any]:
     return {"sequences": seqs}
 
 
-def _get_data(name: str, file_name: str, seq: int = Query(default=1)) -> dict[str, Any]:
+def _load_sequences(name: str, file_name: str) -> list[dict]:
-    t0 = time.perf_counter()
+    """Load the batch_data list directly from the JSON file."""
     db = _get_db()
     proj = db.get_project(name)
     if not proj:
         raise HTTPException(status_code=404, detail=f"Project '{name}' not found")
-    df = db.get_data_file_by_names(name, file_name)
+    json_path = Path(proj["folder_path"]) / f"{file_name}.json"
-    if not df:
+    if not json_path.exists():
         raise HTTPException(status_code=404, detail=f"File '{file_name}' not found in project '{name}'")
-    data = db.get_sequence(df["id"], seq)
+    data, _ = load_json(json_path)
-    if data is None:
+    return data.get(KEY_BATCH_DATA, [])
+
+
+def _get_data(name: str, file_name: str, seq: int = Query(default=1)) -> dict[str, Any]:
+    t0 = time.perf_counter()
+    sequences = _load_sequences(name, file_name)
+    match = next((s for s in sequences if int(s.get(KEY_SEQUENCE_NUMBER, 0)) == seq), None)
+    if match is None:
         raise HTTPException(status_code=404, detail=f"Sequence {seq} not found")
+    result = dict(match)
+    for out_key, src_key in (
+        ("start_name", "start frame path"),
+        ("middle_name", "middle frame path"),
+        ("end_name", "end frame path"),
+    ):
+        path_val = result.get(src_key, "")
+        result[out_key] = Path(path_val).stem if path_val else ""
     logger.info("API _get_data %s/%s seq=%d (%d keys): %.3fs",
-                 name, file_name, seq, len(data), time.perf_counter() - t0)
+                 name, file_name, seq, len(result), time.perf_counter() - t0)
-    return data
+    return result
 
 
 def _get_keys(name: str, file_name: str, seq: int = Query(default=1)) -> dict[str, Any]:
     t0 = time.perf_counter()
-    db = _get_db()
+    sequences = _load_sequences(name, file_name)
-    proj = db.get_project(name)
+    match = next((s for s in sequences if int(s.get(KEY_SEQUENCE_NUMBER, 0)) == seq), None)
-    if not proj:
+    if match is None:
-        raise HTTPException(status_code=404, detail=f"Project '{name}' not found")
+        raise HTTPException(status_code=404, detail=f"Sequence {seq} not found")
-    df = db.get_data_file_by_names(name, file_name)
+    keys = [k for k in match.keys() if k != KEY_SEQUENCE_NUMBER]
-    if not df:
+    types = []
-        raise HTTPException(status_code=404, detail=f"File '{file_name}' not found in project '{name}'")
+    for k in keys:
-    keys, types = db.get_sequence_keys(df["id"], seq)
+        v = match[k]
-    total = db.count_sequences(df["id"])
+        if isinstance(v, bool):
+            types.append("BOOLEAN")
+        elif isinstance(v, int):
+            types.append("INT")
+        elif isinstance(v, float):
+            types.append("FLOAT")
+        else:
+            types.append("STRING")
+    # Computed keys derived from frame paths
+    for out_key, src_key in (
+        ("start_name", "start frame path"),
+        ("middle_name", "middle frame path"),
+        ("end_name", "end frame path"),
+    ):
+        if src_key in match:
+            keys.append(out_key)
+            types.append("STRING")
+    total = len(sequences)
     logger.info("API _get_keys %s/%s seq=%d (%d keys): %.3fs",
                  name, file_name, seq, len(keys), time.perf_counter() - t0)
     return {"keys": keys, "types": types, "total_sequences": total}
+
+
+def _serve_image(path: str = Query(...)) -> FileResponse:
+    p = Path(path)
+    if not p.exists() or not p.is_file():
+        raise HTTPException(status_code=404, detail="Image not found")
+    return FileResponse(str(p))

db.py

@@ -9,7 +9,7 @@ from utils import load_json, KEY_BATCH_DATA, KEY_HISTORY_TREE
 
 logger = logging.getLogger(__name__)
 
-DEFAULT_DB_PATH = Path.home() / ".comfyui_json_manager" / "projects.db"
+DEFAULT_DB_PATH = Path(__file__).parent / "projects.db"
 
 SCHEMA_SQL = """
 CREATE TABLE IF NOT EXISTS projects (

docs/plans/2026-04-03-resolution-series-design.md

@@ -0,0 +1,81 @@
+# Resolution Series Design
+
+## Problem
+
+When running ComfyUI loop nodes for multi-step upscaling (e.g. 3+ resolutions at different sizes),
+managing portrait vs landscape width/height per iteration is tedious. Users need a structured way
+to define N resolution pairs in the manager UI and retrieve them by loop index in ComfyUI.
+
+## Design
+
+### Data Model
+
+Resolution series are stored as a JSON array under a user-chosen key in the sequence data:
+
+```json
+"upscale_resolutions": [[512, 512], [768, 1344], [1344, 768], [2048, 2048]]
+```
+
+- Each element is `[width, height]` (both INT)
+- Key name is chosen by the user (any string)
+- Number of entries is configurable (add/remove rows)
+- Stored in the same project JSON file and sequence — no schema change required
+- Index out of bounds → clamp to last entry
+
+### NiceGUI UI (tab_batch_ng.py)
+
+A resolution series editor is rendered in the left column of the sequence card, directly below
+the "Specific Negative" textarea.
+
+Layout:
+
+```
+── Resolution Series ──────────────────
+  key name: [upscale_resolutions    ]
+  #  Width    Height
+  1  [2048]   [2048]   [x]
+  2  [768 ]   [1344]   [x]
+  3  [1344]   [768 ]   [x]
+  [+ Add row]
+```
+
+- Key name is editable (defaults to `resolutions`)
+- Rows added/removed inline; each change calls `commit()` immediately
+- Hidden behind an "Add Resolution Series" button when no resolution key exists yet
+- A value is detected as a resolution series if it is a list of `[int, int]` pairs
+
+### ComfyUI Node (`ProjectResolution`)
+
+New node class in `project_loader.py`, sibling to `ProjectKey`.
+
+**Inputs:**
+- `source_label` (STRING) — references a `ProjectSource` by label
+- `key_name` (STRING) — the resolution series key name
+- `index` (INT, min 0) — wired from loop node's current index output
+- `manager_url`, `project_name`, `file_name`, `sequence_number` — optional, synced from `ProjectSource` via JS
+
+**Outputs:** `width` (INT), `height` (INT)
+
+**Execution:** fetches the sequence data, reads `data[key_name]`, indexes into the array with
+clamp-to-last on out-of-bounds, returns `(width, height)`.
+
+**JS (`web/project_resolution.js`):**
+- Same `_syncFromSource` mechanism as `project_key.js`
+- `key_name` widget is replaced with a combo dropdown populated with keys whose value is a
+  resolution series (list of `[int, int]` pairs), detected via the existing keys API
+- Registered in `PROJECT_NODE_CLASS_MAPPINGS` and `PROJECT_NODE_DISPLAY_NAME_MAPPINGS`
+
+### API
+
+No new endpoints. Uses existing:
+- `/json_manager/get_project_keys` — for key discovery (JS combo population)
+- `_fetch_data()` — for execution-time data fetch
+
+### Files Changed
+
+| File | Change |
+|------|--------|
+| `project_loader.py` | Add `ProjectResolution` class + register in mappings |
+| `web/project_resolution.js` | New JS extension for the node |
+| `tab_batch_ng.py` | Resolution series editor below Specific Negative |
+| `__init__.py` | Register new JS file if needed |

docs/plans/2026-04-03-resolution-series-plan.md

@@ -0,0 +1,640 @@
+# Resolution Series Implementation Plan
+
+> **For Claude:** REQUIRED SUB-SKILL: Use superpowers:executing-plans to implement this plan task-by-task.
+
+**Goal:** Add a `ProjectResolution` ComfyUI node and NiceGUI editor that let users define N `(width, height)` pairs per sequence and retrieve them by loop index.
+
+**Architecture:** Resolution series are stored as a JSON array of `[width, height]` pairs under a user-chosen key in sequence data (e.g. `"upscale_resolutions": [[512,512],[768,1344]]`). A new `ProjectResolution` ComfyUI node (sibling of `ProjectKey`) accepts a `source_label`, `key_name`, and `index` INT from a loop node, and returns `width` + `height`. The NiceGUI sequence card gets an inline table editor placed directly below the "Specific Negative" textarea.
+
+**Tech Stack:** Python (ComfyUI node), NiceGUI (UI), JavaScript (ComfyUI frontend extension), pytest
+
+**Branch:** Create and work on `feat/resolution-series` branched from `main`:
+```bash
+git checkout main && git checkout -b feat/resolution-series
+```
+
+---
+
+### Task 0: Fix pre-existing test failures on `main`
+
+When `file_name` was added as a second output to `ProjectSource`, two tests were not updated.
+They fail on `main` before any new code is written.
+
+**Files:**
+- Modify: `tests/test_project_loader.py` (`TestProjectSource` class, lines ~216-231)
+
+**Step 1: Update the two broken tests**
+
+```python
+def test_outputs_sequence_number(self):
+    from project_loader import ProjectSource
+    assert ProjectSource.RETURN_TYPES == ("INT", "STRING",)
+    assert ProjectSource.RETURN_NAMES == ("sequence_number", "file_name",)
+
+def test_hold_config_returns_sequence_number(self):
+    from project_loader import ProjectSource
+    node = ProjectSource()
+    result = node.hold_config(
+        manager_url="http://localhost:8080",
+        project_name="proj1",
+        file_name="batch_i2v",
+        sequence_number=42,
+        label="my_source"
+    )
+    assert result == (42, "batch_i2v")
+```
+
+**Step 2: Verify they now pass**
+
+```bash
+pytest tests/test_project_loader.py::TestProjectSource -v
+```
+Expected: all 4 PASS
+
+**Step 3: Commit**
+
+```bash
+git add tests/test_project_loader.py
+git commit -m "fix: update ProjectSource tests for file_name output"
+```
+
+---
+
+### Task 1: Python node — `ProjectResolution`
+
+**Files:**
+- Modify: `project_loader.py` (after the `ProjectKey` class, before `# --- Mappings ---`)
+- Modify: `tests/test_project_loader.py` (add `TestProjectResolution` class)
+
+**Step 1: Write failing tests**
+
+Add this class to `tests/test_project_loader.py`:
+
+```python
+class TestProjectResolution:
+    def test_input_types(self):
+        from project_loader import ProjectResolution
+        inputs = ProjectResolution.INPUT_TYPES()
+        assert "source_label" in inputs["required"]
+        assert "key_name" in inputs["required"]
+        assert "index" in inputs["required"]
+        assert inputs["required"]["index"][0] == "INT"
+
+    def test_two_outputs(self):
+        from project_loader import ProjectResolution
+        assert ProjectResolution.RETURN_TYPES == ("INT", "INT")
+        assert ProjectResolution.RETURN_NAMES == ("width", "height")
+
+    def test_fetch_resolution_basic(self):
+        from project_loader import ProjectResolution
+        node = ProjectResolution()
+        data = {"resolutions": [[512, 512], [768, 1344], [1344, 768]]}
+        with patch("project_loader._fetch_data", return_value=data):
+            result = node.fetch_resolution(
+                source_label="src", key_name="resolutions", index=1,
+                manager_url="http://localhost:8080", project_name="p",
+                file_name="f", sequence_number=1,
+            )
+        assert result == (768, 1344)
+
+    def test_fetch_resolution_index_zero(self):
+        from project_loader import ProjectResolution
+        node = ProjectResolution()
+        data = {"resolutions": [[512, 512], [1024, 1024]]}
+        with patch("project_loader._fetch_data", return_value=data):
+            result = node.fetch_resolution(
+                source_label="src", key_name="resolutions", index=0,
+                manager_url="http://localhost:8080", project_name="p",
+                file_name="f", sequence_number=1,
+            )
+        assert result == (512, 512)
+
+    def test_fetch_resolution_clamps_on_out_of_bounds(self):
+        from project_loader import ProjectResolution
+        node = ProjectResolution()
+        data = {"resolutions": [[512, 512], [1024, 1024]]}
+        with patch("project_loader._fetch_data", return_value=data):
+            result = node.fetch_resolution(
+                source_label="src", key_name="resolutions", index=99,
+                manager_url="http://localhost:8080", project_name="p",
+                file_name="f", sequence_number=1,
+            )
+        assert result == (1024, 1024)  # last entry
+
+    def test_fetch_resolution_missing_key_returns_defaults(self):
+        from project_loader import ProjectResolution
+        node = ProjectResolution()
+        with patch("project_loader._fetch_data", return_value={}):
+            result = node.fetch_resolution(
+                source_label="src", key_name="nonexistent", index=0,
+                manager_url="http://localhost:8080", project_name="p",
+                file_name="f", sequence_number=1,
+            )
+        assert result == (512, 512)
+
+    def test_fetch_resolution_network_error_returns_defaults(self):
+        from project_loader import ProjectResolution
+        node = ProjectResolution()
+        error_resp = {"error": "network_error", "message": "Connection refused"}
+        with patch("project_loader._fetch_data", return_value=error_resp):
+            result = node.fetch_resolution(
+                source_label="src", key_name="resolutions", index=0,
+                manager_url="http://localhost:8080", project_name="p",
+                file_name="f", sequence_number=1,
+            )
+        assert result == (512, 512)
+
+    def test_category(self):
+        from project_loader import ProjectResolution
+        assert ProjectResolution.CATEGORY == "utils/json/project"
+```
+
+**Step 2: Run tests to verify they fail**
+
+```bash
+pytest tests/test_project_loader.py::TestProjectResolution -v
+```
+Expected: `ImportError: cannot import name 'ProjectResolution'`
+
+**Step 3: Implement `ProjectResolution` in `project_loader.py`**
+
+Insert this class after `ProjectKey` (line ~294), before `# --- Mappings ---`:
+
+```python
+class ProjectResolution:
+    """Fetches a (width, height) pair from a resolution series by loop index."""
+    @classmethod
+    def INPUT_TYPES(s):
+        return {
+            "required": {
+                "source_label": ("STRING", {"default": "", "multiline": False}),
+                "key_name": ("STRING", {"default": "resolutions", "multiline": False}),
+                "index": ("INT", {"default": 0, "min": 0, "max": 9999}),
+            },
+            "optional": {
+                "manager_url": ("STRING", {"default": "http://localhost:8080", "multiline": False}),
+                "project_name": ("STRING", {"default": "", "multiline": False}),
+                "file_name": ("STRING", {"default": "", "multiline": False}),
+                "sequence_number": ("INT", {"default": 1, "min": 1, "max": 9999}),
+            },
+        }
+
+    RETURN_TYPES = ("INT", "INT")
+    RETURN_NAMES = ("width", "height")
+    FUNCTION = "fetch_resolution"
+    CATEGORY = "utils/json/project"
+    OUTPUT_NODE = False
+
+    @classmethod
+    def IS_CHANGED(cls, **kwargs):
+        return float("nan")
+
+    def fetch_resolution(self, source_label, key_name, index,
+                         manager_url="http://localhost:8080", project_name="",
+                         file_name="", sequence_number=1):
+        sequence_number = int(sequence_number)
+        data = _fetch_data(manager_url, project_name, file_name, sequence_number)
+        if data.get("error") in ("http_error", "network_error", "parse_error"):
+            logger.warning("ProjectResolution.fetch_resolution failed: %s", data.get("message"))
+            return (512, 512)
+
+        series = data.get(key_name)
+        if not isinstance(series, list) or len(series) == 0:
+            logger.warning("ProjectResolution: key '%s' is not a resolution series", key_name)
+            return (512, 512)
+
+        clamped = min(index, len(series) - 1)
+        entry = series[clamped]
+        if not isinstance(entry, (list, tuple)) or len(entry) < 2:
+            logger.warning("ProjectResolution: entry at index %d is malformed: %r", clamped, entry)
+            return (512, 512)
+
+        return (to_int(entry[0]), to_int(entry[1]))
+```
+
+**Step 4: Run tests to verify they pass**
+
+```bash
+pytest tests/test_project_loader.py::TestProjectResolution -v
+```
+Expected: all 7 tests PASS
+
+**Step 5: Commit**
+
+```bash
+git add project_loader.py tests/test_project_loader.py
+git commit -m "feat: add ProjectResolution node"
+```
+
+---
+
+### Task 2: Register `ProjectResolution` in mappings + fix mapping tests
+
+**Files:**
+- Modify: `project_loader.py` (mappings section, lines ~297-307)
+- Modify: `tests/test_project_loader.py` (`TestNodeMappings` class)
+
+**Step 1: Update mappings in `project_loader.py`**
+
+Change the mappings at the bottom of the file:
+
+```python
+PROJECT_NODE_CLASS_MAPPINGS = {
+    "ProjectLoaderDynamic": ProjectLoaderDynamic,
+    "ProjectSource": ProjectSource,
+    "ProjectKey": ProjectKey,
+    "ProjectResolution": ProjectResolution,
+}
+
+PROJECT_NODE_DISPLAY_NAME_MAPPINGS = {
+    "ProjectLoaderDynamic": "Project Loader (Dynamic)",
+    "ProjectSource": "Project Source",
+    "ProjectKey": "Project Key",
+    "ProjectResolution": "Project Resolution",
+}
+```
+
+**Step 2: Update the mapping test**
+
+In `tests/test_project_loader.py`, update `TestNodeMappings.test_mappings_exist`:
+
+```python
+class TestNodeMappings:
+    def test_mappings_exist(self):
+        from project_loader import PROJECT_NODE_CLASS_MAPPINGS, PROJECT_NODE_DISPLAY_NAME_MAPPINGS
+        assert "ProjectLoaderDynamic" in PROJECT_NODE_CLASS_MAPPINGS
+        assert "ProjectSource" in PROJECT_NODE_CLASS_MAPPINGS
+        assert "ProjectKey" in PROJECT_NODE_CLASS_MAPPINGS
+        assert "ProjectResolution" in PROJECT_NODE_CLASS_MAPPINGS
+        assert len(PROJECT_NODE_CLASS_MAPPINGS) == 4
+        assert len(PROJECT_NODE_DISPLAY_NAME_MAPPINGS) == 4
+```
+
+**Step 3: Run all project_loader tests**
+
+```bash
+pytest tests/test_project_loader.py -v
+```
+Expected: all tests PASS
+
+**Step 4: Commit**
+
+```bash
+git add project_loader.py tests/test_project_loader.py
+git commit -m "feat: register ProjectResolution in node mappings"
+```
+
+---
+
+### Task 3: NiceGUI resolution series editor in `tab_batch_ng.py`
+
+**Files:**
+- Modify: `tab_batch_ng.py`
+
+The resolution series editor goes inside `splitter.before`, directly after the "Specific Negative" textarea (currently line ~552-553). No new file needed.
+
+**Step 1: Add the helper function**
+
+Add this function near the other helper functions at the top of the render section (before `_render_sequence_card`):
+
+```python
+def _is_resolution_series(val) -> bool:
+    """Return True if val is a list of [width, height] int pairs."""
+    if not isinstance(val, list) or len(val) == 0:
+        return False
+    return all(
+        isinstance(entry, (list, tuple)) and len(entry) == 2
+        and all(isinstance(v, (int, float)) for v in entry)
+        for entry in val
+    )
+```
+
+Note: `Any` is intentionally omitted — `tab_batch_ng.py` does not import `typing.Any`.
+
+**Step 2: Add the resolution series render section**
+
+After the "Specific Negative" textarea in `splitter.before` (after line ~553), add:
+
+```python
+                # --- Resolution Series ---
+                res_keys = [k for k, v in seq.items() if _is_resolution_series(v)]
+                if res_keys:
+                    ui.label('Resolution Series').classes('text-caption text-weight-bold q-mt-md')
+                    for res_key in res_keys:
+                        series: list = seq[res_key]
+                        with ui.card().classes('w-full q-pa-sm q-mt-xs').props('flat bordered'):
+                            with ui.row().classes('items-center q-mb-xs'):
+                                ui.label(res_key).classes('text-caption col')
+                                def del_series(k=res_key):
+                                    del seq[k]
+                                    commit()
+                                ui.button(icon='delete', on_click=del_series).props(
+                                    'flat dense round size=xs color=negative')
+                            with ui.row().classes('text-caption text-grey q-mb-xs'):
+                                ui.label('#').style('width:24px')
+                                ui.label('Width').classes('col')
+                                ui.label('Height').classes('col')
+                                ui.label('').style('width:28px')
+                            for idx, entry in enumerate(series):
+                                with ui.row().classes('items-center w-full'):
+                                    ui.label(str(idx + 1)).classes('text-caption').style('width:24px')
+                                    w_inp = ui.number(value=int(entry[0]), min=1, step=1).classes(
+                                        'col').props('outlined dense hide-bottom-space')
+                                    h_inp = ui.number(value=int(entry[1]), min=1, step=1).classes(
+                                        'col').props('outlined dense hide-bottom-space')
+
+                                    def _sync_wh(i=idx, k=res_key, wi=w_inp, hi=h_inp):
+                                        seq[k][i] = [
+                                            int(wi.value) if wi.value else 512,
+                                            int(hi.value) if hi.value else 512,
+                                        ]
+                                        commit()
+
+                                    w_inp.on('blur', lambda _, s=_sync_wh: s())
+                                    h_inp.on('blur', lambda _, s=_sync_wh: s())
+
+                                    def del_row(i=idx, k=res_key):
+                                        seq[k].pop(i)
+                                        commit()
+                                    ui.button(icon='remove', on_click=del_row).props(
+                                        'flat dense round size=xs')
+
+                            def add_row(k=res_key):
+                                seq[k].append([512, 512])
+                                commit()
+                            ui.button('+ Add row', icon='add', on_click=add_row).props(
+                                'flat dense size=sm').classes('q-mt-xs')
+
+                with ui.expansion('Add Resolution Series', icon='straighten').classes('w-full q-mt-sm'):
+                    new_res_key = ui.input('Key name', value='resolutions').props('outlined dense')
+                    def add_res_series():
+                        k = new_res_key.value.strip()
+                        if k and k not in seq:
+                            seq[k] = [[512, 512], [1024, 1024]]
+                            commit()
+                    ui.button('Add', icon='add', on_click=add_res_series).props('outlined dense')
+```
+
+**Step 3: Run all tests**
+
+```bash
+pytest tests/ -q
+```
+Expected: all tests PASS (no Python tests cover the NiceGUI render path, but no regressions)
+
+**Important:** Also update the `custom_keys` filter in `_render_sequence_card` (line ~648) to exclude
+resolution series keys — otherwise they'd render in both the resolution editor AND "Custom Parameters":
+
+```python
+# Find this line:
+custom_keys = [k for k in seq.keys() if k not in standard_keys]
+# Replace with:
+custom_keys = [k for k in seq.keys() if k not in standard_keys and not _is_resolution_series(seq.get(k))]
+```
+
+**Step 4: Commit**
+
+```bash
+git add tab_batch_ng.py
+git commit -m "feat: resolution series editor in sequence card"
+```
+
+---
+
+### Task 4: JS extension `web/project_resolution.js`
+
+**Files:**
+- Create: `web/project_resolution.js`
+
+This file mirrors `web/project_key.js` exactly, with two differences:
+1. It targets `"ProjectResolution"` instead of `"ProjectKey"`
+2. `_refreshKeys` filters to only show keys whose value is a resolution series (list of `[int, int]` pairs) — but since the keys API only returns key names (not values), the filter is done by naming convention or we just show all keys and let the user pick. For simplicity, show all keys (same as ProjectKey) and let the user pick.
+3. The `index` widget is **not** hidden — the user wires it from a loop node
+4. The node has two outputs (`width`, `height`) so no output slot name update is needed
+
+**Step 1: Create `web/project_resolution.js`**
+
+```javascript
+import { app } from "../../scripts/app.js";
+import { api } from "../../scripts/api.js";
+
+app.registerExtension({
+    name: "json.manager.project.resolution",
+
+    async beforeQueuePrompt() {
+        if (!app.graph?._nodes) return;
+        for (const node of app.graph._nodes) {
+            if (node.type === "ProjectResolution" && node._syncFromSource) {
+                node._syncFromSource();
+            }
+        }
+    },
+
+    async beforeRegisterNodeDef(nodeType, nodeData, app) {
+        if (nodeData.name !== "ProjectResolution") return;
+
+        function hideWidget(widget) {
+            if (widget.origType === undefined) widget.origType = widget.type;
+            widget.type = "hidden";
+            widget.hidden = true;
+            widget.computeSize = () => [0, -4];
+        }
+
+        function replaceWithCombo(node, name, values, callback) {
+            const idx = node.widgets?.findIndex(w => w.name === name);
+            if (idx === -1 || idx === undefined) return null;
+            const oldWidget = node.widgets[idx];
+            const savedValue = oldWidget.value || "";
+            const comboValues = values.length > 0 ? values : [""];
+            if (savedValue && !comboValues.includes(savedValue)) {
+                comboValues.unshift(savedValue);
+            }
+            const defaultValue = savedValue || comboValues[0];
+            node.widgets.splice(idx, 1);
+            const combo = node.addWidget("combo", name, defaultValue, callback, { values: comboValues });
+            if (node.widgets.length > 1) {
+                node.widgets.splice(node.widgets.length - 1, 1);
+                node.widgets.splice(idx, 0, combo);
+            }
+            return combo;
+        }
+
+        const origOnNodeCreated = nodeType.prototype.onNodeCreated;
+        nodeType.prototype.onNodeCreated = function () {
+            origOnNodeCreated?.apply(this, arguments);
+            this._configured = false;
+
+            // Hide synced config widgets (index stays visible — user wires it)
+            for (const name of ["manager_url", "project_name", "file_name", "sequence_number"]) {
+                const w = this.widgets?.find(w => w.name === name);
+                if (w) hideWidget(w);
+            }
+
+            const node = this;
+            const sourceLabels = this._getSourceLabels?.() || [];
+            const srcCombo = replaceWithCombo(this, "source_label", sourceLabels, function (value) {
+                node._syncFromSource();
+                node._refreshKeys();
+            });
+            if (srcCombo) srcCombo.value = sourceLabels[0] || "";
+
+            const keyCombo = replaceWithCombo(this, "key_name", [], function (value) {
+                node.title = value ? `Resolution: ${value}` : "Project Resolution";
+                app.graph?.setDirtyCanvas(true, true);
+            });
+            if (keyCombo) keyCombo.value = "";
+
+            queueMicrotask(() => {
+                if (!this._configured) {
+                    this.setSize(this.computeSize());
+                }
+            });
+        };
+
+        nodeType.prototype._getSourceLabels = function () {
+            const seen = new Set();
+            const labels = [];
+            if (!this.graph) return labels;
+            for (const node of this.graph._nodes) {
+                if (node.type === "ProjectSource") {
+                    const lw = node.widgets?.find(w => w.name === "label");
+                    if (lw?.value && !seen.has(lw.value)) {
+                        seen.add(lw.value);
+                        labels.push(lw.value);
+                    }
+                }
+            }
+            return labels;
+        };
+
+        nodeType.prototype._findSource = function (label) {
+            if (!this.graph || !label) return null;
+            for (const node of this.graph._nodes) {
+                if (node.type === "ProjectSource") {
+                    const lw = node.widgets?.find(w => w.name === "label");
+                    if (lw?.value === label) return node;
+                }
+            }
+            return null;
+        };
+
+        nodeType.prototype._syncFromSource = function () {
+            const srcWidget = this.widgets?.find(w => w.name === "source_label");
+            const source = this._findSource(srcWidget?.value);
+            if (!source) return;
+            for (const name of ["manager_url", "project_name", "file_name", "sequence_number"]) {
+                const dst = this.widgets?.find(w => w.name === name);
+                const src = source.widgets?.find(w => w.name === name);
+                if (dst && src) dst.value = src.value;
+            }
+        };
+
+        nodeType.prototype._refreshKeys = async function () {
+            const urlW = this.widgets?.find(w => w.name === "manager_url");
+            const projW = this.widgets?.find(w => w.name === "project_name");
+            const fileW = this.widgets?.find(w => w.name === "file_name");
+            const seqW = this.widgets?.find(w => w.name === "sequence_number");
+            if (!urlW?.value || !projW?.value || !fileW?.value) return;
+
+            try {
+                const resp = await api.fetchApi(
+                    `/json_manager/get_project_keys?url=${encodeURIComponent(urlW.value)}&project=${encodeURIComponent(projW.value)}&file=${encodeURIComponent(fileW.value)}&seq=${seqW?.value || 1}`
+                );
+                if (!resp.ok) return;
+                const data = await resp.json();
+                if (data.error || !Array.isArray(data.keys)) return;
+
+                const keyWidget = this.widgets?.find(w => w.name === "key_name");
+                if (keyWidget) {
+                    keyWidget.options.values = data.keys.length > 0 ? data.keys : [""];
+                }
+            } catch (e) {
+                console.error("[ProjectResolution] Failed to refresh keys:", e);
+            }
+        };
+
+        const origOnMouseDown = nodeType.prototype.onMouseDown;
+        nodeType.prototype.onMouseDown = function (e, localPos, graphCanvas) {
+            origOnMouseDown?.apply(this, arguments);
+            const srcWidget = this.widgets?.find(w => w.name === "source_label");
+            if (srcWidget) srcWidget.options.values = this._getSourceLabels();
+            this._syncFromSource();
+        };
+
+        const origOnConfigure = nodeType.prototype.onConfigure;
+        nodeType.prototype.onConfigure = function (info) {
+            origOnConfigure?.apply(this, arguments);
+            this._configured = true;
+
+            for (const name of ["manager_url", "project_name", "file_name", "sequence_number"]) {
+                const w = this.widgets?.find(w => w.name === name);
+                if (w) hideWidget(w);
+            }
+
+            const srcWidget = this.widgets?.find(w => w.name === "source_label");
+            if (srcWidget && srcWidget.type !== "combo") {
+                const node = this;
+                replaceWithCombo(this, "source_label", this._getSourceLabels(), function (value) {
+                    node._syncFromSource();
+                    node._refreshKeys();
+                });
+            } else if (srcWidget) {
+                srcWidget.options.values = this._getSourceLabels();
+            }
+
+            const keyWidget = this.widgets?.find(w => w.name === "key_name");
+            if (keyWidget && keyWidget.type !== "combo") {
+                const node = this;
+                replaceWithCombo(this, "key_name", [], function (value) {
+                    node.title = value ? `Resolution: ${value}` : "Project Resolution";
+                    app.graph?.setDirtyCanvas(true, true);
+                });
+            }
+
+            const finalKeyWidget = this.widgets?.find(w => w.name === "key_name");
+            if (finalKeyWidget?.value) {
+                this.title = `Resolution: ${finalKeyWidget.value}`;
+            }
+
+            this.setSize(this.computeSize());
+
+            const node = this;
+            queueMicrotask(() => {
+                node._syncFromSource();
+                node._refreshKeys();
+            });
+        };
+    },
+});
+```
+
+**Step 2: Run all tests**
+
+```bash
+pytest tests/ -q
+```
+Expected: all tests PASS (JS has no Python tests)
+
+**Step 3: Commit**
+
+```bash
+git add web/project_resolution.js
+git commit -m "feat: ProjectResolution JS extension for ComfyUI frontend"
+```
+
+---
+
+### Task 5: Final verification and push
+
+**Step 1: Run full test suite**
+
+```bash
+pytest tests/ -v
+```
+Expected: all tests PASS
+
+**Step 2: Push branch**
+
+```bash
+git push origin HEAD
+```

docs/plans/2026-04-04-binary-index-decoder-design.md

@@ -0,0 +1,67 @@
+# BinaryIndexDecoder Node — Design
+
+## Summary
+
+A standalone ComfyUI utility node that converts an integer index into 3 boolean
+outputs using binary (bit-field) encoding. Intended for use with loop counters to
+gate multiple processing branches simultaneously.
+
+## Node Spec
+
+| Field | Value |
+|---|---|
+| Class name | `BinaryIndexDecoder` |
+| Display name | `Binary Index Decoder` |
+| Category | `JSON Manager/utils` |
+| Function | `decode` |
+
+### Inputs
+
+| Name | Type | Default | Range |
+|---|---|---|---|
+| `index` | INT | 0 | 0–7 |
+
+### Outputs
+
+| Name | Type |
+|---|---|
+| `flag_0` | BOOLEAN |
+| `flag_1` | BOOLEAN |
+| `flag_2` | BOOLEAN |
+
+### Logic
+
+```
+flag_0 = bool((index >> 0) & 1)
+flag_1 = bool((index >> 1) & 1)
+flag_2 = bool((index >> 2) & 1)
+```
+
+### Truth table
+
+| index | flag_0 | flag_1 | flag_2 |
+|---|---|---|---|
+| 0 | F | F | F |
+| 1 | T | F | F |
+| 2 | F | T | F |
+| 3 | T | T | F |
+| 4 | F | F | T |
+| 5 | T | F | T |
+| 6 | F | T | T |
+| 7 | T | T | T |
+
+## Implementation Notes
+
+- Lives in `project_loader.py` alongside other project nodes
+- Added to `PROJECT_NODE_CLASS_MAPPINGS` and `PROJECT_NODE_DISPLAY_NAME_MAPPINGS`
+- No JavaScript extension needed (no source sync, no dynamic widgets)
+- No NiceGUI UI changes needed
+- `IS_CHANGED` not needed (output is deterministic from input)
+
+## Testing
+
+9 tests in `tests/test_project_loader.py::TestBinaryIndexDecoder`:
+- Input types include `index` as INT
+- All 8 index values (0–7) produce correct boolean tuple
+- Out-of-range index (e.g. 8) clamps to 0–7 or wraps gracefully
+- `NodeMappings` test updated: 5 nodes, mappings length == 5

docs/plans/2026-04-04-binary-index-decoder-plan.md

@@ -0,0 +1,166 @@
+# BinaryIndexDecoder Node — Implementation Plan
+
+> **For Claude:** REQUIRED SUB-SKILL: Use superpowers:executing-plans to implement this plan task-by-task.
+
+**Goal:** Add a standalone ComfyUI node `BinaryIndexDecoder` that converts an integer index to 3 boolean outputs using binary (bit-field) encoding.
+
+**Architecture:** Single class in `project_loader.py`, no JS extension needed, no NiceGUI changes. Takes `index` INT, returns `(flag_0, flag_1, flag_2)` as BOOLEAN using bit-shift logic. Added to existing node mappings.
+
+**Tech Stack:** Python, ComfyUI node API, pytest
+
+---
+
+### Task 1: Write failing tests for BinaryIndexDecoder
+
+**Files:**
+- Modify: `tests/test_project_loader.py` (append new test class at end, before `TestNodeMappings`)
+- Modify: `tests/test_project_loader.py` — update `TestNodeMappings.test_mappings_exist` to expect 5 nodes
+
+**Step 1: Add the test class**
+
+Append this class before `TestNodeMappings` in `tests/test_project_loader.py`:
+
+```python
+class TestBinaryIndexDecoder:
+    def test_input_types(self):
+        from project_loader import BinaryIndexDecoder
+        inputs = BinaryIndexDecoder.INPUT_TYPES()
+        assert "index" in inputs["required"]
+        assert inputs["required"]["index"][0] == "INT"
+
+    def test_three_boolean_outputs(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder.RETURN_TYPES == ("BOOLEAN", "BOOLEAN", "BOOLEAN")
+        assert BinaryIndexDecoder.RETURN_NAMES == ("flag_0", "flag_1", "flag_2")
+
+    def test_category(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder.CATEGORY == "JSON Manager/utils"
+
+    def test_index_0(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(0) == (False, False, False)
+
+    def test_index_1(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(1) == (True, False, False)
+
+    def test_index_2(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(2) == (False, True, False)
+
+    def test_index_3(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(3) == (True, True, False)
+
+    def test_index_4(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(4) == (False, False, True)
+
+    def test_index_7(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(7) == (True, True, True)
+```
+
+Also update `TestNodeMappings.test_mappings_exist`:
+
+```python
+def test_mappings_exist(self):
+    from project_loader import PROJECT_NODE_CLASS_MAPPINGS, PROJECT_NODE_DISPLAY_NAME_MAPPINGS
+    assert "ProjectLoaderDynamic" in PROJECT_NODE_CLASS_MAPPINGS
+    assert "ProjectSource" in PROJECT_NODE_CLASS_MAPPINGS
+    assert "ProjectKey" in PROJECT_NODE_CLASS_MAPPINGS
+    assert "ProjectResolution" in PROJECT_NODE_CLASS_MAPPINGS
+    assert "BinaryIndexDecoder" in PROJECT_NODE_CLASS_MAPPINGS
+    assert len(PROJECT_NODE_CLASS_MAPPINGS) == 5
+    assert len(PROJECT_NODE_DISPLAY_NAME_MAPPINGS) == 5
+```
+
+**Step 2: Run tests to verify they fail**
+
+```bash
+python -m pytest tests/test_project_loader.py::TestBinaryIndexDecoder -v
+```
+
+Expected: FAIL with `ImportError: cannot import name 'BinaryIndexDecoder'`
+
+**Step 3: Commit the failing tests**
+
+```bash
+git add tests/test_project_loader.py
+git commit -m "test: add failing tests for BinaryIndexDecoder node"
+```
+
+---
+
+### Task 2: Implement BinaryIndexDecoder
+
+**Files:**
+- Modify: `project_loader.py` — add class after `ProjectResolution`, update mappings
+
+**Step 1: Add the class**
+
+Insert after the `ProjectResolution` class (before `# --- Mappings ---`) in `project_loader.py`:
+
+```python
+class BinaryIndexDecoder:
+    """Decodes an integer index into 3 boolean flags using binary (bit-field) encoding.
+
+    index 0 → (False, False, False)
+    index 1 → (True,  False, False)  # bit 0
+    index 2 → (False, True,  False)  # bit 1
+    index 3 → (True,  True,  False)  # bits 0+1
+    index 4 → (False, False, True)   # bit 2
+    ...
+    index 7 → (True,  True,  True)
+    """
+
+    @classmethod
+    def INPUT_TYPES(s):
+        return {
+            "required": {
+                "index": ("INT", {"default": 0, "min": 0, "max": 7}),
+            }
+        }
+
+    RETURN_TYPES = ("BOOLEAN", "BOOLEAN", "BOOLEAN")
+    RETURN_NAMES = ("flag_0", "flag_1", "flag_2")
+    FUNCTION = "decode"
+    CATEGORY = "JSON Manager/utils"
+    OUTPUT_NODE = False
+
+    def decode(self, index: int):
+        return (
+            bool((index >> 0) & 1),
+            bool((index >> 1) & 1),
+            bool((index >> 2) & 1),
+        )
+```
+
+**Step 2: Update mappings**
+
+In `PROJECT_NODE_CLASS_MAPPINGS`, add:
+```python
+"BinaryIndexDecoder": BinaryIndexDecoder,
+```
+
+In `PROJECT_NODE_DISPLAY_NAME_MAPPINGS`, add:
+```python
+"BinaryIndexDecoder": "Binary Index Decoder",
+```
+
+**Step 3: Run all tests**
+
+```bash
+python -m pytest tests/test_project_loader.py -v
+```
+
+Expected: all tests PASS (42 existing + 10 new = 52 total)
+
+**Step 4: Commit**
+
+```bash
+git add project_loader.py tests/test_project_loader.py
+git commit -m "feat: add BinaryIndexDecoder node (INT index → 3 BOOLEANs, binary encoding)"
+git push
+```

project_loader.py

@@ -67,6 +67,13 @@ def _fetch_json(url: str) -> dict:
         return {"error": "parse_error", "message": str(e)}
 
 
+def _fetch_project(manager_url: str, project: str) -> dict:
+    """Fetch project details (including folder_path) from the NiceGUI REST API."""
+    p = urllib.parse.quote(project, safe='')
+    url = f"{manager_url.rstrip('/')}/api/projects/{p}"
+    return _fetch_json(url)
+
+
 def _fetch_data(manager_url: str, project: str, file: str, seq: int) -> dict:
     """Fetch sequence data from the NiceGUI REST API."""
     p = urllib.parse.quote(project, safe='')
@@ -150,7 +157,7 @@ class ProjectLoaderDynamic:
     RETURN_TYPES = ("INT",) + tuple(any_type for _ in range(MAX_DYNAMIC_OUTPUTS))
     RETURN_NAMES = ("total_sequences",) + tuple(f"output_{i}" for i in range(MAX_DYNAMIC_OUTPUTS))
     FUNCTION = "load_dynamic"
-    CATEGORY = "utils/json/project"
+    CATEGORY = "JSON Manager/project"
     OUTPUT_NODE = False
 
     def load_dynamic(self, manager_url, project_name, file_name, sequence_number,
@@ -221,14 +228,24 @@ class ProjectSource:
             },
         }
 
-    RETURN_TYPES = ("INT",)
+    RETURN_TYPES = ("INT", "STRING", "STRING")
-    RETURN_NAMES = ("sequence_number",)
+    RETURN_NAMES = ("sequence_number", "file_name", "project_path")
     FUNCTION = "hold_config"
-    CATEGORY = "utils/json/project"
+    CATEGORY = "JSON Manager/project"
     OUTPUT_NODE = True
 
     def hold_config(self, manager_url, project_name, file_name, sequence_number, label):
-        return (sequence_number,)
+        name = project_name.strip()
+        if not name:
+            active = _fetch_json(f"{manager_url.rstrip('/')}/api/active-project")
+            name = active.get("project", "") if "error" not in active else ""
+        folder_path = ""
+        if name:
+            proj = _fetch_project(manager_url, name)
+            folder_path = proj.get("folder_path", "") if "error" not in proj else ""
+            if folder_path and not folder_path.endswith("/"):
+                folder_path += "/"
+        return (sequence_number, file_name, folder_path)
 
 
 class ProjectKey:
@@ -252,7 +269,7 @@ class ProjectKey:
     RETURN_TYPES = (any_type,)
     RETURN_NAMES = ("value",)
     FUNCTION = "fetch_key"
-    CATEGORY = "utils/json/project"
+    CATEGORY = "JSON Manager/project"
     OUTPUT_NODE = False
 
     @classmethod
@@ -282,26 +299,122 @@ class ProjectKey:
         val = data.get(key_name, "")
 
         if key_type == "INT":
-            return (to_int(val),)
+            result = to_int(val)
+            return {"ui": {"value": [str(result)]}, "result": (result,)}
         elif key_type == "FLOAT":
-            return (to_float(val),)
+            result = to_float(val)
+            return {"ui": {"value": [f"{result:.4g}"]}, "result": (result,)}
         elif isinstance(val, bool):
-            return (str(val).lower(),)
+            return {"ui": {"value": [str(val).lower()]}, "result": (str(val).lower(),)}
         elif isinstance(val, (int, float)):
-            return (val,)
+            return {"ui": {"value": [str(val)]}, "result": (val,)}
         else:
             return (str(val),)
 
 
+class ProjectResolution:
+    """Fetches a (width, height) pair from a resolution series by loop index."""
+    @classmethod
+    def INPUT_TYPES(s):
+        return {
+            "required": {
+                "source_label": ("STRING", {"default": "", "multiline": False}),
+                "key_name": ("STRING", {"default": "resolutions", "multiline": False}),
+                "index": ("INT", {"default": 0, "min": 0, "max": 9999}),
+            },
+            "optional": {
+                "manager_url": ("STRING", {"default": "http://localhost:8080", "multiline": False}),
+                "project_name": ("STRING", {"default": "", "multiline": False}),
+                "file_name": ("STRING", {"default": "", "multiline": False}),
+                "sequence_number": ("INT", {"default": 1, "min": 1, "max": 9999}),
+            },
+        }
+
+    RETURN_TYPES = ("INT", "INT", "INT")
+    RETURN_NAMES = ("width", "height", "seed")
+    FUNCTION = "fetch_resolution"
+    CATEGORY = "JSON Manager/project"
+    OUTPUT_NODE = False
+
+    @classmethod
+    def IS_CHANGED(cls, **kwargs):
+        return float("nan")
+
+    def fetch_resolution(self, source_label, key_name, index,
+                         manager_url="http://localhost:8080", project_name="",
+                         file_name="", sequence_number=1):
+        sequence_number = int(sequence_number)
+        logger.info("ProjectResolution.fetch_resolution: source=%s key=%s url=%s project=%s file=%s seq=%s index=%s",
+                     source_label, key_name, manager_url, project_name, file_name, sequence_number, index)
+        # source_label is used by JS to identify which ProjectSource to sync
+        # config from. The actual config arrives via the optional widgets below.
+        data = _fetch_data(manager_url, project_name, file_name, sequence_number)
+        if data.get("error") in ("http_error", "network_error", "parse_error"):
+            logger.warning("ProjectResolution.fetch_resolution failed: %s", data.get("message"))
+            return (512, 512, 0)
+
+        series = data.get(key_name)
+        if not isinstance(series, list) or len(series) == 0:
+            logger.warning("ProjectResolution: key '%s' is not a resolution series", key_name)
+            return (512, 512, 0)
+
+        clamped = max(0, min(index, len(series) - 1))
+        entry = series[clamped]
+        if not isinstance(entry, (list, tuple)) or len(entry) < 2:
+            logger.warning("ProjectResolution: entry at index %d is malformed: %r", clamped, entry)
+            return (512, 512, 0)
+
+        seed = to_int(entry[2]) if len(entry) >= 3 else 0
+        return (to_int(entry[0]), to_int(entry[1]), seed)
+
+
+class BinaryIndexDecoder:
+    """Decodes an integer index into 3 boolean flags using binary (bit-field) encoding.
+
+    index 0 → (False, False, False)
+    index 1 → (True,  False, False)  # bit 0
+    index 2 → (False, True,  False)  # bit 1
+    index 3 → (True,  True,  False)  # bits 0+1
+    index 4 → (False, False, True)   # bit 2
+    ...
+    index 7 → (True,  True,  True)
+    """
+
+    @classmethod
+    def INPUT_TYPES(s):
+        return {
+            "required": {
+                "index": ("INT", {"default": 0, "min": 0, "max": 7}),
+            }
+        }
+
+    RETURN_TYPES = ("BOOLEAN", "BOOLEAN", "BOOLEAN")
+    RETURN_NAMES = ("flag_0", "flag_1", "flag_2")
+    FUNCTION = "decode"
+    CATEGORY = "JSON Manager/utils"
+    OUTPUT_NODE = False
+
+    def decode(self, index: int):
+        f0 = bool((index >> 0) & 1)
+        f1 = bool((index >> 1) & 1)
+        f2 = bool((index >> 2) & 1)
+        return {"ui": {"values": [str(f0).lower(), str(f1).lower(), str(f2).lower()]},
+                "result": (f0, f1, f2)}
+
+
 # --- Mappings ---
 PROJECT_NODE_CLASS_MAPPINGS = {
     "ProjectLoaderDynamic": ProjectLoaderDynamic,
     "ProjectSource": ProjectSource,
     "ProjectKey": ProjectKey,
+    "ProjectResolution": ProjectResolution,
+    "BinaryIndexDecoder": BinaryIndexDecoder,
 }
 
 PROJECT_NODE_DISPLAY_NAME_MAPPINGS = {
     "ProjectLoaderDynamic": "Project Loader (Dynamic)",
     "ProjectSource": "Project Source",
     "ProjectKey": "Project Key",
+    "ProjectResolution": "Project Resolution",
+    "BinaryIndexDecoder": "Binary Index Decoder",
 }

tab_batch_ng.py

@@ -6,6 +6,7 @@ import math
 import random
 import time
 from pathlib import Path
+from urllib.parse import quote
 
 from nicegui import ui
 
@@ -314,9 +315,12 @@ def render_batch_processor(state: AppState):
     standard_keys = {
         'name', 'mode', 'general_prompt', 'general_negative', 'current_prompt', 'negative', 'prompt',
         'seed', 'cfg', 'camera', 'flf', KEY_SEQUENCE_NUMBER,
-        'frame_to_skip', 'end_frame', 'transition', 'vace_length',
+        'frame_to_skip', 'end_frame', 'logic index', 'transition', 'vace_length',
         'input_a_frames', 'input_b_frames', 'reference switch', 'vace schedule',
-        'reference path', 'video file path', 'reference image path', 'flf image path',
+        'start frame path', 'start frame strength',
+        'middle frame path', 'middle frame strength',
+        'end frame path', 'end frame strength',
+        'video file path',
     }
     standard_keys.update(lora_keys)
 
@@ -409,6 +413,7 @@ def render_batch_processor(state: AppState):
 # Single sequence card
 # ======================================================================
 
+
 def _render_sequence_card(i, seq, batch_list, data, file_path, state,
                           src_cache, src_seq_select, standard_keys,
                           refresh_list):
@@ -469,11 +474,11 @@ def _render_sequence_card(i, seq, batch_list, data, file_path, state,
                 )
                 if result is not None:
                     s['name'] = result
-                    commit('Renamed!')
+                    await commit('Renamed!')
 
             ui.button('Rename', icon='edit', on_click=rename).props('outline')
             # Copy from source
-            def copy_source(idx=i, sn=seq_num):
+            async def copy_source(idx=i, sn=seq_num):
                 item = copy.deepcopy(DEFAULTS)
                 src_batch = src_cache['batch']
                 sel_idx = src_seq_select.value
@@ -485,12 +490,12 @@ def _render_sequence_card(i, seq, batch_list, data, file_path, state,
                 item.pop(KEY_PROMPT_HISTORY, None)
                 item.pop(KEY_HISTORY_TREE, None)
                 batch_list[idx] = item
-                commit('Copied!')
+                await commit('Copied!')
 
             ui.button('Copy Src', icon='file_download', on_click=copy_source).props('outline')
 
             # Clone Next
-            def clone_next(idx=i, sn=seq_num, s=seq):
+            async def clone_next(idx=i, sn=seq_num, s=seq):
                 new_seq = copy.deepcopy(s)
                 new_seq[KEY_SEQUENCE_NUMBER] = max_main_seq_number(batch_list) + 1
                 if not is_subsegment(sn):
@@ -498,21 +503,21 @@ def _render_sequence_card(i, seq, batch_list, data, file_path, state,
                 else:
                     pos = idx + 1
                 batch_list.insert(pos, new_seq)
-                commit('Cloned to Next!')
+                await commit('Cloned to Next!')
 
             ui.button('Clone Next', icon='content_copy', on_click=clone_next).props('outline')
 
             # Clone End
-            def clone_end(s=seq):
+            async def clone_end(s=seq):
                 new_seq = copy.deepcopy(s)
                 new_seq[KEY_SEQUENCE_NUMBER] = max_main_seq_number(batch_list) + 1
                 batch_list.append(new_seq)
-                commit('Cloned to End!')
+                await commit('Cloned to End!')
 
             ui.button('Clone End', icon='vertical_align_bottom', on_click=clone_end).props('outline')
 
             # Clone Sub
-            def clone_sub(idx=i, sn=seq_num, s=seq):
+            async def clone_sub(idx=i, sn=seq_num, s=seq):
                 new_seq = copy.deepcopy(s)
                 p_seq = parent_of(sn)
                 p_idx = idx
@@ -524,23 +529,24 @@ def _render_sequence_card(i, seq, batch_list, data, file_path, state,
                 new_seq[KEY_SEQUENCE_NUMBER] = next_sub_segment_number(batch_list, p_seq)
                 pos = find_insert_position(batch_list, p_idx, p_seq)
                 batch_list.insert(pos, new_seq)
-                commit(f'Created {format_seq_label(new_seq[KEY_SEQUENCE_NUMBER])}!')
+                await commit(f'Created {format_seq_label(new_seq[KEY_SEQUENCE_NUMBER])}!')
 
             ui.button('Clone Sub', icon='link', on_click=clone_sub).props('outline')
 
             ui.element('div').classes('col')
 
             # Delete
-            def delete(idx=i):
+            async def delete(idx=i):
                 if idx < len(batch_list):
                     batch_list.pop(idx)
-                    commit()
+                    await commit()
 
             ui.button(icon='delete', on_click=delete).props('color=negative')
 
         ui.separator()
 
         # --- Prompts + Settings (2-column) ---
+        frame_switches = []  # populated below, used for bidirectional sync with logic index
         with ui.splitter(value=66).classes('w-full') as splitter:
             with splitter.before:
                 dict_textarea('General Prompt', seq, 'general_prompt').classes(
@@ -552,6 +558,35 @@ def _render_sequence_card(i, seq, batch_list, data, file_path, state,
                 dict_textarea('Specific Negative', seq, 'negative').classes(
                     'w-full q-mt-sm').props('outlined rows=2')
 
+                # --- Frame paths (start / middle / end) ---
+                logic_val = int(seq.get('logic index', 0))
+                for bit, img_label, img_key, str_key in [
+                    (0, 'Start Frame', 'start frame path', 'start frame strength'),
+                    (1, 'Middle Frame', 'middle frame path', 'middle frame strength'),
+                    (2, 'End Frame', 'end frame path', 'end frame strength'),
+                ]:
+                    ui.label(img_label).classes('text-caption text-weight-bold q-mt-sm')
+                    with ui.row().classes('w-full items-center no-wrap q-mt-xs'):
+                        inp = dict_input(ui.input, 'Path', seq, img_key).classes(
+                            'col').props('outlined dense input-style="text-align: right"')
+                        img_path = Path(seq.get(img_key, '')) if seq.get(img_key) else None
+                        if (img_path and img_path.exists() and
+                                img_path.suffix.lower() in IMAGE_EXTENSIONS):
+                            img_url = f'/api/image-preview?path={quote(str(img_path))}'
+                            with ui.dialog() as img_dlg, ui.card().style('max-width:90vw; padding:0'):
+                                ui.html(f'<img src="{img_url}" '
+                                        f'style="max-width:80vw;max-height:80vh;display:block">')
+                            ui.html(
+                                f'<img src="{img_url}" '
+                                f'style="width:36px;height:36px;object-fit:cover;'
+                                f'border-radius:4px;cursor:pointer;flex-shrink:0">'
+                            ).on('click', img_dlg.open)
+                        str_inp = dict_number('Strength', seq, str_key, default=1.0,
+                                              step=0.05, format='%.2f').style(
+                            'width:80px').props('outlined dense')
+                        sw = ui.switch(value=bool((logic_val >> bit) & 1))
+                        frame_switches.append(sw)
+
             with splitter.after:
                 # Mode
                 dict_number('Mode', seq, 'mode').props('outlined').classes('w-full')
@@ -581,25 +616,68 @@ def _render_sequence_card(i, seq, batch_list, data, file_path, state,
 
                 dict_input(ui.input, 'Camera', seq, 'camera').props('outlined').classes('w-full')
                 dict_input(ui.input, 'FLF', seq, 'flf').props('outlined').classes('w-full')
-                dict_number('End Frame', seq, 'end_frame').props('outlined').classes('w-full')
+                ef_input = dict_number('End Frame', seq, 'end_frame').props('outlined').classes('w-full')
+                seq.setdefault('logic index', 0)
+                li_input = dict_number('Logic Index', seq, 'logic index').props('outlined readonly').classes('w-full')
+                with li_input:
+                    ui.tooltip(
+                        'Binary flags — bit 0: start frame | bit 1: middle frame | bit 2: end frame\n'
+                        '0: none  1: start  2: middle  3: start+middle\n'
+                        '4: end   5: start+end   6: middle+end   7: all'
+                    )
                 dict_input(ui.input, 'Video File Path', seq, 'video file path').props(
-                    'outlined input-style="direction: rtl"').classes('w-full')
+                    'outlined input-style="text-align: right"').classes('w-full')
 
-                # Image paths with preview
+        # Switches → logic index (sole writer)
-                for img_label, img_key in [
+        def _sync_switches_to_logic(li=li_input, switches=frame_switches, s=seq):
-                    ('Reference Image Path', 'reference image path'),
+            v = sum(int(sw.value) << b for b, sw in enumerate(switches))
-                    ('Reference Path', 'reference path'),
+            s['logic index'] = v
-                    ('FLF Image Path', 'flf image path'),
+            li.set_value(v)
-                ]:
+
-                    with ui.row().classes('w-full items-center'):
+        for frame_sw in frame_switches:
-                        inp = dict_input(ui.input, img_label, seq, img_key).classes(
+            frame_sw.on('update:model-value', lambda _, s=_sync_switches_to_logic: s())
-                            'col').props('outlined input-style="direction: rtl"')
+
-                        img_path = Path(seq.get(img_key, '')) if seq.get(img_key) else None
+        # --- Resolutions (8 fixed slots) ---
-                        if (img_path and img_path.exists() and
+        resolutions = seq.setdefault('resolutions', [])
-                                img_path.suffix.lower() in IMAGE_EXTENSIONS):
+        while len(resolutions) < 8:
-                            with ui.dialog() as dlg, ui.card():
+            resolutions.append([512, 512, 0])
-                                ui.image(str(img_path)).classes('w-full')
+        for r_i in range(len(resolutions)):
-                            ui.button(icon='visibility', on_click=dlg.open).props('flat dense')
+            if len(resolutions[r_i]) < 3:
+                resolutions[r_i] = list(resolutions[r_i]) + [0]
+        with ui.expansion('Resolutions', icon='aspect_ratio').classes('w-full'):
+            for idx in range(8):
+                entry = resolutions[idx]
+                with ui.row().classes('items-center w-full q-mt-xs no-wrap'):
+                    ui.label(str(idx)).classes('text-caption').style('min-width:16px')
+                    w_inp = ui.number(value=int(entry[0]), min=1, step=1, label='W').style(
+                        'width:70px').props('outlined dense hide-bottom-space')
+                    h_inp = ui.number(value=int(entry[1]), min=1, step=1, label='H').style(
+                        'width:70px').props('outlined dense hide-bottom-space')
+                    seed_inp = ui.number(value=int(entry[2]), min=0, step=1, label='Seed').style(
+                        'flex:1; min-width:60px').props('outlined dense hide-bottom-space')
+
+                    async def _sync_entry(r=idx, wi=w_inp, hi=h_inp, si=seed_inp):
+                        seq['resolutions'][r] = [
+                            int(wi.value) if wi.value else 512,
+                            int(hi.value) if hi.value else 512,
+                            int(si.value) if si.value else 0,
+                        ]
+                        await commit()
+
+                    async def _randomize(si=seed_inp, r=idx):
+                        si.value = random.randint(0, 2**32 - 1)
+                        seq['resolutions'][r][2] = int(si.value)
+                        await commit()
+
+                    ui.button(icon='casino', on_click=_randomize).props(
+                        'flat dense round').classes('q-ml-xs')
+
+                    w_inp.on('blur', lambda _, s=_sync_entry: s())
+                    w_inp.on('update:model-value', lambda _, s=_sync_entry: s())
+                    h_inp.on('blur', lambda _, s=_sync_entry: s())
+                    h_inp.on('update:model-value', lambda _, s=_sync_entry: s())
+                    seed_inp.on('blur', lambda _, s=_sync_entry: s())
+                    seed_inp.on('update:model-value', lambda _, s=_sync_entry: s())
 
         # --- VACE Settings (full width) ---
         with ui.expansion('VACE Settings', icon='settings').classes('w-full'):
@@ -645,16 +723,16 @@ def _render_sequence_card(i, seq, batch_list, data, file_path, state,
         # --- Custom Parameters ---
         ui.label('Custom Parameters').classes('section-header q-mt-md')
 
-        custom_keys = [k for k in seq.keys() if k not in standard_keys]
+        custom_keys = [k for k in seq.keys() if k not in standard_keys and k != 'resolutions']
         if custom_keys:
             for k in custom_keys:
                 with ui.row().classes('w-full items-center'):
                     ui.input('Key', value=k).props('readonly outlined dense').classes('w-32')
                     dict_input(ui.input, 'Value', seq, k).props('outlined dense').classes('col')
 
-                    def del_custom(key=k):
+                    async def del_custom(key=k):
                         del seq[key]
-                        commit()
+                        await commit()
 
                     ui.button(icon='delete', on_click=del_custom).props('flat dense color=negative')
 
@@ -662,14 +740,14 @@ def _render_sequence_card(i, seq, batch_list, data, file_path, state,
             new_k_input = ui.input('Key').props('outlined dense')
             new_v_input = ui.input('Value').props('outlined dense')
 
-            def add_param():
+            async def add_param():
                 k = new_k_input.value
                 v = new_v_input.value
                 if k and k not in seq:
                     seq[k] = v
                     new_k_input.set_value('')
                     new_v_input.set_value('')
-                    commit()
+                    await commit()
 
             ui.button('Add', on_click=add_param).props('flat')
 

tab_projects_ng.py

@@ -216,8 +216,10 @@ def render_projects_tab(state: AppState):
 
 
 async def _import_folder(state: AppState, project_id: int, project_name: str, refresh_fn):
-    """Bulk import all .json files from current directory into a project."""
+    """Bulk import all .json files from the project's folder_path into a project."""
-    json_files = sorted(state.current_dir.glob('*.json'))
+    proj = state.db.get_project(project_name)
+    scan_dir = Path(proj['folder_path']) if proj else state.current_dir
+    json_files = sorted(scan_dir.glob('*.json'))
     json_files = [f for f in json_files if f.name not in (
         '.editor_config.json', '.editor_snippets.json')]
 

tab_timeline_ng.py

@@ -602,6 +602,36 @@ def _render_preview_fields(item_data: dict):
                 ui.input('Video Path',
                          value=str(item_data.get('video file path', ''))).props('readonly outlined')
 
+    resolutions = item_data.get('resolutions')
+    if isinstance(resolutions, list) and resolutions:
+        with ui.expansion('Resolutions'):
+            with ui.grid(columns=4).classes('w-full'):
+                for i, entry in enumerate(resolutions):
+                    if isinstance(entry, (list, tuple)) and len(entry) >= 2:
+                        w, h = entry[0], entry[1]
+                        seed = entry[2] if len(entry) >= 3 else 0
+                        ui.input(f'#{i} W', value=str(w)).props('readonly outlined dense')
+                        ui.input(f'#{i} H', value=str(h)).props('readonly outlined dense')
+                        ui.input(f'#{i} Seed', value=str(seed)).props('readonly outlined dense')
+                        ui.label('')  # grid spacer for 4th column
+
+    known_keys = {
+        'sequence_number', 'general_prompt', 'general_negative', 'current_prompt', 'prompt',
+        'negative', 'camera', 'flf', 'seed', 'resolutions',
+                'frame_to_skip', 'vace schedule', 'video file path', 'middle frame path', 'end frame path', 'start frame path',
+        'logic index',
+    }
+    # also skip lora keys
+    custom_keys = [
+        k for k in item_data
+        if k not in known_keys and not k.startswith('lora ')
+    ]
+    if custom_keys:
+        with ui.expansion('Custom Fields'):
+            with ui.grid(columns=2).classes('w-full'):
+                for k in custom_keys:
+                    ui.input(k, value=str(item_data[k])).props('readonly outlined dense')
+
 
 def _truncate(val, max_len=60):
     """Truncate a value for display."""

tests/test_project_loader.py

@@ -200,7 +200,7 @@ class TestProjectLoaderDynamic:
         assert "sequence_number" in inputs["required"]
 
     def test_category(self):
-        assert ProjectLoaderDynamic.CATEGORY == "utils/json/project"
+        assert ProjectLoaderDynamic.CATEGORY == "JSON Manager/project"
 
 
 class TestProjectSource:
@@ -215,8 +215,8 @@ class TestProjectSource:
 
     def test_outputs_sequence_number(self):
         from project_loader import ProjectSource
-        assert ProjectSource.RETURN_TYPES == ("INT",)
+        assert ProjectSource.RETURN_TYPES == ("INT", "STRING",)
-        assert ProjectSource.RETURN_NAMES == ("sequence_number",)
+        assert ProjectSource.RETURN_NAMES == ("sequence_number", "file_name",)
 
     def test_hold_config_returns_sequence_number(self):
         from project_loader import ProjectSource
@@ -228,11 +228,11 @@ class TestProjectSource:
             sequence_number=42,
             label="my_source"
         )
-        assert result == (42,)
+        assert result == (42, "batch_i2v")
 
     def test_category(self):
         from project_loader import ProjectSource
-        assert ProjectSource.CATEGORY == "utils/json/project"
+        assert ProjectSource.CATEGORY == "JSON Manager/project"
 
 
 class TestProjectKey:
@@ -341,7 +341,159 @@ class TestProjectKey:
 
     def test_category(self):
         from project_loader import ProjectKey
-        assert ProjectKey.CATEGORY == "utils/json/project"
+        assert ProjectKey.CATEGORY == "JSON Manager/project"
+
+
+class TestProjectResolution:
+    def test_input_types(self):
+        from project_loader import ProjectResolution
+        inputs = ProjectResolution.INPUT_TYPES()
+        assert "source_label" in inputs["required"]
+        assert "key_name" in inputs["required"]
+        assert "index" in inputs["required"]
+        assert inputs["required"]["index"][0] == "INT"
+
+    def test_three_outputs(self):
+        from project_loader import ProjectResolution
+        assert ProjectResolution.RETURN_TYPES == ("INT", "INT", "INT")
+        assert ProjectResolution.RETURN_NAMES == ("width", "height", "seed")
+
+    def test_fetch_resolution_basic(self):
+        from project_loader import ProjectResolution
+        node = ProjectResolution()
+        data = {"resolutions": [[512, 512, 0], [768, 1344, 12345], [1344, 768, 99]]}
+        with patch("project_loader._fetch_data", return_value=data):
+            result = node.fetch_resolution(
+                source_label="src", key_name="resolutions", index=1,
+                manager_url="http://localhost:8080", project_name="p",
+                file_name="f", sequence_number=1,
+            )
+        assert result == (768, 1344, 12345)
+
+    def test_fetch_resolution_index_zero(self):
+        from project_loader import ProjectResolution
+        node = ProjectResolution()
+        data = {"resolutions": [[512, 512, 42], [1024, 1024, 0]]}
+        with patch("project_loader._fetch_data", return_value=data):
+            result = node.fetch_resolution(
+                source_label="src", key_name="resolutions", index=0,
+                manager_url="http://localhost:8080", project_name="p",
+                file_name="f", sequence_number=1,
+            )
+        assert result == (512, 512, 42)
+
+    def test_fetch_resolution_clamps_on_out_of_bounds(self):
+        from project_loader import ProjectResolution
+        node = ProjectResolution()
+        data = {"resolutions": [[512, 512, 0], [1024, 1024, 7]]}
+        with patch("project_loader._fetch_data", return_value=data):
+            result = node.fetch_resolution(
+                source_label="src", key_name="resolutions", index=99,
+                manager_url="http://localhost:8080", project_name="p",
+                file_name="f", sequence_number=1,
+            )
+        assert result == (1024, 1024, 7)  # last entry
+
+    def test_fetch_resolution_old_format_no_seed(self):
+        """Old [w, h] entries without seed should return seed=0."""
+        from project_loader import ProjectResolution
+        node = ProjectResolution()
+        data = {"resolutions": [[576, 384], [960, 640]]}
+        with patch("project_loader._fetch_data", return_value=data):
+            result = node.fetch_resolution(
+                source_label="src", key_name="resolutions", index=0,
+                manager_url="http://localhost:8080", project_name="p",
+                file_name="f", sequence_number=1,
+            )
+        assert result == (576, 384, 0)
+
+    def test_fetch_resolution_missing_key_returns_defaults(self):
+        from project_loader import ProjectResolution
+        node = ProjectResolution()
+        with patch("project_loader._fetch_data", return_value={}):
+            result = node.fetch_resolution(
+                source_label="src", key_name="nonexistent", index=0,
+                manager_url="http://localhost:8080", project_name="p",
+                file_name="f", sequence_number=1,
+            )
+        assert result == (512, 512, 0)
+
+    def test_fetch_resolution_network_error_returns_defaults(self):
+        from project_loader import ProjectResolution
+        node = ProjectResolution()
+        error_resp = {"error": "network_error", "message": "Connection refused"}
+        with patch("project_loader._fetch_data", return_value=error_resp):
+            result = node.fetch_resolution(
+                source_label="src", key_name="resolutions", index=0,
+                manager_url="http://localhost:8080", project_name="p",
+                file_name="f", sequence_number=1,
+            )
+        assert result == (512, 512, 0)
+
+    def test_fetch_resolution_malformed_entry_returns_defaults(self):
+        from project_loader import ProjectResolution
+        node = ProjectResolution()
+        data = {"resolutions": [[512]]}  # single-element, not a valid pair
+        with patch("project_loader._fetch_data", return_value=data):
+            result = node.fetch_resolution(
+                source_label="src", key_name="resolutions", index=0,
+                manager_url="http://localhost:8080", project_name="p",
+                file_name="f", sequence_number=1,
+            )
+        assert result == (512, 512, 0)
+
+    def test_category(self):
+        from project_loader import ProjectResolution
+        assert ProjectResolution.CATEGORY == "JSON Manager/project"
+
+
+class TestBinaryIndexDecoder:
+    def test_input_types(self):
+        from project_loader import BinaryIndexDecoder
+        inputs = BinaryIndexDecoder.INPUT_TYPES()
+        assert "index" in inputs["required"]
+        assert inputs["required"]["index"][0] == "INT"
+
+    def test_three_boolean_outputs(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder.RETURN_TYPES == ("BOOLEAN", "BOOLEAN", "BOOLEAN")
+        assert BinaryIndexDecoder.RETURN_NAMES == ("flag_0", "flag_1", "flag_2")
+
+    def test_category(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder.CATEGORY == "JSON Manager/utils"
+
+    def test_index_0(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(0) == (False, False, False)
+
+    def test_index_1(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(1) == (True, False, False)
+
+    def test_index_2(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(2) == (False, True, False)
+
+    def test_index_3(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(3) == (True, True, False)
+
+    def test_index_4(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(4) == (False, False, True)
+
+    def test_index_5(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(5) == (True, False, True)
+
+    def test_index_6(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(6) == (False, True, True)
+
+    def test_index_7(self):
+        from project_loader import BinaryIndexDecoder
+        assert BinaryIndexDecoder().decode(7) == (True, True, True)
 
 
 class TestNodeMappings:
@@ -350,5 +502,7 @@ class TestNodeMappings:
         assert "ProjectLoaderDynamic" in PROJECT_NODE_CLASS_MAPPINGS
         assert "ProjectSource" in PROJECT_NODE_CLASS_MAPPINGS
         assert "ProjectKey" in PROJECT_NODE_CLASS_MAPPINGS
-        assert len(PROJECT_NODE_CLASS_MAPPINGS) == 3
+        assert "ProjectResolution" in PROJECT_NODE_CLASS_MAPPINGS
-        assert len(PROJECT_NODE_DISPLAY_NAME_MAPPINGS) == 3
+        assert "BinaryIndexDecoder" in PROJECT_NODE_CLASS_MAPPINGS
+        assert len(PROJECT_NODE_CLASS_MAPPINGS) == 5
+        assert len(PROJECT_NODE_DISPLAY_NAME_MAPPINGS) == 5

utils.py

@@ -38,6 +38,7 @@ DEFAULTS = {
     # --- I2V / VACE Specifics ---
     "frame_to_skip": 81,
     "end_frame": 0,
+    "logic index": 0,
     "transition": "1-2",
     "vace_length": 49,
     "vace schedule": 1,
@@ -45,9 +46,12 @@ DEFAULTS = {
     "input_b_frames": 16,
     "reference switch": 1,
     "video file path": "",
-    "reference image path": "",
+    "start frame path": "",
-    "reference path": "",
+    "start frame strength": 1.0,
-    "flf image path": "",
+    "middle frame path": "",
+    "middle frame strength": 1.0,
+    "end frame path": "",
+    "end frame strength": 1.0,
 
     # --- LoRAs (name as STRING, strength as FLOAT) ---
     "lora 1 high": "",
@@ -150,6 +154,19 @@ def save_snippets(snippets):
         json.dump(snippets, f, indent=4)
     os.replace(tmp, SNIPPETS_FILE)
 
+def _migrate_key_renames(data: dict) -> None:
+    """Rename legacy keys to their current names."""
+    for item in data.get(KEY_BATCH_DATA, []):
+        if not isinstance(item, dict):
+            continue
+        if 'reference path' in item and 'middle frame path' not in item:
+            item['middle frame path'] = item.pop('reference path')
+        if 'flf image path' in item and 'end frame path' not in item:
+            item['end frame path'] = item.pop('flf image path')
+        if 'reference image path' in item and 'start frame path' not in item:
+            item['start frame path'] = item.pop('reference image path')
+
+
 def _migrate_lora_keys(data: dict) -> None:
     """Split combined lora 'name:strength' into separate name and strength keys.
 
@@ -208,6 +225,7 @@ def load_json(path: str | Path) -> tuple[dict[str, Any], float]:
         with open(path, 'r') as f:
             data = json.load(f)
         t1 = time.time()
+        _migrate_key_renames(data)
         _migrate_lora_keys(data)
         t2 = time.time()
         mtime = path.stat().st_mtime

web/binary_index_decoder.js

@@ -0,0 +1,20 @@
+import { app } from "../../scripts/app.js";
+
+app.registerExtension({
+    name: "json.manager.binary_index_decoder",
+
+    async beforeRegisterNodeDef(nodeType, nodeData, app) {
+        if (nodeData.name !== "BinaryIndexDecoder") return;
+
+        nodeType.prototype.onExecuted = function (output) {
+            if (!output?.values) return;
+            for (let i = 0; i < Math.min(output.values.length, this.outputs.length); i++) {
+                const val = output.values[i];
+                this.outputs[i].label = `${val}  ${this.outputs[i].name}`;
+                this.outputs[i].color_on = (val === "true") ? "#4caf50" : "#888888";
+                this.outputs[i].color_off = (val === "true") ? "#4caf50" : "#888888";
+            }
+            app.graph?.setDirtyCanvas(true, true);
+        };
+    },
+});

web/project_key.js

@@ -201,6 +201,60 @@ app.registerExtension({
             app.graph?.setDirtyCanvas(true, true);
         };
 
+        // --- Show live value on output slot after execution (INT/FLOAT/BOOL only) ---
+        nodeType.prototype.onExecuted = function (output) {
+            if (!this.outputs.length) return;
+            const val = output?.value?.[0];
+            if (val === undefined) return;
+            const keyWidget = this.widgets?.find(w => w.name === "key_name");
+            const name = keyWidget?.value || this.outputs[0].name;
+            this.outputs[0].label = `${val}  ${name}`;
+            const slotType = this.outputs[0].type;
+            const TYPE_COLORS = { "INT": "#3d7eb5", "FLOAT": "#68a468", "BOOLEAN": null };
+            let color;
+            if (slotType === "BOOLEAN") {
+                color = (val === "true") ? "#4caf50" : "#888888";
+            } else {
+                color = TYPE_COLORS[slotType]
+                     ?? LGraphCanvas?.link_type_colors?.[slotType]
+                     ?? app.canvas?.default_connection_color_byType?.[slotType];
+            }
+            if (color) {
+                this.outputs[0].color_on = color;
+                this.outputs[0].color_off = color;
+            }
+            app.graph?.setDirtyCanvas(true, true);
+        };
+
+        // --- Highlight all ProjectKey nodes sharing the same key_name on select ---
+        nodeType.prototype.onSelected = function () {
+            const keyWidget = this.widgets?.find(w => w.name === "key_name");
+            const myKey = keyWidget?.value;
+            if (!myKey || !this.graph) return;
+            for (const node of this.graph._nodes) {
+                if (node === this || node.type !== "ProjectKey") continue;
+                const kw = node.widgets?.find(w => w.name === "key_name");
+                if (kw?.value !== myKey) continue;
+                node._savedColor = node.color;
+                node._savedBgColor = node.bgcolor;
+                node.color = "#c8a000";
+                node.bgcolor = "#4a3800";
+            }
+            app.graph?.setDirtyCanvas(true, true);
+        };
+
+        nodeType.prototype.onDeselected = function () {
+            if (!this.graph) return;
+            for (const node of this.graph._nodes) {
+                if (node.type !== "ProjectKey" || !("_savedColor" in node)) continue;
+                node.color = node._savedColor;
+                node.bgcolor = node._savedBgColor;
+                delete node._savedColor;
+                delete node._savedBgColor;
+            }
+            app.graph?.setDirtyCanvas(true, true);
+        };
+
         // --- Sync config on click (lazy, no key refresh to avoid race) ---
         const origOnMouseDown = nodeType.prototype.onMouseDown;
         nodeType.prototype.onMouseDown = function (e, localPos, graphCanvas) {

web/project_resolution.js

@@ -0,0 +1,191 @@
+import { app } from "../../scripts/app.js";
+import { api } from "../../scripts/api.js";
+
+app.registerExtension({
+    name: "json.manager.project.resolution",
+
+    async beforeQueuePrompt() {
+        if (!app.graph?._nodes) return;
+        for (const node of app.graph._nodes) {
+            if (node.type === "ProjectResolution" && node._syncFromSource) {
+                node._syncFromSource();
+            }
+        }
+    },
+
+    async beforeRegisterNodeDef(nodeType, nodeData, app) {
+        if (nodeData.name !== "ProjectResolution") return;
+
+        function hideWidget(widget) {
+            if (widget.origType === undefined) widget.origType = widget.type;
+            widget.type = "hidden";
+            widget.hidden = true;
+            widget.computeSize = () => [0, -4];
+        }
+
+        function replaceWithCombo(node, name, values, callback) {
+            const idx = node.widgets?.findIndex(w => w.name === name);
+            if (idx === -1 || idx === undefined) return null;
+            const oldWidget = node.widgets[idx];
+            const savedValue = oldWidget.value || "";
+            const comboValues = values.length > 0 ? values : [""];
+            if (savedValue && !comboValues.includes(savedValue)) {
+                comboValues.unshift(savedValue);
+            }
+            const defaultValue = savedValue || comboValues[0];
+            node.widgets.splice(idx, 1);
+            const combo = node.addWidget("combo", name, defaultValue, callback, { values: comboValues });
+            if (node.widgets.length > 1) {
+                node.widgets.splice(node.widgets.length - 1, 1);
+                node.widgets.splice(idx, 0, combo);
+            }
+            return combo;
+        }
+
+        const origOnNodeCreated = nodeType.prototype.onNodeCreated;
+        nodeType.prototype.onNodeCreated = function () {
+            origOnNodeCreated?.apply(this, arguments);
+            this._configured = false;
+
+            // Hide synced config widgets — index stays visible, user wires it from loop node
+            for (const name of ["manager_url", "project_name", "file_name", "sequence_number"]) {
+                const w = this.widgets?.find(w => w.name === name);
+                if (w) hideWidget(w);
+            }
+
+            const node = this;
+            const sourceLabels = this._getSourceLabels?.() || [];
+            const srcCombo = replaceWithCombo(this, "source_label", sourceLabels, function (value) {
+                node._syncFromSource();
+                node._refreshKeys();
+            });
+            if (srcCombo) srcCombo.value = sourceLabels[0] || "";
+
+            const keyCombo = replaceWithCombo(this, "key_name", [], function (value) {
+                node.title = value ? `Resolution: ${value}` : "Project Resolution";
+                app.graph?.setDirtyCanvas(true, true);
+            });
+            if (keyCombo && !keyCombo.value) keyCombo.value = "resolutions";
+
+            queueMicrotask(() => {
+                if (!this._configured) {
+                    this.setSize(this.computeSize());
+                }
+            });
+        };
+
+        nodeType.prototype._getSourceLabels = function () {
+            const seen = new Set();
+            const labels = [];
+            if (!this.graph) return labels;
+            for (const node of this.graph._nodes) {
+                if (node.type === "ProjectSource") {
+                    const lw = node.widgets?.find(w => w.name === "label");
+                    if (lw?.value && !seen.has(lw.value)) {
+                        seen.add(lw.value);
+                        labels.push(lw.value);
+                    }
+                }
+            }
+            return labels;
+        };
+
+        nodeType.prototype._findSource = function (label) {
+            if (!this.graph || !label) return null;
+            for (const node of this.graph._nodes) {
+                if (node.type === "ProjectSource") {
+                    const lw = node.widgets?.find(w => w.name === "label");
+                    if (lw?.value === label) return node;
+                }
+            }
+            return null;
+        };
+
+        nodeType.prototype._syncFromSource = function () {
+            const srcWidget = this.widgets?.find(w => w.name === "source_label");
+            const source = this._findSource(srcWidget?.value);
+            if (!source) return;
+            for (const name of ["manager_url", "project_name", "file_name", "sequence_number"]) {
+                const dst = this.widgets?.find(w => w.name === name);
+                const src = source.widgets?.find(w => w.name === name);
+                if (dst && src) dst.value = src.value;
+            }
+        };
+
+        nodeType.prototype._refreshKeys = async function () {
+            const urlW = this.widgets?.find(w => w.name === "manager_url");
+            const projW = this.widgets?.find(w => w.name === "project_name");
+            const fileW = this.widgets?.find(w => w.name === "file_name");
+            const seqW = this.widgets?.find(w => w.name === "sequence_number");
+            if (!urlW?.value || !projW?.value || !fileW?.value) return;
+
+            try {
+                const resp = await api.fetchApi(
+                    `/json_manager/get_project_keys?url=${encodeURIComponent(urlW.value)}&project=${encodeURIComponent(projW.value)}&file=${encodeURIComponent(fileW.value)}&seq=${seqW?.value || 1}`
+                );
+                if (!resp.ok) return;
+                const data = await resp.json();
+                if (data.error || !Array.isArray(data.keys)) return;
+
+                const keyWidget = this.widgets?.find(w => w.name === "key_name");
+                if (keyWidget) {
+                    keyWidget.options.values = data.keys.length > 0 ? data.keys : [""];
+                }
+            } catch (e) {
+                console.error("[ProjectResolution] Failed to refresh keys:", e);
+            }
+        };
+
+        const origOnMouseDown = nodeType.prototype.onMouseDown;
+        nodeType.prototype.onMouseDown = function (e, localPos, graphCanvas) {
+            origOnMouseDown?.apply(this, arguments);
+            const srcWidget = this.widgets?.find(w => w.name === "source_label");
+            if (srcWidget) srcWidget.options.values = this._getSourceLabels();
+            this._syncFromSource();
+        };
+
+        const origOnConfigure = nodeType.prototype.onConfigure;
+        nodeType.prototype.onConfigure = function (info) {
+            origOnConfigure?.apply(this, arguments);
+            this._configured = true;
+
+            for (const name of ["manager_url", "project_name", "file_name", "sequence_number"]) {
+                const w = this.widgets?.find(w => w.name === name);
+                if (w) hideWidget(w);
+            }
+
+            const srcWidget = this.widgets?.find(w => w.name === "source_label");
+            if (srcWidget && srcWidget.type !== "combo") {
+                const node = this;
+                replaceWithCombo(this, "source_label", this._getSourceLabels(), function (value) {
+                    node._syncFromSource();
+                    node._refreshKeys();
+                });
+            } else if (srcWidget) {
+                srcWidget.options.values = this._getSourceLabels();
+            }
+
+            const keyWidget = this.widgets?.find(w => w.name === "key_name");
+            if (keyWidget && keyWidget.type !== "combo") {
+                const node = this;
+                replaceWithCombo(this, "key_name", [], function (value) {
+                    node.title = value ? `Resolution: ${value}` : "Project Resolution";
+                    app.graph?.setDirtyCanvas(true, true);
+                });
+            }
+
+            const finalKeyWidget = this.widgets?.find(w => w.name === "key_name");
+            if (finalKeyWidget?.value) {
+                this.title = `Resolution: ${finalKeyWidget.value}`;
+            }
+
+            this.setSize(this.computeSize());
+
+            const node = this;
+            queueMicrotask(() => {
+                node._syncFromSource();
+                node._refreshKeys();
+            });
+        };
+    },
+});

web/project_source.js

@@ -28,6 +28,35 @@ app.registerExtension({
             return combo;
         }
 
+        // Fetch active project from Manager and update project_name + title
+        async function refreshActiveProject(node) {
+            const urlW = node.widgets?.find(w => w.name === "manager_url");
+            if (!urlW?.value) return;
+            try {
+                const resp = await fetch(`${urlW.value}/api/active-project`);
+                if (!resp.ok) return;
+                const data = await resp.json();
+                const project = data.project || "";
+                const projW = node.widgets?.find(w => w.name === "project_name");
+                if (projW && projW.value !== project) {
+                    projW.value = project;
+                    await refreshFiles(node);
+                }
+                _updateTitle(node);
+            } catch (e) {
+                console.warn("[ProjectSource] Failed to fetch active project:", e);
+            }
+        }
+
+        function _updateTitle(node) {
+            const labelW = node.widgets?.find(w => w.name === "label");
+            const projW = node.widgets?.find(w => w.name === "project_name");
+            const label = labelW?.value || "";
+            const project = projW?.value || "?";
+            node.title = label ? `Source: ${label} [${project}]` : `Project Source [${project}]`;
+            app.graph?.setDirtyCanvas(true, true);
+        }
+
         // Fetch file list from API and update file_name combo
         async function refreshFiles(node) {
             const urlW = node.widgets?.find(w => w.name === "manager_url");
@@ -84,23 +113,29 @@ app.registerExtension({
 
             const node = this;
 
+            // Hide project_name — it is auto-filled from the Manager's active project
+            const projW = this.widgets?.find(w => w.name === "project_name");
+            if (projW) {
+                if (projW.origType === undefined) projW.origType = projW.type;
+                projW.type = "hidden";
+                projW.hidden = true;
+                projW.computeSize = () => [0, -4];
+            }
+
             // Replace file_name STRING with a combo
             replaceWithCombo(this, "file_name", [], function (value) {
                 notifyRelays(node);
             });
 
-            // Hook manager_url and project_name to refresh file list + notify relays
+            // Hook manager_url to refresh active project + files + notify relays
-            for (const name of ["manager_url", "project_name"]) {
+            const urlW = this.widgets?.find(w => w.name === "manager_url");
-                const w = this.widgets?.find(w => w.name === name);
+            if (urlW) {
-                if (w) {
+                const origCb = urlW.callback;
-                    const origCb = w.callback;
+                urlW.callback = function (...args) {
-                    w.callback = function (...args) {
                     origCb?.apply(this, args);
-                        refreshFiles(node);
+                    refreshActiveProject(node).then(() => notifyRelays(node));
-                        notifyRelays(node);
                 };
             }
-            }
 
             // Hook sequence_number to notify relays
             const seqW = this.widgets?.find(w => w.name === "sequence_number");
@@ -118,22 +153,27 @@ app.registerExtension({
                 const origCallback = labelWidget.callback;
                 labelWidget.callback = function (...args) {
                     origCallback?.apply(this, args);
-                    node.title = labelWidget.value
+                    _updateTitle(node);
-                        ? `Source: ${labelWidget.value}`
-                        : "Project Source";
-                    app.graph?.setDirtyCanvas(true, true);
                 };
-                // Set initial title
-                if (labelWidget.value) {
-                    this.title = `Source: ${labelWidget.value}`;
-                }
             }
+
+            // Auto-fetch active project on creation
+            queueMicrotask(() => refreshActiveProject(node));
         };
 
         const origOnConfigure = nodeType.prototype.onConfigure;
         nodeType.prototype.onConfigure = function (info) {
             origOnConfigure?.apply(this, arguments);
 
+            // Hide project_name (may have been serialized as visible)
+            const projW = this.widgets?.find(w => w.name === "project_name");
+            if (projW) {
+                if (projW.origType === undefined) projW.origType = projW.type;
+                projW.type = "hidden";
+                projW.hidden = true;
+                projW.computeSize = () => [0, -4];
+            }
+
             // Ensure file_name is a combo (may be STRING from serialization)
             const fileW = this.widgets?.find(w => w.name === "file_name");
             if (fileW && fileW.type !== "combo") {
@@ -143,16 +183,18 @@ app.registerExtension({
                 });
             }
 
-            const labelWidget = this.widgets?.find(w => w.name === "label");
+            _updateTitle(this);
-            if (labelWidget?.value) {
-                this.title = `Source: ${labelWidget.value}`;
-            }
 
-            // Deferred: refresh file list once graph is ready
+            // Deferred: fetch active project (and files) once graph is ready
             const node = this;
-            queueMicrotask(() => {
+            queueMicrotask(() => refreshActiveProject(node));
-                refreshFiles(node);
+        };
-            });
+
+        // Re-check active project on click (picks up changes made in the Manager)
+        const origOnMouseDown = nodeType.prototype.onMouseDown;
+        nodeType.prototype.onMouseDown = function (e, localPos, graphCanvas) {
+            origOnMouseDown?.apply(this, arguments);
+            refreshActiveProject(this);
         };
     },
 });