diff --git a/.gitignore b/.gitignore
index 795c88e..b55708f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,9 @@
__pycache__/
*.pyc
photon_journal.jsonl
+photon_failures.jsonl
+photon_audits.jsonl
+photon_phash.json
+photon_folder.json
+photon_categories.json
+.claude/
diff --git a/README.md b/README.md
index 37123b0..cb91371 100644
--- a/README.md
+++ b/README.md
@@ -5,16 +5,35 @@ describe + categorize each photo, and embeds the result as standard metadata
inside the photo file so everything becomes searchable (Spotlight, Photos,
Lightroom, etc.). Nothing is ever deleted, moved, or renamed.
-## Run it
+## Run it — zero config
+
+Drop this whole folder *inside* the photo collection you want to organize,
+then just run it:
```bash
-cd "/Users/drjones/photo ollama app organizer"
+cd "your-photo-library/photon"
python3 server.py
# then open http://localhost:8765
```
-Requires: Ollama running with a vision model, `exiftool` (installed via brew),
-macOS (`sips` is used for fast downscaling).
+It auto-detects the folder to scan as **the parent of wherever this app
+lives** — so if you dropped it into `~/Pictures/Vacation2026/photon`, it
+defaults to scanning `~/Pictures/Vacation2026`. The folder it last scanned is
+also remembered automatically (`photon_folder.json`), so on every future
+launch it just picks up where you left off — no retyping paths.
+
+Want to point it somewhere else? Any of these work, in priority order:
+```bash
+python3 server.py /path/to/photos # one-off CLI override
+PHOTON_FOLDER=/path/to/photos python3 server.py # env var override
+```
+Or just type a new path into the folder field in the Console tab and hit
+**Scan Directory** — that becomes the new remembered default too. Running
+two libraries at once? `PHOTON_PORT=8766 python3 server.py` avoids a port clash.
+
+Requires: Ollama running with a vision model, `exiftool` (installed via
+brew), macOS (`sips` for fast downscaling), and `ffmpeg`/`ffprobe` (for video
+thumbnails and tagging — optional, everything else works without it).
## How it works
@@ -63,5 +82,35 @@ Tested defaults: scout `glm-ocr` (6/6 routing accuracy) → describer
## Searching afterwards
Spotlight: just type a word from a description in Finder search.
-Or from terminal: `mdfind -onlyin "/Volumes/sanD/allphotos from phone" "scooter"`
+Or from terminal: `mdfind -onlyin "/path/to/your/photos" "scooter"`
Or grep the journal: `grep -i scooter photon_journal.jsonl`
+
+Or use the app itself — the **Search & Edit** tab is a full photo library browser:
+
+- **Tagged** — instant multi-word search across description/category/filename/path,
+ filter by category (click a chip), date range, or file type (photos/videos),
+ sort by newest/name/category. Click any result for a full-resolution
+ viewer + editor with Save / AI Redo / Reveal-in-Finder.
+- **Untagged** / **Failed** — see what's left to do or what errored, tag or
+ retry one at a time without leaving the grid.
+- **Videos** — thumbnails via `ffmpeg` frame-grab, native playback, AI tagging
+ off an extracted frame.
+- **Duplicates** — one-time background scan builds a perceptual-hash index and
+ groups exact visual matches (re-saves, burst duplicates). No auto-delete —
+ just Reveal-in-Finder per copy so you decide.
+
+**Selecting & downloading photos in bulk:** click **Select** to enter select
+mode, then:
+- click a photo to toggle it, **shift-click** to select a range
+- **Select all loaded** / **Select all N matching** (grabs everything matching
+ your current search, not just what's rendered) / **Clear selection**
+- **Download selected (ZIP)** or **Download all matches (ZIP)** — streams a
+ real zip of the original files, byte-for-byte, no re-compression (capped at
+ 3000 files per zip)
+- **Apply category to selected**, or **Export** the set as CSV/JSON
+
+## Appearance
+
+Settings & Safety → **Appearance**: pick an accent color (native color
+picker), grid density (compact/comfortable/large), and results-per-page.
+Saved per-browser, doesn't touch anything on disk.
diff --git a/index.html b/index.html
index 525f2d6..d4760fa 100644
--- a/index.html
+++ b/index.html
@@ -7,13 +7,20 @@