diff --git a/services/immich/auto-update.sh b/services/immich/auto-update.sh
index cff7663..f26a2f9 100755
--- a/services/immich/auto-update.sh
+++ b/services/immich/auto-update.sh
@@ -3,4 +3,4 @@ set -euo pipefail
 
 NEW_VERSION="$2"
 
-/home/jeena/Projects/immich-app/upgrade.sh "$NEW_VERSION"
+bash -euo pipefail /home/jeena/Projects/immich-app/upgrade.sh "$NEW_VERSION"
diff --git a/services/peertube/auto-update.sh b/services/peertube/auto-update.sh
new file mode 100755
index 0000000..47daa20
--- /dev/null
+++ b/services/peertube/auto-update.sh
@@ -0,0 +1,4 @@
+#!/bin/bash
+set -euo pipefail
+
+ssh jeena@jeena.net 'cd /var/www/peertube && bash -euo pipefail upgrade.sh 2>&1 | tail -5'
diff --git a/services/peertube/review-examples/auto-1.txt b/services/peertube/review-examples/auto-1.txt
new file mode 100644
index 0000000..c6d67f8
--- /dev/null
+++ b/services/peertube/review-examples/auto-1.txt
@@ -0,0 +1,12 @@
+action: auto
+reason: Bug fix release. No migration scripts, no configuration changes. The note to follow v8.1.0 instructions only applies if upgrading from v8.0.2 or older, not for patch-to-patch upgrades.
+---
+### IMPORTANT NOTES
+
+ * Follow v8.1.0 IMPORTANT NOTES if you upgrade from PeerTube <= v8.0.2
+
+### Bug fixes
+
+ * Fix infinite loop when processing some GIF images
+ * Correctly inject custom admin colors in dark theme
+ * Fix broken player when loading the page in background
diff --git a/services/peertube/review-examples/auto-2.txt b/services/peertube/review-examples/auto-2.txt
new file mode 100644
index 0000000..63ddbd4
--- /dev/null
+++ b/services/peertube/review-examples/auto-2.txt
@@ -0,0 +1,17 @@
+action: auto
+reason: Bug fix and security patch release. No migration scripts or configuration changes needed. The v8.1.0 note only applies when upgrading from v8.0.2 or older.
+---
+### IMPORTANT NOTES
+
+ * Follow v8.1.0 IMPORTANT NOTES if you upgrade from PeerTube <= v8.0.2
+
+### SECURITY
+
+ * Updates vulnerable dependencies
+
+### Bug fixes
+
+ * Fix error 500 in home page if there are many channels
+ * Prevent 500 error for podcast feed
+ * Re-fetch remote videos if the thumbnail if not found
+ * Handle non jpg remote thumbnails
diff --git a/services/peertube/review-examples/manual-1.txt b/services/peertube/review-examples/manual-1.txt
new file mode 100644
index 0000000..86698b4
--- /dev/null
+++ b/services/peertube/review-examples/manual-1.txt
@@ -0,0 +1,120 @@
+action: manual
+reason: Requires manually running a migration script after upgrade while PeerTube is running. Also recommends running regenerate-thumbnails and prune-storage scripts, and has configuration changes for thumbnail sizes and object storage prefixes.
+---
+**Blog post: https://joinpeertube.org/news/release-8.1**
+
+### IMPORTANT NOTES
+
+  * You need to manually execute a migration script **after upgrading**, while PeerTube is running and the database migration is complete (`Migrations finished. New migration version schema: 1000` in PeerTube startup logs):
+    * Classic installation: `cd /var/www/peertube/peertube-latest && sudo -u peertube NODE_CONFIG_DIR=/var/www/peertube/config NODE_ENV=production node dist/scripts/migrations/peertube-8.1.js`
+    * Docker installation: `cd /var/www/peertube-docker && docker compose exec -u peertube peertube node dist/scripts/migrations/peertube-8.1.js`
+  * Running [regenerate-thumbnails](https://docs.joinpeertube.org/maintain/tools#regenerate-video-thumbnails) and [prune-storage](https://docs.joinpeertube.org/maintain/tools#prune-filesystem-object-storage) scripts after the upgrade and migration script is highly recommended
+  * If you run PostgreSQL or Redis with TLS connection and self signed certificates, you must explicitly set `reject_unauthorized` to `true` or fill `ca`, `cert` and `key` settings in your [production.yaml](https://github.com/Chocobozzz/PeerTube/blob/develop/config/production.yaml.example#L84)
+
+### Maintenance
+
+  * Migrate to the `sharp` NodeJS dependency to process images. This is a native dependency that provides prebuilt binaries for most system.
+  FreeBSD systems, however, require an additional step after PeerTube dependencies installation:
+    * Install `sharp` build dependencies: https://sharp.pixelplumbing.com/install/#building-from-source
+    * Run `npm explore sharp -- npm run build` in `peertube-latest` directory
+  * Merge the `previews` directory into the `thumbnails` directory. The migration script will automatically move files
+    The `previews` directory and configuration are kept for compatibility reasons
+  * The `cache` directory is no longer deleted at PeerTube startup, to keep files cached from the previous run
+
+### Configuration
+
+*This section is not exhaustive*
+
+  * **Important** Generate more thumbnail sizes for videos in `thumbnails.sizes`. We recommend admins apply the same settings
+  * Update default object storage configuration to use different `prefix` values with the same `bucket_name` for each object type (`web_videos`, `user_exports`, etc.), so it is easier to add more object types in the future
+  * Use the `lucide` player theme by default
+  * `import.videos.http.force_ipv4` is now `true` by default to reduce rate limiting on some platforms
+  * Add *On Primary* color configuration (`theme.customization.on_primary_color`) to choose the foreground color when the background color is *Primary*
+
+### Docker
+
+ * Add `va-driver-all` to the PeerTube Docker image [#7346](https://github.com/Chocobozzz/PeerTube/pull/7346)
+
+### Plugins/Themes/Embed/REST APIs
+
+  * REST API:
+    * Deprecate `previewfile` when publishing a video. Use `thumbnailfile` instead
+    * Deprecate `thumbnailPath` and `previewPath` `Video` fields. Use the `thumbnails` array instead
+    * Deprecate the `thumbnailPath` `VideoPlaylist` field. Use the `thumbnails` array instead
+    * Remove unused `fileUrl` from `UserExport` and `VideoSource`
+    * Deprecate `/lazy-static/previews/:filename`. Use `/lazy-static/thumbnails/:filename` instead
+  * Server plugin hooks (https://docs.joinpeertube.org/api/plugins):
+    * Add `filter:feed.videos.list.result` [#7355](https://github.com/Chocobozzz/PeerTube/pull/7355)
+    * Replace `torrentPath` with `torrentFilename` and `torrentStream` for remote torrents in `filter:api.download.torrent.allowed.result` context
+
+### Features
+
+  * :tada: Allow uploaders to restrict domains where their video can be embedded :tada:
+  * Add an admin config to ensure an optimized podcast audio file is transcoded
+  * Support 3.0x playback speed for non-premium users :grin:
+  * Optimize transcoding job queue:
+    * Do not wait for all transcoding tasks to publish the video
+    * Do not wait for all transcoding tasks to move video files in object storage
+    * Lower priority on low video resolutions to avoid blocking video publication during bursts of uploads
+    * More transcoding job parallelization
+  * More reliable channel sync:
+    * Reduce youtube-dl calls to reduce rate limiting
+    * Handle cases where the video is not available/doesn't exist
+    * Handle lives that are still being post-processed
+    * Stop sync on get video info failure to retry at the same point next time
+  * UX:
+    * Support raw hex colors in color picker input [#7337](https://github.com/Chocobozzz/PeerTube/pull/7337)
+    * Group notifications by date
+    * Display blocked video information on the video manage page
+    * Add a loading icon when updating the video
+    * Improve the error message when the user password is too long
+    * Add `g l` hotkey to go to the login page
+    * Add ability to display video language on the `My Videos` page (column is hidden by default)
+  * Improve video SEO
+  * Support `png` and `webp` video thumbnails
+  * Support `svg` logos for admins
+  * Better email notification when a subscribed channel published a video [#7395](https://github.com/Chocobozzz/PeerTube/pull/7395)
+  * Add compatibility with ActivityPub FEP-1b12 (used by Lemmy, PieFed, Mbin...)
+  * Introduce a new cache system for remote thumbnails, storyboards, captions, and actor avatars/banners
+  * Support Redis TLS connections [#7404](https://github.com/Chocobozzz/PeerTube/pull/7404)
+  * Support PostgreSQL TLS connections [#7366](https://github.com/Chocobozzz/PeerTube/pull/7366)
+  * Support path style requests for object storage
+  * Improve channel collaboration:
+    * An editor can now move a video they can manage to a channel they can manage (owner/editor)
+    * An editor can send a *change ownership request* for a video they can manage
+    * Editors can add videos to playlists of collaborated channels
+    * Add quick actions (*Manage*, *Remove*) to the video dropdown for editors too
+  * Performance:
+    * Create video file torrents in a worker thread
+    * Optimize videos list SQL query with complex sort (trending, hot, etc.)
+    * When possible, send raw files directly instead of muxing when downloading a video
+  * Improve podcast feed images compatibility with Apple Podcast
+  * Add ability to set the default "download enabled" policy in admin configuration
+
+### Bug fixes
+
+  * Fix videos list inconsistencies when going back to that page
+  * Do not display an empty details block in embed on error
+  * Prevent incomplete segment reads for live streams [#7333](https://github.com/Chocobozzz/PeerTube/pull/7333)
+  * Fix video download filename on Safari
+  * Fix broken P2P when updating object storage base URL
+  * Fix Redis sentinel support [#7365](https://github.com/Chocobozzz/PeerTube/pull/7365)
+  * Correctly use header colors defined by the admin
+  * Fix broken transcoding on remote runner when split video/audio is enabled
+  * Fix server config not refreshing after admin settings save [#7413](https://github.com/Chocobozzz/PeerTube/pull/7413)
+  * Prevent exception when the account is not loaded yet in the user moderation dropdown
+  * Prevent black borders when embedding a video
+  * Fix default scope defined by the admin when browsing videos
+  * Force transcoding even if the video state is not compatible
+  * Fix broken video studio task when updating video privacy at the same time
+  * Reset selected rows when loading data in tables
+  * Take into account channel owner video quota when an editor publishes a video to a collaborated channel
+  * Fix watching a password protected video as an editor
+  * Fix video metadata in `filter:api.video.upload.accept.result` context
+  * Correctly take into account the user language filter when browsing videos
+  * Fix `.ts` video file upload [#7458](https://github.com/Chocobozzz/PeerTube/pull/7458)
+  * Fix `.mkv` video file upload on latest Chrome
+  * Fix deleting all instance logo when deleting a specific logo
+  * Fix getting unsupported Node.js from PATH with yt-dlp [#7468](https://github.com/Chocobozzz/PeerTube/pull/7468)
+  * Inherit border color from primary color
+  * Fix PeerTube client that automatically updates interface language to English
diff --git a/services/peertube/review-examples/manual-2.txt b/services/peertube/review-examples/manual-2.txt
new file mode 100644
index 0000000..bb94e74
--- /dev/null
+++ b/services/peertube/review-examples/manual-2.txt
@@ -0,0 +1,97 @@
+action: manual
+reason: Major release with long-running database migrations (up to 30 minutes), a required post-upgrade migration script, package manager change from yarn to pnpm that must be installed beforehand, and NodeJS version requirements.
+---
+### IMPORTANT NOTES
+
+  * Database migrations of this version can take a long time (up to 30 minutes on an instance with many users/federation actors and a slow database disk)
+  * You need to manually execute a migration script **after your upgrade** while PeerTube is running and the database migration is complete (`Migrations finished. New migration version schema: 970` in PeerTube startup logs):
+    * Classic installation: `cd /var/www/peertube/peertube-latest && sudo -u peertube NODE_CONFIG_DIR=/var/www/peertube/config NODE_ENV=production node dist/scripts/migrations/peertube-8.0.js`
+    * Docker installation: `cd /var/www/peertube-docker && docker compose exec -u peertube peertube node dist/scripts/migrations/peertube-8.0.js`
+  * `yarn` NodeJS packages manager has been removed in favor of `pnpm`. Follow the [dependencies guide](https://docs.joinpeertube.org/support/doc/dependencies) to install `pnpm` on your system **before the upgrade**
+  * Ensure `storage.uploads` directory is set in your [production.yaml](https://github.com/Chocobozzz/PeerTube/blob/develop/config/production.yaml.example#L139)
+  * Supported NodeJS versions are `>= 20.19 and < 21` or `>= 22.12 and <23`
+  * For Docker users, please read the Docker section below
+
+### Configuration
+
+  * Remove `http_server` unused section from `.yaml` configuration files
+  * Introduce `views.videos.local.max_age` configuration to cleanup old views from local videos
+  * Add more STUN Servers to `webrtc.stun_servers` to improve P2P robustness
+  * Add ability to increase video transcription timeout in `video_transcription.timeout`
+  * Add `client.new_features_info` configuration to disable popups explaining new features to users
+  * Add `user.password_constraints.min_length` config to specify user password minimum length [#6945](https://github.com/Chocobozzz/PeerTube/pull/6945)
+
+### Docker
+
+  * PeerTube Dockerfile is now based on Debian Trixie. `chocobozzz/peertube:production` can be used instead of `chocobozzz/peertube:production-trixie` (Debian suffix version is deprecated)
+  * PostgreSQL version has been upgraded in [Docker Compose](https://github.com/Chocobozzz/PeerTube/blob/develop/support/docker/production/docker-compose.yml). Please follow [this guide](https://docs.joinpeertube.org/install/docker#upgrade-postgresql-container) if you want to upgrade PostgreSQL in your Docker Compose
+  * Redis version has been upgraded in [Docker Compose](https://github.com/Chocobozzz/PeerTube/blob/develop/support/docker/production/docker-compose.yml). No maintenance task is required if you upgrade Redis in your Docker Compose
+
+### Plugins/Themes/Embed/REST APIs
+
+  * REST API:
+    * Remove deprecated `filename` field from `VideoSource` object
+    * Remove deprecated `commentsEnabled` field from `Video` object
+    * Remove deprecated `redundancies.files`field from `VideoRedundancy` object
+    * Deprecate `captionPath` field from `VideoCaption` object. Use `fileUrl` instead
+    * Deprecate `storyboardPath` from `Storyboard` object. Use `fileUrl` instead
+    * Deprecate `path` from `ActorImage` object (avatars, banners). Use `fileUrl` instead
+    * The HTTP response code for password-protected videos can be either 401 or 403, depending on the request headers
+  * Theme:
+    * Rename `--input-placeholder` CSS variables into `--input-placeholder-color`
+    * Introduce `--input-placeholder-font-size` CSS variable
+
+### Features
+
+  * :tada: Add channel collaboration :tada:
+    * Channel owners can invite users of their instance to become editors of their channel
+    * Editors can accept or reject the invitation
+    * Editors can manage videos, playlists & comments of the channel
+    * An *Activity* page has been added to list actions performed within a channel
+  * :tada: Video player redesign :tada:
+    * Introduce a new clean and modern theme named **Lucide**
+    * Original theme is still used by default, and has been renamed to **Galaxy**
+    * The player theme can be changed by the admin for the entire instance or by the channel for all its videos. It can also be changed for individual videos.
+    * Use vertical audio volume control for **Galaxy** player theme
+  * Improve video imports UX
+    * Introduce an *Import failed* state to clearly identify failed imports
+    * Display import state in video manage page and watch page
+    * Add ability to retry video imports
+    * Channel synchronization automatically retry failed imports
+  * Redesign notifications popup and page
+  * Replace `yarn` package manager by `pnpm` to provide faster PeerTube installation/upgrade and faster plugin installation/upgrade
+  * Add admin options to customize default *Browse videos* behaviour [#7193](https://github.com/Chocobozzz/PeerTube/pull/7193)
+  * Add ability to handle storyboard generation job by runners [#7191](https://github.com/Chocobozzz/PeerTube/pull/7191)
+  * Add *Resend verification email* button to admin users list [#7272](https://github.com/Chocobozzz/PeerTube/pull/7272)
+  * Improve video manage and admin config forms accessibility
+  * Add ability to insert a new playlist at first position in the channel
+  * Add ability to copy codecs, if possible, for HLS transcoding
+  * Also search by account name when searching for channels
+  * Faster start time seek on HLS videos
+
+### Bug fixes
+
+  * Fix avatar max size information
+  * Fix scroll issue when navigating from homepage
+  * Fix viewers stats date filter label after a reset
+  * Fix select languages component label
+  * Correctly load user video language settings in video filters
+  * Accept non-HTTPS URLs for the search index
+  * Fix admin abuse URL in emails
+  * Show videos to owners even if they are muted on the instance
+  * Correctly sort scheduled videos when listing my videos
+  * Fix account mention redirection
+  * Display all countries/regions labels in viewer stats graph
+  * Keep videos order after user import
+  * Fix HTML headings hierarchy to improve SEO
+  * Users logged-in by an external auth plugin can choose to display their email publicly (required by Apple for the podcast feed)
+  * Fix podcast feed video bitrate attribute that can be refused by some podcast applications
+  * Fix video quota information estimation
+  * Translate RSS feeds title
+  * Fix transcription CORS issue if the caption file is stored externally
+  * Do no uppercase video tags
+  * Fix resetting instance categories/languages
+  * Fix black screen when updating web video resolution in player
+  * Fix displaying more than 100 live sessions
+  * Reload page after login to respect user lang
+  * Do not run storyboard/transcription jobs without the appropriate stream
diff --git a/services/piefed/auto-update.sh b/services/piefed/auto-update.sh
new file mode 100755
index 0000000..f2a6299
--- /dev/null
+++ b/services/piefed/auto-update.sh
@@ -0,0 +1,4 @@
+#!/bin/bash
+set -euo pipefail
+
+ssh jeena@jeena.net 'cd piefed && bash -euo pipefail deploy.sh 2>&1 | tail -5'
diff --git a/services/piefed/review-examples/auto-1.txt b/services/piefed/review-examples/auto-1.txt
new file mode 100644
index 0000000..b6e63c6
--- /dev/null
+++ b/services/piefed/review-examples/auto-1.txt
@@ -0,0 +1,6 @@
+action: auto
+reason: Minor patch release with a bug fix and a small UI addition. No breaking changes or manual steps required.
+---
+- Fix post deletion.
+
+ - Plus icon on main menu to make a post.
diff --git a/services/piefed/review-examples/auto-2.txt b/services/piefed/review-examples/auto-2.txt
new file mode 100644
index 0000000..77e4a89
--- /dev/null
+++ b/services/piefed/review-examples/auto-2.txt
@@ -0,0 +1,25 @@
+action: auto
+reason: Feature release with new functionality like private communities, pronoun flairs, and emoji improvements. No breaking changes or manual migration steps required.
+---
+ - Pronouns - when you put pronouns into Extra Fields on your profile that is used as a flair in all communities where you haven't set a flair yet
+ - Private communities - no federation, only certain roles (depends on the community) can invite new people
+ - Plain http web UI (no SSL required) with SSL used during federation - see http://retro.piefed.com. Helpful for development, extremely bad internet connections or very old computers.
+ - Mastodon can now quote-boost PieFed posts
+ - Downvotes can be turned off completely in a community, not just instance-wide
+ - Admins can sticky a post on the home page, not just mods in their communities
+ - Auto-delete of replies on remote instances when reply author has been blocked by parent content author (only works in PieFed communities due to a ActivityPub limitation)
+ - On home page when showing number of replies a post has, calculate the sum of the replies on all cross-posts and display that
+ - New users can only do 3 posts in their first 24h, to reduce floods of posts by that guy who keeps deleting his accounts and making new ones
+ - Improve emoji federation compatibility
+ - Change order of emoji in picker to present most-used ones first
+ - Optional daily time limit on usage to help people use PieFed less. Client-side tracking for privacy.
+ - A way to report posts that need to be tagged as AI generated
+ - Better accessibility
+ - Improved handling of bold and italics in markdown parsing
+ - Don't accept votes on posts from people the author has blocked
+ - Admins can resend email address verification email
+ - Admins can add notes to instances to keep track of defederation reasons, etc
+ - Search form has been simplified
+ - Option for admins to disable the em-dash detector
+ - Multiple minor bugfixes and security enhancements
+ - Translation updates for 5 languages
diff --git a/services/piefed/review-examples/auto-3.txt b/services/piefed/review-examples/auto-3.txt
new file mode 100644
index 0000000..bbb0505
--- /dev/null
+++ b/services/piefed/review-examples/auto-3.txt
@@ -0,0 +1,35 @@
+action: auto
+reason: Major feature release with post relocation, video uploads, and realtime chat. No database migrations or manual admin action required.
+---
+### Big deals, omg
+
+ - Mods can move a post, with replies and votes, to another community. The change federates to other instances (except Lemmy, for now).
+ - Upload video files while creating a video post - no external host needed. Admin setting to limit who can do this (to save space).
+ - Realtime chat - conversation immediately updates on screen when a new PM arrives.
+
+### More good stuff
+
+ - Author-deleted posts are still visible to them and anyone with the url. No more loss of high-value comments with the OP deletes.
+ - Search filters - nsfw and minimum post score
+ - Improve speed of cross-posting form on mobile
+ - Emoji tokens like `:blush:` can be used in post or comment body. No GUI support yet.
+ - Admin setting to disable local copies of remote images - good for single-user instances
+ - Replying to a comment marks associated inbox item as read
+ - Updated HPT-Fruits theme
+ - 196 no longer excluded from default community import
+ - Remove unused community rating feature
+ - Remove unused instance vote weight feature
+ - Remove ineffective þ to 'th' replacement
+ - Improved accessibility - better contrast, fixed many incorrectly-used `aria-label`s
+ - Updated translations - Basque, Chinese, Japanese
+
+### API:
+ - Admins can ban/unban users through the API. piefed.world was maintaining custom code for this, hopefully it'll make their version upgrades faster.
+
+### Bugs fixed
+
+ - PMs
+ - Markdown parsing
+ - Speed up loading of profile pages for admin users 
+ - Friendica post parsing
+ - Passkeys login UX tweak
diff --git a/services/piefed/review-examples/manual-1.txt b/services/piefed/review-examples/manual-1.txt
new file mode 100644
index 0000000..7c74766
--- /dev/null
+++ b/services/piefed/review-examples/manual-1.txt
@@ -0,0 +1,13 @@
+action: manual
+reason: Database schema change requires running flask db upgrade manually before restarting. Environment variable rename also needs .env update.
+---
+## Breaking changes
+
+- The `PIEFED_SECRET_KEY` environment variable has been renamed to `SECRET_KEY`. Update your `.env` file before upgrading.
+- New database columns have been added. Run `flask db upgrade` before restarting the application.
+
+## Other changes
+
+- Improved federation with Lemmy 0.19.x
+- Minor UI tweaks to the community sidebar
+- Updated translations for 3 languages
diff --git a/test_classifier.py b/test_classifier.py
index 7d1c260..1251c46 100644
--- a/test_classifier.py
+++ b/test_classifier.py
@@ -1,8 +1,11 @@
 #!/usr/bin/env python3
 """
-Test the Ollama model's ability to classify Immich release notes.
+Test the Ollama model's ability to classify release notes.
 Runs leave-one-out: for each example, uses the rest as few-shot context
 and checks whether the model predicts the correct action.
+
+Usage: python test_classifier.py [service_name]
+  service_name defaults to "immich"
 """
 
 import json
@@ -11,9 +14,28 @@ import sys
 from pathlib import Path
 from urllib.request import Request, urlopen
 
+import re as _re
+
 OLLAMA_BASE_URL = os.getenv("OLLAMA_BASE_URL", "http://192.168.1.20:11434")
 OLLAMA_MODEL = os.getenv("OLLAMA_MODEL", "gemma4:26b-64k")
-EXAMPLES_DIR = Path(__file__).parent / "services" / "immich" / "review-examples"
+SERVICE_NAME = sys.argv[1] if len(sys.argv) > 1 else "immich"
+EXAMPLES_DIR = Path(__file__).parent / "services" / SERVICE_NAME / "review-examples"
+
+
+def guess_version_from_notes(notes: str) -> str:
+    """Extract a version number from release notes (e.g. '# v2.7.0' or '### v8.1.5')."""
+    match = _re.search(r"v?(\d+\.\d+\.\d+)", notes)
+    return match.group(1) if match else "1.0.0"
+
+
+def make_previous_version(version: str) -> str:
+    """Decrement patch to simulate upgrading from the previous patch release."""
+    parts = version.split(".")
+    if len(parts) == 3 and parts[2].isdigit():
+        patch = int(parts[2])
+        if patch > 0:
+            return f"{parts[0]}.{parts[1]}.{patch - 1}"
+    return version
 
 
 def load_examples(directory: Path) -> list[dict]:
@@ -43,16 +65,18 @@ def load_examples(directory: Path) -> list[dict]:
     return examples
 
 
-def build_messages(examples: list[dict], target_notes: str) -> list[dict]:
+def build_messages(examples: list[dict], target_notes: str, current: str = "1.0.0", latest: str = "2.0.0") -> list[dict]:
     system = (
-        "You are an update safety classifier for self-hosted Immich instances.\n"
-        "Given release notes for an Immich update, decide whether the update can be\n"
+        f"You are an update safety classifier for self-hosted {SERVICE_NAME} instances.\n"
+        f"Given release notes for a {SERVICE_NAME} update, decide whether the update can be\n"
         "applied automatically (action: auto) or requires the admin to intervene\n"
         "manually before or during the update (action: manual).\n\n"
         "Rules:\n"
         "- Classify only THIS release, not future or past releases mentioned in the notes.\n"
         "- Warnings or announcements about breaking changes in upcoming versions do NOT\n"
         "  make the current release manual.\n"
+        "- Conditional notes like 'follow X instructions if upgrading from <= Y' only apply\n"
+        "  if the current running version is <= Y. If we are already past Y, they do not apply.\n"
         "- Respond ONLY with a JSON object: {\"action\": \"auto\", \"reason\": \"...\"}\n"
         "  or {\"action\": \"manual\", \"reason\": \"...\"}\n"
         "- Keep reason under 60 words."
@@ -67,7 +91,7 @@ def build_messages(examples: list[dict], target_notes: str) -> list[dict]:
             "content": json.dumps({"action": ex["action"], "reason": ex["reason"]}),
         })
 
-    messages.append({"role": "user", "content": f"Release notes:\n{target_notes}"})
+    messages.append({"role": "user", "content": f"Upgrading from {current} to {latest}.\n\nRelease notes:\n{target_notes}"})
     return messages
 
 
@@ -117,7 +141,9 @@ def main():
 
     for i, target in enumerate(examples):
         few_shot = [ex for j, ex in enumerate(examples) if j != i]
-        messages = build_messages(few_shot, target["notes"])
+        latest = guess_version_from_notes(target["notes"])
+        current = make_previous_version(latest)
+        messages = build_messages(few_shot, target["notes"], current, latest)
 
         try:
             response = call_ollama(messages)
diff --git a/update_monitor/classifier.py b/update_monitor/classifier.py
index c39e1a0..1b899fc 100644
--- a/update_monitor/classifier.py
+++ b/update_monitor/classifier.py
@@ -49,7 +49,7 @@ class Classifier:
         if not examples:
             return {"action": "manual", "reason": "No review examples configured; defaulting to manual review."}
 
-        messages = self._build_messages(service_dir.name, examples, release_notes)
+        messages = self._build_messages(service_dir.name, examples, release_notes, current, latest)
 
         try:
             payload = json.dumps({
@@ -83,6 +83,8 @@ class Classifier:
         service_name: str,
         examples: List[Dict[str, str]],
         release_notes: str,
+        current: str,
+        latest: str,
     ) -> List[Dict[str, str]]:
         system_prompt = (
             f"You are an update safety classifier for self-hosted {service_name} instances.\n"
@@ -93,6 +95,8 @@ class Classifier:
             "- Classify only THIS release, not future or past releases mentioned in the notes.\n"
             "- Warnings or announcements about breaking changes in upcoming versions do NOT\n"
             "  make the current release manual.\n"
+            "- Conditional notes like 'follow X instructions if upgrading from <= Y' only apply\n"
+            "  if the current running version is <= Y. If we are already past Y, they do not apply.\n"
             '- Respond ONLY with a JSON object: {"action": "auto", "reason": "..."}\n'
             '  or {"action": "manual", "reason": "..."}\n'
             "- Keep reason under 60 words."
@@ -104,5 +108,8 @@ class Classifier:
                 "role": "assistant",
                 "content": json.dumps({"action": ex["action"], "reason": ex["reason"]}),
             })
-        messages.append({"role": "user", "content": f"Release notes:\n{release_notes}"})
+        messages.append({
+            "role": "user",
+            "content": f"Upgrading from {current} to {latest}.\n\nRelease notes:\n{release_notes}",
+        })
         return messages