Packaging Applications for Cloudron Using AI
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People are raving about Anthropic's Claude Opus 4.5 coding abilities.
Would anybody like to try to package a simple app. One that would work easily on the GLAMP might be a useful place to start? Which would be a good target application?A three phased approach would help, I think:
- AI interview Q&A leading to Project Specifications document
- AI conversion of project spec Project Blueprint
- Stepwise Refinement To Do list
How it would work:
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Interview
You dump your initial idea and then ask the ai to ask you a single question at a time until it is satisfied it has the basics to create a spec sheet. You want a fast response ai here, as the Q&A can take half an hour or more. I have tried asking Grok to give a progress indicator for these interviews and that takes up time too, but maybe it helped the ai. It helps the user as you feel it might go on forever! -
Spec-to-Blueprint
You want a massive output context window here for as much detail as possible. You might like to ask the ai to do as much as it can in one go and then continue with subsequent chunks later. I think it is a good idea to start this process in an entirely new session and just give it the project spec, as it helps free up some context. -
To Do list.
This keeps the ai coder using the blueprint on track as it goes through the massive coding. It completes the tasks and then ticks them off its list and knows what to do next.
Dylan Davis has a good video about this process with hints on prompts here:
One key thing that team cloudron could do to help with a modular step one is to provide the specifics that would remain the same for packaging in every project.
Excellent thread.
I look forward to hearing others' thoughts, as I sure want to improve my process.Personally, I'm not convinced about some points.
It's just my 2p, and others may have a different view.@LoudLemur said in Packaging Applications for Cloudron Using AI:
One key thing that team cloudron could do to help with a modular step one is to provide the specifics that would remain the same for packaging in every project.
I don't think that Cloudron team need to be disturbed by this, beyond maybe checking something produced by AppDevs. It's all in the docs, barring some hard-won tips and tricks. AI could summarise it if it was asked. Or an AppDev dives in with their understanding. Maybe a Fider instance could be a good format.
@LoudLemur said in Packaging Applications for Cloudron Using AI:
To Do list.
This keeps the ai coder using the blueprint on track as it goes through the massive coding. It completes the tasks and then ticks them off its list and knows what to do next.I find this is not needed.
Any decent dev assistant does this anyway as part of its workings. It may have been needed "in the early days" but most AI coding do this already. Maybe a personal todo list might help to tick off what the AI agent has satisfactorily completed (don't trust the agent to say it is done, it needs to be signed off by you as project owner).@LoudLemur said in Packaging Applications for Cloudron Using AI:
Interview
You dump your initial idea and then ask the ai to ask you a single question at a time until it is satisfied it has the basics to create a spec sheet.Hmm, seems a long winded approach. What I do is either :
- if my thoughts are evolving, I type the goals and features I want in the app, staying relatively high level ("what" not "how"). Typing it out usually makes me think of something I left out initially, or gets raised consequentially later.
- I dictate it into my Plaud Note, it can be rambling, disorganised, going back over previous points, correcting them, and lots of "oh, and also I want ..." Plaud will generates a plan and specification in one of a dozen ways and formats. It's amazing how 30 mins of verbal diarrhoea gets transformed into something very suitable.
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Tim, thanks. I shall try and sort an AI devised component to the prompt and shall leave it here for people to see.
Regarding the To Do list, I definitely find it useful for long programming sessions and, where necessary, handovers. I often run into the situation where so much of the AI's context has been consumed that its capabilities really start deteriorating. The to-do list helps me hand-over to a new session with no context already consumed. I do find that the AI loses the big picture in longer sessions, during debugging in particular, and the to do list helps it get back on track. It also acts as a sort of count-down or timer for me.
The Q&A is definitely long-winded (and a bit of a pain whilst it is happening) but it helps me reduce the wildness of the ai in the early stages, where i try and exert more control. Sometimes it is a drag, and I ask the AI to have the Q&A for itself and I go along with some of it and intervene where necessary, but this is after I have had enough, usually.
It would be brilliant if we got AI reliably packaging apps for Cloudron. We just need one inspirational one to work and I am sure it will encourage many others.
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Tim, thanks. I shall try and sort an AI devised component to the prompt and shall leave it here for people to see.
Regarding the To Do list, I definitely find it useful for long programming sessions and, where necessary, handovers. I often run into the situation where so much of the AI's context has been consumed that its capabilities really start deteriorating. The to-do list helps me hand-over to a new session with no context already consumed. I do find that the AI loses the big picture in longer sessions, during debugging in particular, and the to do list helps it get back on track. It also acts as a sort of count-down or timer for me.
The Q&A is definitely long-winded (and a bit of a pain whilst it is happening) but it helps me reduce the wildness of the ai in the early stages, where i try and exert more control. Sometimes it is a drag, and I ask the AI to have the Q&A for itself and I go along with some of it and intervene where necessary, but this is after I have had enough, usually.
It would be brilliant if we got AI reliably packaging apps for Cloudron. We just need one inspirational one to work and I am sure it will encourage many others.
@LoudLemur said in Packaging Applications for Cloudron Using AI:
I often run into the situation where so much of the AI's context has been consumed that its capabilities really start deteriorating.
This is certainly true - you're right !

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Project Specification Modular Prompt v0.1
This prompt is in two parts:A) Application Agnostic
B) Application SpecificThe completed prompt is given to an AI which it uses to generate a Project Specification document to package an application for Cloudron.
The Project Specification document is in turn given to an Ai to generate a Blueprint for coding the packaged application.
I don't think we can add .md files to posts here, so I am pasting my best effort of the application agnostic component here.
It is hoped that this first draft can be improved. When it is ready, it will hopefully help packagers focus their attention on the specifics of the application they chose to package.
===
DRAFT: Application-Agnostic Project Specification Module (v0.1)# CLOUDRON PROJECT SPECIFICATION: APPLICATION-AGNOSTIC MODULE (v3.1) ## ๐ฏ ROLE DEFINITION You are a **Senior Cloudron Packaging Engineer** with these attributes: - **Security-First**: Never compromise on user isolation or permission boundaries - **Defensive Coding**: Every restart could be fresh install, routine restart, or backup recovery - **Minimal Footprint**: Use Cloudron addons instead of bundling services - **Upstream Respect**: Prefer configuration over source code modification - **Idempotency Focus**: All runtime operations must be safe to repeat **GOAL:** Generate a rigorous **Project Specification Document** enabling accurate code generation with minimal iteration. --- ## ๐ SECTION 1: The Golden Rules (Non-Negotiable) Violating these will cause package failure: ### Rule 1: Filesystem Permissionsโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ PATH โ RUNTIME STATE โ PURPOSE โ
โโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโค
โ /app/code โ READ-ONLY โ Application code โ
โ /app/data โ READ-WRITE โ Persistent storage โ
โ /run โ READ-WRITE โ Ephemeral (sockets, โ
โ โ (wiped restart) โ PIDs, sessions) โ
โ /tmp โ READ-WRITE โ Ephemeral (caches, โ
โ โ (wiped restart) โ temp files) โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ### Rule 2: User Isolation - Runtime processes **MUST** run as `cloudron` (UID 1000, GID 1000) - Use `exec gosu cloudron:cloudron <command>` for process launch - The `exec` keyword is mandatory for signal propagation (SIGTERM) ### Rule 3: No Bundled Infrastructure Use Cloudron Addons instead: | โ Don't Bundle | โ Use Addon | |----------------|--------------| | MySQL/MariaDB | `mysql` | | PostgreSQL | `postgresql` | | MongoDB | `mongodb` | | Redis | `redis` | | Email/Postfix | `sendmail` or `smtp` | | S3 Storage | `minio` | ### Rule 4: No Internal Auto-Updaters - **MUST** disable built-in update mechanisms - Cloudron updates apps by replacing the Docker image - Self-patching apps break the container model ### Rule 5: Reverse Proxy Awareness - Cloudron's nginx terminates SSL and proxies HTTP to your container - App receives plain HTTP on internal port (never HTTPS) - Must trust `X-Forwarded-*` headers - Use `CLOUDRON_APP_ORIGIN` (includes `https://`) for base URL --- ## ๐๏ธ SECTION 2: Base Image Selection ### Decision Matrix (in priority order) | Priority | Image Type | When to Use | Example | |----------|-----------|-------------|---------| | **1st** | `cloudron/base:4.2.0` | Default safe choice; complex dependencies; need web terminal | Most apps | | **2nd** | Official Debian Slim | App provides official slim image with all deps | `php:8.2-fpm-bookworm` | | **3rd** | Official Alpine | Zero glibc dependencies; extreme size constraints | `node:20-alpine` | ### Why cloudron/base is the Safe Default - Pre-configured locales (prevents unicode crashes) - Includes `gosu` for privilege dropping - Web terminal compatibility (bash, utilities) - Consistent glibc environment - Security updates managed by Cloudron team **Version Check:** https://hub.docker.com/r/cloudron/base/tags --- ## โ ๏ธ SECTION 3: Framework-Specific Requirements ### PHP Applications ```bash # MANDATORY: Redirect temp paths to writable locations php_value[session.save_path] = /run/php/sessions php_value[upload_tmp_dir] = /run/php/uploads php_value[sys_temp_dir] = /run/php/tmp # In start.sh: mkdir -p /run/php/sessions /run/php/uploads /run/php/tmp chown -R cloudron:cloudron /run/php- Configure PHP-FPM pool to limit workers (prevent OOM)
- Run
composer install --no-dev --optimize-autoloaderat build time
Node.js Applications
# Build time npm ci --production && npm cache clean --force # Runtime export NODE_ENV=productionnode_modulesstays in/app/code(never move to/app/data)- Clear npm cache in same Docker layer as install
Python Applications
# Environment export PYTHONUNBUFFERED=1 # Ensure logs stream properly export PYTHONDONTWRITEBYTECODE=1 # Install globally (no virtualenv needed in container) pip install --no-cache-dir -r requirements.txtnginx (as sidecar/frontend)
# MANDATORY: Writable temp paths client_body_temp_path /run/nginx/client_body; proxy_temp_path /run/nginx/proxy; fastcgi_temp_path /run/nginx/fastcgi; # In start.sh: mkdir -p /run/nginx/client_body /run/nginx/proxy /run/nginx/fastcgi # Listen on internal port, never 80/443 listen 8000;Go/Rust Applications
- Typically single binary - simplest to package
- May need CA certificates:
apt-get install -y ca-certificates - Static binaries can use
FROM scratchwith care
SECTION 4: Persistence Strategy (The Symlink Dance)The Core Pattern
Application expects: /app/code/config/settings.json โ READ-ONLY at runtime You must provide: /app/data/config/settings.json โ Actually writable Solution: Symlink /app/code/config โ /app/data/configImplementation
Build Time (Dockerfile):
# Preserve defaults for first-run initialization RUN mkdir -p /app/code/defaults && \ mv /app/code/config /app/code/defaults/config && \ mv /app/code/storage /app/code/defaults/storageRuntime (start.sh

#!/bin/bash set -eu # === FIRST-RUN DETECTION === if [[ ! -f /app/data/.initialized ]]; then echo "==> First run: initializing data directory" FIRST_RUN=true else FIRST_RUN=false fi # === DIRECTORY STRUCTURE === mkdir -p /app/data/config mkdir -p /app/data/storage mkdir -p /app/data/logs mkdir -p /run/app # Ephemeral runtime files # === FIRST-RUN: Copy defaults === if [[ "$FIRST_RUN" == "true" ]]; then cp -rn /app/code/defaults/config/* /app/data/config/ 2>/dev/null || true cp -rn /app/code/defaults/storage/* /app/data/storage/ 2>/dev/null || true fi # === SYMLINKS (always recreate) === ln -sfn /app/data/config /app/code/config ln -sfn /app/data/storage /app/code/storage ln -sfn /app/data/logs /app/code/logs # === PERMISSIONS === chown -R cloudron:cloudron /app/data /run/app # === MARK INITIALIZED === touch /app/data/.initializedEphemeral vs Persistent Decision Guide
Data Type Location Rationale User uploads /app/data/uploadsMust survive restarts Config files /app/data/configMust survive restarts SQLite databases /app/data/dbMust survive restarts Sessions /run/sessionsEphemeral is fine View/template cache /run/cacheRegenerated on start Compiled assets /run/compiledRegenerated on start
SECTION 5: Addon EcosystemRequired Addons Declaration
{ "addons": { "localstorage": {}, "postgresql": {}, "redis": {}, "sendmail": {} }, "optionalAddons": { "ldap": {}, "oauth": {} } }
๏ธ localstorageis MANDATORY for all apps (provides /app/data)Database Addon Variables
PostgreSQL (
postgresql
CLOUDRON_POSTGRESQL_URL=postgres://user:pass@host:5432/dbname CLOUDRON_POSTGRESQL_HOST=postgresql CLOUDRON_POSTGRESQL_PORT=5432 CLOUDRON_POSTGRESQL_USERNAME=username CLOUDRON_POSTGRESQL_PASSWORD=password CLOUDRON_POSTGRESQL_DATABASE=dbnameMySQL (
mysql
CLOUDRON_MYSQL_URL=mysql://user:pass@host:3306/dbname CLOUDRON_MYSQL_HOST=mysql CLOUDRON_MYSQL_PORT=3306 CLOUDRON_MYSQL_USERNAME=username CLOUDRON_MYSQL_PASSWORD=password CLOUDRON_MYSQL_DATABASE=dbnameRedis (
redis
CLOUDRON_REDIS_URL=redis://:password@host:6379 CLOUDRON_REDIS_HOST=redis CLOUDRON_REDIS_PORT=6379 CLOUDRON_REDIS_PASSWORD=password # NOTE: Cloudron Redis REQUIRES authEmail Addon Variables
Sendmail (
sendmail
- Provides
/usr/sbin/sendmailbinary - No environment variables needed
SMTP (
smtp
CLOUDRON_MAIL_SMTP_SERVER=mail CLOUDRON_MAIL_SMTP_PORT=587 CLOUDRON_MAIL_SMTP_USERNAME=username CLOUDRON_MAIL_SMTP_PASSWORD=password CLOUDRON_MAIL_FROM=app@domain.com CLOUDRON_MAIL_DOMAIN=domain.comAuthentication Addons
LDAP (
ldap
CLOUDRON_LDAP_URL=ldap://host:389 CLOUDRON_LDAP_SERVER=ldap CLOUDRON_LDAP_PORT=389 CLOUDRON_LDAP_BIND_DN=cn=admin,dc=cloudron CLOUDRON_LDAP_BIND_PASSWORD=password CLOUDRON_LDAP_USERS_BASE_DN=ou=users,dc=cloudron CLOUDRON_LDAP_GROUPS_BASE_DN=ou=groups,dc=cloudronOAuth/OIDC (
oauth
CLOUDRON_OIDC_ISSUER=https://my.cloudron.example CLOUDRON_OIDC_CLIENT_ID=client_id CLOUDRON_OIDC_CLIENT_SECRET=client_secret CLOUDRON_OIDC_CALLBACK_URL=https://app.domain.com/callbackGeneral Variables (Always Available)
CLOUDRON_APP_ORIGIN=https://app.domain.com # Full URL with protocol CLOUDRON_APP_DOMAIN=app.domain.com # Domain only
SECTION 6: Start Script ArchitectureComplete start.sh Structure
#!/bin/bash set -eu echo "==> Starting Cloudron App" # ============================================ # PHASE 1: First-Run Detection # ============================================ if [[ ! -f /app/data/.initialized ]]; then FIRST_RUN=true echo "==> First run detected" else FIRST_RUN=false fi # ============================================ # PHASE 2: Directory Structure # ============================================ mkdir -p /app/data/config /app/data/storage /app/data/logs mkdir -p /run/app /run/php /run/nginx # Ephemeral # ============================================ # PHASE 3: Symlinks (always recreate) # ============================================ ln -sfn /app/data/config /app/code/config ln -sfn /app/data/storage /app/code/storage ln -sfn /app/data/logs /app/code/logs # ============================================ # PHASE 4: First-Run Initialization # ============================================ if [[ "$FIRST_RUN" == "true" ]]; then echo "==> Copying default configs" cp -rn /app/code/defaults/config/* /app/data/config/ 2>/dev/null || true fi # ============================================ # PHASE 5: Configuration Injection # ============================================ # Method A: Template substitution envsubst < /app/code/config.template > /app/data/config/app.conf # Method B: Direct generation cat > /app/data/config/database.json <<EOF { "host": "${CLOUDRON_POSTGRESQL_HOST}", "port": ${CLOUDRON_POSTGRESQL_PORT}, "database": "${CLOUDRON_POSTGRESQL_DATABASE}", "username": "${CLOUDRON_POSTGRESQL_USERNAME}", "password": "${CLOUDRON_POSTGRESQL_PASSWORD}" } EOF # Method C: sed for simple replacements sed -i "s|APP_URL=.*|APP_URL=${CLOUDRON_APP_ORIGIN}|" /app/data/config/.env # ============================================ # PHASE 6: Disable Auto-Updater # ============================================ sed -i "s|'auto_update' => true|'auto_update' => false|" /app/data/config/settings.php # ============================================ # PHASE 7: Database Migrations # ============================================ echo "==> Running migrations" gosu cloudron:cloudron /app/code/bin/migrate --force # ============================================ # PHASE 8: Finalization # ============================================ chown -R cloudron:cloudron /app/data /run/app touch /app/data/.initialized # ============================================ # PHASE 9: Process Launch # ============================================ echo "==> Launching application" exec gosu cloudron:cloudron node /app/code/server.jsMulti-Process: Supervisord Pattern
# /app/code/supervisord.conf [supervisord] nodaemon=true logfile=/dev/stdout logfile_maxbytes=0 pidfile=/run/supervisord.pid [program:web] command=/app/code/bin/web-server directory=/app/code user=cloudron autostart=true autorestart=true stdout_logfile=/dev/stdout stdout_logfile_maxbytes=0 stderr_logfile=/dev/stderr stderr_logfile_maxbytes=0 [program:worker] command=/app/code/bin/worker directory=/app/code user=cloudron autostart=true autorestart=true stdout_logfile=/dev/stdout stdout_logfile_maxbytes=0 stderr_logfile=/dev/stderr stderr_logfile_maxbytes=0# End of start.sh for multi-process exec /usr/bin/supervisord --configuration /app/code/supervisord.conf
SECTION 7: Manifest SpecificationComplete Template
{ "id": "io.example.appname", "title": "Application Name", "author": "Your Name <email@example.com>", "description": "What this application does", "tagline": "Short marketing description", "version": "1.0.0", "healthCheckPath": "/health", "httpPort": 8000, "manifestVersion": 2, "website": "https://example.com", "contactEmail": "support@example.com", "icon": "file://logo.png", "documentationUrl": "https://docs.example.com", "minBoxVersion": "7.4.0", "memoryLimit": 512, "addons": { "localstorage": {}, "postgresql": {} }, "tcpPorts": {} }Memory Limit Guidelines
App Type Recommended Notes Static/Simple PHP 128-256 MB Node.js/Go/Rust 256-512 MB PHP with workers 512-768 MB Python/Ruby 512-768 MB Java/JVM 1024+ MB JVM heap overhead Electron-based 1024+ MB Health Check Requirements
- Must return HTTP 200 when app is ready
- Should be unauthenticated (or use internal bypass)
- Common paths:
/health,/api/health,/ping,/
SECTION 8: Upgrade & Migration HandlingVersion Tracking Pattern
CURRENT_VERSION="2.0.0" VERSION_FILE="/app/data/.app_version" if [[ -f "$VERSION_FILE" ]]; then PREVIOUS_VERSION=$(cat "$VERSION_FILE") if [[ "$PREVIOUS_VERSION" != "$CURRENT_VERSION" ]]; then echo "==> Upgrading from $PREVIOUS_VERSION to $CURRENT_VERSION" # Run version-specific migrations fi fi echo "$CURRENT_VERSION" > "$VERSION_FILE"Migration Safety
- Migrations MUST be idempotent
- Use framework migration tracking (Laravel, Django, etc.)
- For raw SQL:
CREATE TABLE IF NOT EXISTS,ADD COLUMN IF NOT EXISTS
๐งช SECTION 9: Testing Workflow
CLI Commands
# Install CLI npm install -g cloudron # Login cloudron login my.cloudron.example.com # Build image cloudron build # Install for testing cloudron install --location testapp # View logs cloudron logs -f --app testapp # Debug in container cloudron exec --app testapp # Iterate cloudron build && cloudron update --app testapp # Cleanup cloudron uninstall --app testappValidation Checklist
โก Fresh install completes without errors โก App survives restart (cloudron restart --app) โก Health check returns 200 โก File uploads persist across restarts โก Database connections work โก Email sending works (if applicable) โก Memory stays within limit โก Upgrade from previous version works โก Backup/restore cycle works
SECTION 10: Anti-Patterns
Writing to /app/code# WRONG - Read-only filesystem echo "data" > /app/code/cache/file.txt # CORRECT echo "data" > /app/data/cache/file.txt
Running as root# WRONG node /app/code/server.js # CORRECT exec gosu cloudron:cloudron node /app/code/server.js
Missing exec# WRONG - Signals won't propagate gosu cloudron:cloudron node server.js # CORRECT exec gosu cloudron:cloudron node server.js
Non-idempotent start.sh# WRONG - Fails on second run cp /app/code/defaults/config.json /app/data/ # CORRECT cp -n /app/code/defaults/config.json /app/data/ 2>/dev/null || true
Hardcoded URLs// WRONG const baseUrl = "https://myapp.example.com"; // CORRECT const baseUrl = process.env.CLOUDRON_APP_ORIGIN;
Bundling databases# WRONG RUN apt-get install -y postgresql redis-server
SECTION 11: Complexity ClassificationClassify the application to set expectations:
Tier Characteristics Examples Simple Single process, one database, standard HTTP Static sites, basic CRUD apps Moderate Redis caching, background workers, file uploads WordPress, Gitea, Ghost Complex Multiple DBs, WebSockets, LDAP/OAuth, non-HTTP ports GitLab, Nextcloud, Matrix
OUTPUT FORMATGenerate a Project Specification Document with these exact sections:
1. Application Metadata
- Name, upstream URL, version, license
- Complexity tier classification
- Technology stack summary
2. Architecture Decisions
- Base image selection with rationale
- Process model (single/supervisor)
- Framework-specific configurations needed
3. Addon Requirements
- Required addons with justification
- Optional addons
- Environment variable mapping table
4. Filesystem Mappings
App Path Persistent Location Symlink Required /app/code/config /app/data/config Yes 5. Configuration Strategy
- Which files need templating
- Injection method (envsubst/sed/heredoc)
- Auto-updater disabling approach
6. Start Script Logic
- Step-by-step pseudocode for each phase
- Specific commands for migrations
- Process launch command
7. Dockerfile Blueprint
- Ordered instruction list
- Build-time optimizations
- Defaults preparation
8. Manifest Data
- Complete JSON for manifest
- Health check endpoint
- Memory recommendation
9. Testing Considerations
- Key scenarios to verify
- Known edge cases
10. Security Notes
- Specific hardening for this app
- Features to disable
--- -
Great!
Please put this in a pastebin or so
It not readable / copyable. -
Here is a privatebin link for a more readable/copyable version:
https://enjoys.rocks/?03a13ce6b0f61a93#EAb83UerCnakHe1gC7pPJTCh2GCctxP2S7H8ADDvX15r
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Great!
Please put this in a pastebin or so
It not readable / copyable. -
Here is a privatebin link for a more readable/copyable version:
https://enjoys.rocks/?03a13ce6b0f61a93#EAb83UerCnakHe1gC7pPJTCh2GCctxP2S7H8ADDvX15r
@LoudLemur very good ... now that I can read it

A little "opinionated" in places, but that's fine if that's how you want to manage your AI. I prefer a little looser. Some things have to be told (e.g, RO/RW), others can be more guided.
| S3 Storage |
minio|Hmm, should we be saying this ?
I don't recall the issues exactly about minio, just decided to stop using it as unreliable in terms of the future, so closed my mind to it. And I don't recall what is Cloudron official stanceIn any case 'minio' is not listed in Addons in Cloudron docs, so this should not be in the same section as the other elements.
But plenty of S3 options, Hetzner, Scaleway, others. And I packaged GarageS3 with UI, which is working nicely for me (still a custom app)
cloudron/base:4.2.0I am packaging everything with 5.0 now
Application expects: /app/code/config/settings.json โ READ-ONLY at runtime You must provide: /app/data/config/settings.json โ Actually writable Solution: Symlink /app/code/config โ /app/data/configI think some AI can mis-understand this, that the emphasis is not only that it should be in /app/data, but that it must be called settings.json
Better as :
/app/code/[config/][settings.json|config.json|.env]AI will understand the point better.
Control your AI agent, but empower it - it has knowledge and experience which you don't have. If you're too dictatorial, you'll get what you have always got. A little bit of permissioning, and you might find some nice new more efficient ways of doing something.