Machine-readable portfolio summary

# drmilk.dev portfolio machine-readable summary

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Site: drmilk.dev (https://drmilk.dev)
Summary: Portfolio for Bogdan Ciubotaru, also known as DrMilk, covering full-stack web work, Minecraft systems development, TypeWriter extensions, RPG quest systems, model and media workflows, automation, and server infrastructure.
Name: Bogdan Ciubotaru
Handle: DrMilk
Timezone: Europe/Bucharest
Contact email: bciubotaru24@gmail.com
GitHub: https://github.com/BogdanCiubotaru24
LinkedIn: https://www.linkedin.com/in/bogdan-ciubotaru-b634041b3/

## Roles and services
- Full-stack developer
- Minecraft systems developer
- TypeWriter extension developer
- Automation builder
- Server infrastructure operator

## Core technologies
- Kotlin
- Java
- Paper
- TypeWriter
- BetterModel
- ModelEngine
- Next.js
- React
- TypeScript
- Node.js
- Python
- Docker
- Linux
- Nginx
- Git

## Available for
- Minecraft Plugin Developer
- Minecraft Setup Specialist
- Minecraft Configurator
- Minecraft Modelling / Animation Workflow
- Web Developer
- Discord Bot / Automation Developer
- Program / App Developer
- System Administrator
- Dialogue / Media Systems
- Combat / RPG Mechanics

## Portfolio website implementation
The portfolio is a Next.js site with an interactive Minecraft studio homepage and a complete server-rendered reading portfolio. It preserves a dynamic JSON-backed content store, authenticated admin panel, media uploads and public visibility controls. The previous reactor homepage and case-study pages are archived under /legacy.
Interactive studio: https://drmilk.dev/
Read the portfolio: https://drmilk.dev/read

Editable content areas:
- Projects
- TypeWriter extensions
- Models and assets
- Quest narratives
- Quest/objective systems
- Demos and media
- Role/service labels
- Operations cards
- Major public sections

## TypeWriter overview
The TypeWriter case study is the primary Minecraft systems showcase. It includes custom extensions, player interaction systems, authoring tools, model-driven gameplay, dialogue/media integrations, quest utilities, server setup, model and asset workflows, and Dacia RPG quest work.

Stats:
- Custom Extensions: 18 (TypeWriter modules and server systems)
- Primary Role: Systems (Plugin logic, integrations, automation)
- Core Stack: Kotlin (Paper, TypeWriter, MCP, BetterModel)
- Support Work: Infra (Linux, Docker, Pterodactyl, Nginx)

Capabilities:
- Minecraft plugin developer focused on functional systems, RPG mechanics, TypeWriter extensions, and plugin integration.
- Minecraft setup/configuration specialist comfortable connecting quests, NPCs, models, economy, dialogue, resource packs, and server tooling.
- Web/backend developer who can build dashboards, nonprofit sites, marketplaces, Discord bots, automations, and production server deployments.
- Technical model/animation workflow builder, especially around animated model integration, Mixamo/Cascadeur/Blockbench workflows, and gameplay-ready models.

# Projects
## Project: Codex Hivemind
ID: codex
Category: AI & Orchestration / AI / MCP
Summary: Autonomous AI Orchestration Platform coordinating a swarm of sandboxed agents.
Detail: A distributed control plane for AI coding agents. It manages task decomposition, sandboxed execution, memory retrieval, and Model Context Protocol communication across multiple specialized workers.
Signal: Agent orchestration, memory routing, MCP tooling, and automated execution systems.
Technologies: Rust, Docker, MCP, Redis, Next.js 14
Features:
- Multi-agent task routing
- MCP-compatible tool layer
- Dockerized execution sandboxes
- Memory retrieval and context routing
Image: https://drmilk.dev/images/codex_platform_mockup_1768344957774.png
Media:
No attached media.
Web screenshot evidence:
No web screenshot evidence attached.
Case study:
A distributed AI orchestration platform for coordinating sandboxed coding agents, routing work between specialized workers, and giving agents access to structured tools through MCP-style interfaces.
Built as a control surface for task decomposition, agent execution, memory/context routing, infrastructure isolation, and operational visibility.
Case study technologies: Rust, Docker, MCP, Redis, Next.js 14, Agent tooling, Sandboxing
- Agent orchestration: Coordinates specialized workers instead of treating one assistant as the whole system.
- Task decomposition: Breaks larger coding objectives into smaller agent-owned execution paths.
- Sandboxed execution: Uses Docker-oriented isolation patterns so agent work can run with clearer operational boundaries.
- Memory routing: Routes context and retrieved memory to the worker that needs it instead of flooding every task with the same data.
- MCP tool layer: Builds around Model Context Protocol style tooling so agents can call structured capabilities instead of relying only on chat text.
- Control-plane thinking: Frames AI as an operated system with workers, queues, state, execution, and visibility rather than a prompt-only feature.
Case study evidence:
- AI infrastructure and web control surfaces around real developer workflows.
- Combines backend systems, orchestration, containers, tool protocols, and product UI.
- Designed for operated agent workflows instead of one-off prompt experiments.

## Project: TypeWriter Systems
ID: typewriter
Category: Minecraft Systems / Minecraft Systems
Summary: Custom TypeWriter extensions and Minecraft server systems for RPG/adventure gameplay.
Detail: A suite of custom TypeWriter and Minecraft systems covering embedded MCP authoring, radial context menus, model-driven gameplay, voiceover/dialogue tooling, video cinematics, resource-pack readiness, checkpoints, spawnables, and quest utilities.
Signal: Custom Minecraft/TypeWriter systems: extensions, MCP authoring, model-driven gameplay, and RPG tooling.
Technologies: Kotlin, Paper, TypeWriter, MCP, BetterModel, ElevenLabs
Features:
- Interactive Context Menu Extension with browser visual editor
- Embedded JVM MCP Server for AI-assisted TypeWriter authoring
- ModelEngine/BetterModel combat, mounted, animation, and hitbox integrations
- Voiceover, BetterHUD, LuxDialogues, video, gaze, checkpoint, and spawnable systems
URL: https://drmilk.dev/read#project-typewriter
Image: https://drmilk.dev/images/typewriter_mockup_1768343244577.png
Media:
No attached media.
Web screenshot evidence:
No web screenshot evidence attached.

## Project: Games of Education
ID: games-of-education
Category: Client Website / Web Platforms
Summary: A polished nonprofit landing website for a gamified education association, with strong visual identity, conversion modals, contact paths, and legal footer content.
Detail: Games of Education is a production nonprofit website for an association focused on gamified learning. The site presents the mission, flagship Minecraft History project, future plans, involvement paths, team structure, contact details, Discord access, legal pages, and organization identification details through a responsive space-themed interface.
Signal: Next.js nonprofit website with bilingual navigation, gamified education storytelling, donation and volunteer enrollment flows.
Technologies: Next.js, Responsive Web, Bilingual UX, Donation Flow, Volunteer Forms, SEO Structure
Features:
- Responsive landing page with space-themed hero artwork, sticky navigation, and bilingual RO/EN language paths
- Mission, impact statistics, flagship project, future plans, involvement options, team roles, and contact sections
- Secure donation modal with preset/custom amounts, recurring toggle, donation summary, and payment-step handoff
- Volunteer enrollment modal with profile summary, contact details, phone/city fields, and multi-step form structure
URL: https://drmilk.dev/read#project-games-of-education
Image: https://drmilk.dev/images/web-screenshots/GOE/Full_landing.png
Media:
No attached media.
Web screenshot evidence:
- Games of Education: Full Landing Page: Space-themed nonprofit landing page covering bilingual navigation, mission, project story, future plans, involvement paths, team roles, contact, Discord, and legal footer content. (page: landing | features: bilingual-navigation, narrative-landing-page, contact-and-newsletter, legal-and-trust-footer | viewport: desktop | dimensions: 2510x6231 | source: https://www.gamesofeducation.com/ | image: https://drmilk.dev/images/web-screenshots/GOE/Full_landing.png)
- Games of Education: Donation Modal: Donation step with preset and custom amounts, recurring donation toggle, donation summary, compliance messaging, and payment handoff. (page: donate-modal | features: donation-flow | viewport: desktop | dimensions: 560x1017 | source: https://www.gamesofeducation.com/ | image: https://drmilk.dev/images/web-screenshots/GOE/Donate_modal.png)
- Games of Education: Volunteer Enrollment: Volunteer recruitment modal with profile summary, contact fields, phone/WhatsApp, city, and a step-based enrollment flow. (page: enroll-modal | features: volunteer-enrollment | viewport: desktop | dimensions: 560x812 | source: https://www.gamesofeducation.com/ | image: https://drmilk.dev/images/web-screenshots/GOE/Enroll_modal.png)
Case study:
A production nonprofit website for a gamified education association, built around a strong space-themed visual identity, bilingual navigation, donation intent, volunteer enrollment, and clear organization trust details.
The site turns a nonprofit mission into a polished public experience: mission, impact numbers, flagship Minecraft History project, future plans, involvement paths, team roles, contact details, Discord access, and legal information.
Case study technologies: Next.js, Responsive web, Bilingual UX, Conversion modals, Contact forms, Legal content
- Bilingual navigation: RO/EN language paths, sticky desktop navigation, mobile menu behavior, and section anchors for about, projects, involvement, team, and contact.
- Narrative landing page: A complete public story around the association mission, impact stats, Minecraft History project, future plans, ways to help, team roles, and contact.
- Donation flow: Secure donation modal with preset amounts, custom amount entry, recurring donation toggle, fee/total summary, compliance messaging, and payment handoff.
- Volunteer enrollment: Volunteer modal with profile summary, contact details, phone/WhatsApp and city fields, and a step-based recruitment flow.
- Contact and newsletter: Contact form with newsletter opt-in, email, location, Discord links, and direct communication paths for supporters and partners.
- Legal and trust footer: Footer structure with navigation, privacy/cookie/terms links, legal identification, donation/refund policy, complaints policy, ANPC, and payment safety links.
Case study evidence:
- Live nonprofit website with a distinctive visual system and responsive layout.
- Shows more than static brochure content: donation and volunteer conversion flows are part of the experience.
- Good proof of client-site polish, content architecture, trust-building, and business/nonprofit CTA design.
Live site: https://www.gamesofeducation.com/

## Project: Mob Moves
ID: mob-moves
Category: Production Platform / Web Platforms
Summary: An animation production platform with automatic FBX conversion, validation, library registration and Minecraft previews.
Detail: I built Mob-Moves to process and manage Minecraft animation work in one platform. Uploaded FBX files enter a worker queue, convert into validated animation and model outputs, and register in the library with duplicate detection and collection assignment. Integrated tools handle corrections, revisions, composition, product exports and release packaging. Production Scenes adds spatial authoring, entities, quest flows and cinematics. The complete quest-to-server publication workflow is still under development.
Signal: Private production OS for turning Minecraft animation libraries into sellable product packs.
Technologies: Next.js, TypeScript, Prisma, PostgreSQL, Three.js, Blockbench
Features:
- Automatic conversion, validation and library registration
- Batch corrections and immutable animation revisions
- Minecraft world, actor and animation previews
- Product exports and release packaging
- Scene and TypeWriter authoring tools under development
URL: https://drmilk.dev/read#project-mob-moves
Image: https://drmilk.dev/images/web-screenshots/mob-moves/animations-desktop.png
Media:
No attached media.
Web screenshot evidence:
- Mob Moves: Product Workspaces: Product readiness, product planning, animation assignments, and production workflow overview. (page: products | features: release-dashboard, product-workspaces, store-preparation | viewport: desktop | dimensions: 2510x1307 | source: https://mob-moves.com/products | image: https://drmilk.dev/images/web-screenshots/mob-moves/products.png)
- Mob Moves: Animation Library: Animation catalog browsing, review, filtering, and repair-oriented workflow surface. (page: animations | features: animation-library, repair-studio | viewport: desktop | dimensions: 2510x1307 | source: https://mob-moves.com/animations | image: https://drmilk.dev/images/web-screenshots/mob-moves/animations-desktop.png)
- Mob Moves: Animation Factory: Workflow for recombining animation parts into product-ready variants. (page: animation-factory | features: animation-factory | viewport: desktop | dimensions: 2510x1307 | source: https://mob-moves.com/animation-factory | image: https://drmilk.dev/images/web-screenshots/mob-moves/animation-factory.png)
- Mob Moves: Timeline Planning: Release planning and operational scheduling view for animation products. (page: timeline | features: release-dashboard, operations | viewport: desktop | dimensions: 2510x1572 | source: https://mob-moves.com/timeline | image: https://drmilk.dev/images/web-screenshots/mob-moves/timeline.png)
Case study:
A private production platform for turning a large Minecraft mob animation library into sellable product packs, with authenticated tools for daily asset and release work.
The platform connects authenticated admin surfaces, PostgreSQL data modelling, file-backed production assets, Three.js preview tooling, Blockbench export logic, MythicMobs handoff workflows, QA tracking, and release planning.
Case study technologies: Next.js, TypeScript, Prisma, PostgreSQL, Three.js, Blockbench, Systemd, VPS
- Release dashboard: Readiness views for products, blockers, missing media, stale export jobs, QA issues, and release candidates.
- Product workspaces: Product detail pages that connect animations, models, generated artifacts, media, store copy, MythicMobs config, and status.
- Animation library: Browse, search, group, exclude, and review large animation catalogs before they become commercial packs.
- Repair studio: Revision-aware animation correction with preview-safe transforms, offset controls, root motion handling, and Blockbench-safe export separation.
- Animation factory: Tools for recombining body segments from different animations to create new product variations faster.
- Store preparation: Media, copy, product metadata, and release packaging workflows designed around actually selling the packs.
- Export pipeline: Native Blockbench `.bbmodel` generation, validation, artifact history, stale checks, and job tracking.
- Operations: Authenticated access, API tokens, audit trail, import scripts, deployment notes, and server-side workflow controls.
Case study evidence:
- Specialized internal software for a real production workflow.
- Combines web UI, 3D preview, file processing, data modelling, and release operations.
- Built around a real production bottleneck: converting creative assets into sellable products reliably.
Live site: https://mob-moves.com

## Project: Edenth
ID: edenth
Category: Client Website / Web Platforms
Summary: Modern dental clinic website focused on professional presentation, service discovery, and clear contact paths.
Detail: Edenth is presented as client-facing dental clinic web work: a polished business website with treatment/service pages, clinic story, team presentation, prices, contact information, and a modern trust-building structure for a local medical audience.
Signal: Polished clinic website with treatment pages, team content, pricing, story, contact, and local-business trust signals.
Technologies: Responsive Web, SEO Structure, Service Pages, Contact UX, Business Content
Features:
- Treatment pages for dental-service discovery
- Team, story, pricing, and contact pages
- Professional medical tone and local-business positioning
- Clear phone and contact path for appointment intent
URL: https://drmilk.dev/read#project-edenth
Image: https://drmilk.dev/images/gallery_website_mockup_1768342841364.png
Media:
No attached media.
Web screenshot evidence:
No web screenshot evidence attached.
Case study:
A polished clinic website for a modern dental practice in Floresti, focused on trust, service discovery, clinic story, treatment pages, pricing, team presentation, and clear contact paths.
The site presents medical services with a professional tone, structured content, and clear paths toward contact and appointment intent.
Case study technologies: Responsive web, SEO pages, Service content, Contact flows, Business presentation
- Treatment pages: Dedicated dental service pages that explain care areas instead of forcing everything into one generic services block.
- Team presentation: Clinic credibility through medical team content and a more human, trust-building website structure.
- Pricing page: Separate prices/tarife area for visitors who need practical decision-making information before booking.
- Contact path: Clear clinic contact details, phone-first access, and location information for local search intent.
- Story page: Narrative clinic positioning around a more empathetic, modern dental experience.
- Public live site: A client-facing production website that can be reviewed directly by potential customers.
Case study evidence:
- Business-site polish and clear content architecture.
- Built for a real clinic audience, not only technical users.
- Focused on presentation, trust, and conversion.
Live site: https://edenth.ro/

## Project: Dentistry by M
ID: dentistry-by-m
Category: Client Website / Web Platforms
Summary: Practical dental clinic website built around booking intent, service clarity, and direct local contact.
Detail: Dentistry by M is a local clinic website with hero positioning, appointment CTA, dental service categories, about content, contact form fields, phone/email/address visibility, schedule information, and a compact structure suitable for a medical business.
Signal: Appointment-focused clinic site with service sections, contact form, phone/email/address visibility, and conversion-oriented CTAs.
Technologies: Responsive Web, Appointment CTA, Contact Form, Local SEO, Service Content
Features:
- Appointment CTA and structured contact form
- Dental service coverage across prevention, pediatric care, endodontics, prosthetics, orthodontics, surgery, implants, and periodontology
- Clinic trust copy, hours, address, phone, and email
- Simple navigation built around home, about, services, and contact
URL: https://drmilk.dev/read#project-dentistry-by-m
Image: https://drmilk.dev/images/gallery_website_mockup_1768342841364.png
Media:
No attached media.
Web screenshot evidence:
No web screenshot evidence attached.
Case study:
A practical clinic website centered on immediate appointment intent, dental-service discovery, clinic trust, and direct contact for a local medical business.
The site focuses on fast booking intent through service sections, appointment CTA, phone/email/address visibility, and a structured contact form.
Case study technologies: Responsive UI, Appointment CTA, Contact form, Service sections, Local business UX
- Appointment flow: Visible booking CTA and contact form fields for name, phone, email, message, and appointment intent.
- Dental services: Service coverage across prevention, pediatric dentistry, odontology, endodontics, prosthetics, orthodontics, surgery, implants, and periodontology.
- Contact details: Phone, email, address, clinic schedule, and location information are easy to find for appointment intent.
- Clinic trust: About and service copy frame the clinic as modern, patient-centered, and full-service.
- Simple navigation: A compact structure around home, about, services, and contact that suits a local clinic audience.
Case study evidence:
- Straightforward business site built around booking and contact.
- Clear service presentation for a local medical audience.
- Practical appointment-focused flow without unnecessary product complexity.
Live site: https://dentistrybym.ro/

## Project: Dropship Automation
ID: dropshipping
Category: E-Commerce Ops / Automation
Summary: End-to-end dropshipping automation suite with visual scraping and inventory sync.
Detail: Automation for product monitoring, pricing checks, inventory workflows, browser scraping, and operational dashboards.
Signal: Browser automation, inventory protection, pricing logic, and operational dashboards.
Technologies: Playwright, Amazon SP-API, Next.js 16, Python
Features:
- Playwright scraping workflows
- Inventory sync logic
- Pricing guardrails
- Operational dashboard
Image: https://drmilk.dev/images/dropshipping_dashboard_mockup_1768345527650.png
Media:
No attached media.
Web screenshot evidence:
No web screenshot evidence attached.

## Project: Content Studio
ID: video-gen
Category: Media Systems / Media
Summary: Programmatic video editing engine for automated content generation.
Detail: A media automation system for assembling video from structured inputs, managing render jobs, and preparing repeatable content pipelines.
Signal: Programmatic video rendering, FFmpeg pipelines, and scalable media workers.
Technologies: Node.js, FFmpeg, React 18, Streams
Features:
- FFmpeg render pipeline
- Template-based composition
- Queue-friendly architecture
- Preview-oriented UI
Image: https://drmilk.dev/images/video_generator_mockup_1768345942130.png
Media:
No attached media.
Web screenshot evidence:
No web screenshot evidence attached.

## Project: Thrones Rising / Minecraft Store
ID: minecraft-store
Category: Client Website / Web Platforms
Summary: A branded Minecraft server website with landing content, product catalog, cart checkout, and admin management screens.
Detail: Thrones Rising was the first full website project I took over and finished. The site presents a Minecraft server brand with a visual landing page, server and Discord CTAs, store categories, rank/crate/coin pack products, cart checkout, PayPal payment surface, footer/legal areas, and admin product management.
Signal: First full website project: branded Minecraft server landing, store catalog, cart checkout, PayPal surface, and admin product management.
Technologies: Next.js, React, PayPal, Admin UI, Storefront UX
Features:
- Branded landing page with server and Discord calls to action
- Storefront catalog for ranks, crate keys, and coin packs
- Cart drawer with quantities, remove actions, totals, and PayPal checkout
- Admin product management for products, categories, admins, orders, and editable pages
URL: https://drmilk.dev/read#project-minecraft-store
Image: https://drmilk.dev/images/web-screenshots/ThronesRising/Landing.png
Media:
No attached media.
Web screenshot evidence:
- Thrones Rising: Landing Page: Minecraft server landing page with branded hero, server and Discord CTAs, feature copy, carousel media, footer navigation, and server trust details. (page: landing | features: server-landing-page, game-server-trust-details, game-asset-presentation | viewport: desktop | dimensions: 2510x2660 | image: https://drmilk.dev/images/web-screenshots/ThronesRising/Landing.png)
- Thrones Rising: Storefront: Store catalog with product categories, rank cards, prices, add-to-cart actions, server artwork, and visible cart entry point. (page: store | features: storefront-catalog, game-asset-presentation | viewport: desktop | dimensions: 2510x2359 | image: https://drmilk.dev/images/web-screenshots/ThronesRising/Store.png)
- Thrones Rising: Cart and Checkout: Side-cart checkout with product quantities, remove actions, total calculation, PayPal button, and debit/credit card option. (page: checkout | features: cart-and-paypal-checkout | viewport: desktop | dimensions: 2510x1307 | image: https://drmilk.dev/images/web-screenshots/ThronesRising/Checkout.png)
- Thrones Rising: Admin Management: Admin management screen for products, categories, admins, orders, and editable pages, using the same branded store interface. (page: admin | features: admin-product-management | viewport: desktop | dimensions: 2510x2619 | image: https://drmilk.dev/images/web-screenshots/ThronesRising/Admin.png)
Case study:
The first full website I took over and finished: a branded Minecraft server site with landing content, store browsing, cart checkout, PayPal payment surface, and admin product management.
The site combines a visual landing experience with practical commerce/admin flows for a game server: server and Discord CTAs, product categories, rank/crate/coin pack presentation, cart totals, and admin product controls.
Case study technologies: Next.js, React, PayPal, Admin UI, Storefront UX, Responsive layout
- Server landing page: Branded hero, navigation, play/Discord calls to action, feature copy, carousel-style media, and footer navigation for the server audience.
- Storefront catalog: Rank, crate key, and coin pack categories with product cards, server artwork, prices, add-to-cart actions, and clear purchase intent.
- Cart and PayPal checkout: Side-cart checkout flow with quantities, remove actions, totals, PayPal button, and debit/credit card payment option.
- Admin product management: Admin area for managing products, categories, admins, orders, and editable pages from the same visual system as the public store.
- Game-server trust details: Server links, Discord links, refund/terms areas, Mojang disclaimer, copyright footer, and product information affordances.
- Game asset presentation: Uses custom rank artwork, server screenshots, logo treatment, background imagery, and consistent visual styling around the Thrones Rising brand.
Case study evidence:
- Shows the start of the full-stack path: taking over a delayed project and finishing both frontend and backend work.
- Includes real buyer-facing store flows and internal admin surfaces, not just a static landing page.
- Useful proof of adapting to an existing visual design and turning it into working site sections.

## Project: ProTeamHub
ID: freelancing
Category: Platform / Web Platforms
Summary: Comprehensive freelancing marketplace with secure payments and team management.
Detail: A platform architecture for freelancers and teams, with account flows, project management, file handling, and marketplace-style workflows.
Signal: Marketplace architecture, team workflows, RBAC, escrow concepts, and SaaS dashboards.
Technologies: Next.js, MongoDB, AWS S3, NextAuth
Features:
- Team dashboards
- Role-based workflow
- Project and file concepts
- Marketplace UX
Image: https://drmilk.dev/images/proteamhub-hero.png
Media:
No attached media.
Web screenshot evidence:
No web screenshot evidence attached.
Case study:
A feature-rich freelancing marketplace prototype built as a bachelor thesis project, with customers, freelancers, teams, proposals, dashboards, messaging, files, notifications, and payment concepts.
The platform covers roles, user flows, data models, team collaboration, project lifecycle, payment concepts, search, and marketplace UI.
Case study technologies: Next.js, React, TypeScript, MongoDB, Mongoose, NextAuth, Stripe, AWS S3
- Authentication and profiles: Account creation, profile completion, customer/freelancer roles, verification fields, and security utilities.
- Projects and proposals: Project creation, listings, details, edits, status APIs, proposals, accept/deny/counteroffer flows.
- Teams and network: Team models, invitations, avatars, friends/network features, reviews, and freelancer collaboration surfaces.
- Messaging and notifications: Chat components, notification center, project workspace communication, and state-driven user feedback.
- Payment concepts: Stripe routes, escrow, withdrawals, transaction history, milestones, and marketplace payment modelling.
- Files and uploads: File upload dependencies and workspace concepts for project artifacts and collaboration.
Case study evidence:
- Complex multi-role product architecture.
- Includes both UI and backend model/API thinking.
- Covers marketplace flows from profiles and teams to projects and proposals.

## Project: Valgrim Design
ID: valgrim
Category: Creative Tech / Tools
Summary: Programmatic design pipeline for automated game asset generation.
Detail: Tooling for generating and validating design assets through scripts and repeatable export workflows.
Signal: Asset automation, SVG/raster pipelines, batch tooling, and QA scripts.
Technologies: Python, SVG, Batch Scripting, Design
Features:
- Batch asset generation
- SVG and raster handling
- Automation scripts
- Repeatable QA flow
Image: https://drmilk.dev/images/valgrim_design_mockup_1768346763078.png
Media:
No attached media.
Web screenshot evidence:
No web screenshot evidence attached.

## Project: Jerry v5.0
ID: chatbot
Category: Local AI / AI / MCP
Summary: Offline-capable desktop AI assistant with voice interaction.
Detail: A desktop assistant experiment focused on local AI interaction, voice, and responsive utility UI.
Signal: Offline AI assistant patterns, local inference, TTS, and desktop responsiveness.
Technologies: Python, PyTorch, Blenderbot, Tkinter
Features:
- Local assistant UI
- Voice interaction
- Tkinter app shell
- Offline-capable workflows
Image: https://drmilk.dev/images/chatbot_ui_mockup_1768342291768.png
Media:
No attached media.
Web screenshot evidence:
No web screenshot evidence attached.

## Project: Flux Timer
ID: timer
Category: UI Engineering / Tools
Summary: Interactive countdown timer with physics-based dial controls.
Detail: A compact desktop tool with custom canvas rendering, interaction polish, and timer workflows.
Signal: Custom desktop tooling, canvas rendering, and physics-based interactions.
Technologies: Python, Tkinter Canvas, Physics
Features:
- Canvas-rendered timer
- Physics dial interaction
- Desktop utility workflow
- Focused UI
Image: https://drmilk.dev/images/timer_app_mockup_1768342409074.png
Media:
No attached media.
Web screenshot evidence:
No web screenshot evidence attached.

# TypeWriter Extensions And Systems
## TypeWriter Extension/System: Interactive Context Menu
ID: context-menu
Category: Player Interaction
Summary: A radial/context menu system inside Minecraft that avoids inventory GUIs and supports browser-based visual authoring.
Purpose: Give servers a polished command wheel for NPCs, mounts, machines, quest choices, and custom objects without forcing players into chest-style menus.
Service value: Premium interaction extension for RPG/adventure servers that need modern UI behavior, resource-pack glyph support, and a browser editor for faster iteration.
Technologies: Kotlin, TypeWriter, Paper, Ktor, Resource Pack Glyphs
Implementation:
- Defines TypeWriter entries for context menu interaction events, open menu actions, menu definitions, instances, items, presets, submenus, and control items.
- Serves a Ktor/Netty browser editor from the plugin for visual editing, draft application, API-based instance updates, and asset generation.
- Generates texture/font resource-pack assets and calibrates glyph slots for item-backed menu visuals.
Dependencies:
- TypeWriter
- Paper
- Ktor/Netty
- Minecraft resource packs
Setup notes:
- Requires resource-pack output or integration with an existing pack pipeline.
- Best sold with a short setup video showing menu creation, visual tuning, and in-game test flow.
Technical details:
- Supports radial pages, submenus, disabled states through criteria, held-item filters, sneak-state filters, and cancelable interactions.
- Supports action/control items and per-item criteria.
- Useful for object menus, mount controls, RPG choices, and machine/object commands.
Use cases:
- Mount, vehicle, NPC, machine, or object command wheels.
- Quest choices that feel diegetic instead of opening an inventory.
- Browser-assisted editing for designers who need to tune menu visuals quickly.
Media:
No attached media.

## TypeWriter Extension/System: Embedded MCP Authoring Server
ID: mcp
Category: AI Authoring
Summary: An embedded Model Context Protocol server that lets external tools and AI agents manage TypeWriter content safely.
Purpose: Speed up quest/dialogue authoring by letting AI and external tools inspect, create, repair, translate, and manage TypeWriter content from controlled tools.
Service value: Authoring accelerator for teams that need AI-assisted quest, dialogue, translation, and voiceover workflows inside a controlled Minecraft tooling stack.
Technologies: Kotlin, MCP, JSON-RPC, ElevenLabs, TypeWriter
Implementation:
- Runs inside the Minecraft/TypeWriter runtime without requiring a separate Node sidecar.
- Exposes controlled JSON-RPC/MCP tools for blueprint inspection, entry creation, content repair, translations, voiceover generation, and server operations.
- Adds validation and repair flows to prevent malformed AI-generated JSON from breaking content.
Dependencies:
- TypeWriter
- MCP clients
- ElevenLabs optional
- JSON-RPC
Setup notes:
- Should be deployed behind explicit access controls.
- Needs clear operator documentation before being sold or reused externally.
Technical details:
- Includes rate limiting, page-context validation, MP3/OGG utilities, and controlled server operations.
- Can generate localized voiceover assets and update sound/resource-pack metadata.
- Designed for authoring and repair, not player-facing gameplay.
Use cases:
- AI-assisted quest and dialogue authoring.
- Repairing malformed entry JSON before it breaks live content.
- Generating localized voiceover assets and resource-pack sound updates.
Media:
No attached media.

## TypeWriter Extension/System: ModelEngine / BetterModel Integrations
ID: model-engine
Category: Model Gameplay
Summary: Model-driven entity systems for animations, hitboxes, combat actors, mounts, skins, equipment, and cinematics.
Purpose: Turn animated models into gameplay actors instead of static decoration: combat entities, mounts, cutscene props, and interactive world objects.
Service value: Integration package for servers that already use BetterModel/ModelEngine and need custom behavior, animation control, mounts, hitboxes, or combat logic around models.
Technologies: Kotlin, ModelEngine, BetterModel, Paper, TypeWriter
Implementation:
- Controls custom model entities, attachments, bone equipment, player skins, debug controls, animation settings, body rotation, and model cinematics.
- Adds combat actor behavior with targeting, skills, windup/commit/recovery timing, threat handling, chase/retreat phases, and hurt reactions.
- Supports mounted player models with movement rules, stamina, particles, mounted animations, bone dynamics, terrain tilt, and diagnostic rotation.
Dependencies:
- BetterModel or ModelEngine
- TypeWriter
- Paper
- Resource pack/model assets
Setup notes:
- BetterModel itself is not authored here; the value is the custom integration, behavior, and workflow around it.
- Media should show the model, animation state, hitbox/combat behavior, and the gameplay result.
Technical details:
- Good for animated RPG NPCs, bosses, rideable models, and props with gameplay hitboxes.
- Separates technical integration from pure model art.
- Can be sold as bespoke server implementation work.
Use cases:
- Animated RPG NPCs and boss encounters.
- Mounted gameplay systems such as horses, wagons, or custom rideable models.
- Cutscenes and interactive model props with gameplay hitboxes.
Media:
No attached media.

## TypeWriter Extension/System: Spawnables Registry
ID: spawnables
Category: World State
Summary: Persistent and transient spawnable instances with gaze, interaction, facts, registry storage, and per-player scoping.
Purpose: Let quests and systems create durable or player-scoped world objects with state, interactions, and cleanup behavior.
Service value: Useful as a developer extension for serious RPG servers that need persistent props, collectibles, or per-player quest objects.
Technologies: Kotlin, TypeWriter, Gson, Persistent Artifacts
Implementation:
- Adds actions to add/remove instances, iterate records, and execute scoped simple actions.
- Stores spawn records and active contexts for player-specific world props or interactive objects.
- Supports permanent and variable-backed facts, gaze-record audiences, criteria audiences, pinned/transient groups, and dynamic individual instances.
Dependencies:
- TypeWriter
- Paper
- Gson/artifact storage
Setup notes:
- Needs clear naming conventions for records and cleanup policies before use on production worlds.
Technical details:
- Supports quest logic that needs durable object state.
- Can create player-specific collectibles and props.
- Works well with gaze-targeted interactions.
Use cases:
- Per-player collectibles, props, interactive objects, and story state.
- Gaze-targeted interactions against spawned records.
- Quest logic that needs durable object state.
Media:
No attached media.

## TypeWriter Extension/System: Voiceover, BetterHUD, LuxDialogues
ID: dialogue
Category: Dialogue / HUD
Summary: Dialogue and HUD systems that synchronize text, sounds, options, popups, and inventory-change feedback.
Purpose: Make RPG dialogue and reward feedback feel complete through synced voice, HUD popups, option dialogue, sounds, and resource-pack driven presentation.
Service value: Setup and integration package for story servers that need voiced dialogue, polished reward feedback, and coherent HUD behavior.
Technologies: Kotlin, BetterHUD, LuxDialogues, TypeWriter, Resource Packs
Implementation:
- Voiceover entries add spoken, action-bar, and option dialogues with timed sounds.
- BetterHUD integration adds item popups, inventory hash watching, inventory gain/loss events, and custom popup variables.
- LuxDialogues integration adds NPC metadata, spoken/option/action-bar Lux dialogue, cinematic dialogue segments, popup sounds, typing sounds, and selected option context.
Dependencies:
- TypeWriter
- BetterHUD
- LuxDialogues
- Resource packs
Setup notes:
- Requires consistent sound naming and resource-pack build workflow for voiceover-heavy projects.
Technical details:
- Supports voiced RPG conversations with branching option selection.
- Can show reward/item popups when inventories change.
- Works well with cinematic dialogue sequences.
Use cases:
- Voiced RPG conversations with branching option selection.
- Reward/item popups when inventories change.
- Cinematic dialogue sequences with synchronized sound timing.
Media:
No attached media.

## TypeWriter Extension/System: Video & Cinematics
ID: video
Category: Media Systems
Summary: In-game video/cinematic playback using map screens, texture overlays, color mixers, FFmpeg, and YouTube/source resolution.
Purpose: Bring tutorials, cutscenes, lore, transitions, and atmospheric videos into Minecraft experiences.
Service value: Cinematic/media extension or custom implementation for servers that want in-world video, tutorials, lore displays, or story presentation.
Technologies: Kotlin, FFmpeg, Map Packets, yt-dlp, TypeWriter
Implementation:
- Supports map video cinematics with anti-tear buffering, dithering, preload queues, frame dropping, full-screen camera placement, and item-frame packet control.
- Includes texture-overlay video cinematics and color mixer cinematics for full-screen transitions and atmosphere.
- Provides cache commands and supporting FFmpeg, yt-dlp/NewPipe, map encoding, and NMS packet utilities.
Dependencies:
- FFmpeg
- yt-dlp/NewPipe optional
- TypeWriter
- NMS packets
Setup notes:
- Needs media cache sizing, performance testing, and clear video length/resolution recommendations.
Technical details:
- Useful for tutorial videos, cutscenes, lore displays, and full-screen transitions.
- Designed as a reusable media pipeline for resource-pack-driven experiences.
- Requires strong demo videos to sell well.
Use cases:
- Tutorial videos, cutscenes, lore displays, or server advertisements inside Minecraft.
- Full-screen cinematic transitions during quests.
- Reusable media pipeline for resource-pack-driven experiences.
Media:
No attached media.

## TypeWriter Extension/System: Resource Pack Readiness
ID: resource-pack
Category: Client State
Summary: Audience, fact, and event entries that detect whether a player has loaded the required resource pack.
Purpose: Prevent custom models, sounds, videos, and HUD systems from triggering before the client is ready.
Service value: Small but valuable support extension for servers with resource-pack-heavy gameplay.
Technologies: Kotlin, Paper, TypeWriter, Resource Packs
Implementation:
- Tracks pack status per player and exposes resource-pack-loaded audience filters, facts, and events.
- Includes status context keys so flows can branch based on readiness.
Dependencies:
- Paper
- TypeWriter
- Resource packs
Setup notes:
- Pair with fallback messaging for players who reject or fail resource-pack loading.
Technical details:
- Can delay custom models, sounds, videos, or HUD flows until the client is ready.
- Can show fallback instructions when a player has not loaded the pack.
Use cases:
- Delay custom models, sounds, videos, or HUD flows until the client is ready.
- Show fallback instructions when a player has not loaded the pack.
- Protect immersive systems from being triggered on unprepared clients.
Media:
No attached media.

## TypeWriter Extension/System: Gaze & Attention Filters
ID: gaze
Category: Interaction Logic
Summary: Audience filtering based on whether players are looking at TypeWriter entities.
Purpose: Show prompts and trigger logic only when the player is actually paying attention to the relevant object or NPC.
Service value: Best as a utility extension bundled into RPG interaction packages.
Technologies: Kotlin, Vector Math, TypeWriter
Implementation:
- Checks per-player entity positions, distance, horizontal/vertical angles, optional line of sight, inversion, and sticky tick windows.
- Designed for prompts and interactions that should only appear when attention is focused.
Dependencies:
- TypeWriter
- Paper vector math
Setup notes:
- Tune angle/distance values per interaction so prompts do not feel noisy.
Technical details:
- Supports inspection prompts and attention-gated object interactions.
- Reduces UI clutter by showing hints only at the right time.
Use cases:
- Inspection prompts when looking at an object.
- NPC/object interactions that require attention.
- Reducing UI clutter by showing hints only at the right time.
Media:
No attached media.

## TypeWriter Extension/System: Checkpoint & Utility Systems
ID: checkpoint
Category: Quest Tooling
Summary: Save/restore player fact snapshots and provide reusable utilities for objectives, variables, boss bars, repeated actions, and global monitors.
Purpose: Make complex quest development easier to test, recover, and maintain.
Service value: Developer-facing extension set for teams building larger TypeWriter quest packs.
Technologies: Kotlin, TypeWriter, Artifacts, Quest Logic
Implementation:
- Checkpoint stores fact, position, and inventory snapshots in artifacts and can restore them for players.
- Utility entries support multi-track/untrack quest actions, repeated actions, calculated boss bars, multi-objective lines, context-scope variables, variable-value facts, and global condition monitors.
Dependencies:
- TypeWriter
- Artifact storage
Setup notes:
- Document which facts/inventory states are captured for each checkpoint type.
Technical details:
- Supports repeatable quest testing and rollback points.
- Reduces duplicated TypeWriter wiring in complex RPG flows.
Use cases:
- Repeatable quest testing and rollback points.
- Timed objectives, global triggers, and clean quest HUD display.
- Reducing duplicated TypeWriter wiring in complex RPG flows.
Media:
No attached media.

## TypeWriter Extension/System: Server Setup & Operations
ID: server-setup
Category: Infrastructure
Summary: Linux, Pterodactyl, Docker, Nginx, reverse proxy, backups, logs, domains/SSL, and production stability work.
Purpose: Keep Minecraft/web systems deployable, debuggable, and recoverable in production.
Service value: Setup and operations work for teams that need the server online, backed up, routed, secured, and maintainable.
Technologies: Linux, Docker, Pterodactyl, Nginx, systemd
Implementation:
- Commission work included bare-metal Linux setup, Pterodactyl, Docker, Wings, Nginx, multiple nodes, Velocity/minigame routing, and main-server operations.
- Games of Education hosting uses Linux, systemd, Nginx, HTTPS, and reverse proxying to a production Node/Express/Next process.
Dependencies:
- Linux
- Docker
- Pterodactyl
- Nginx
- systemd
Setup notes:
- Strong proof includes uptime, topology diagrams, backup policy, and deployment notes.
Technical details:
- Covers logs, services, backups, firewall/security basics, and reverse proxying.
- Connects game servers, websites, dashboards, and automation services.
Use cases:
- Stable production Minecraft infrastructure.
- Recoverable deployments with logs, services, backups, and security basics.
- Connecting game servers, websites, dashboards, and automation services.
Media:
No attached media.

# Models, Assets, And Media
## Model/Asset Work: Mob-Moves animation production
Type: Models & Animation
Status: With Media
Summary: Mob-Moves automatically converts uploaded FBX files, validates the outputs and registers animations in its library. It supports batch corrections, revision history, composition, Minecraft previews and product exports. The attached recordings document the earlier workflow.
Details:
- Automatic FBX conversion, validation and library registration
- Batch corrections, revisions and animation composition
- Minecraft previews, product exports and release packaging
Media:
- Mixamo: video | https://drmilk.dev/api/uploads/portfolio/mixamo-showcase-1781952282626.mp4
- Cascadeur: video | https://drmilk.dev/api/uploads/portfolio/cascadeur-1781952377210.mp4

## Model/Asset Work: Resource-Pack / Glyph Assets
Type: Textures & UI Assets
Status: Ready for media
Summary: Generated glyphs, menu textures, font JSON, and resource-pack outputs used by the Interactive Context Menu and HUD systems.
Details:
- Works with folder/zip pack output and Nexo-style external pack setups.
- Positions asset work as technical asset integration, not pure texture art.
- Supports screenshots, generated pack assets, and texture previews.
Media:
No attached media.

## Model/Asset Work: Medieval RPG Props
Type: Models & Assets
Status: With Media
Summary: A collection of custom medieval-style props and tools created for an RPG Minecraft server. The assets were designed to support village life, crafting professions, farming, forging, and environmental storytelling.
Details:
- Includes pottery, wooden containers, tools, farming equipment, furniture, and forge-related props.
- Created for a medieval RPG setting where objects are used as part of quests, professions, and immersive world building.
- Built with a Minecraft-friendly low-poly style while keeping the shapes readable and suitable for resource-pack or model-based gameplay.
Media:
- Vase with Rope: image | A medieval-style clay vessel with rope detailing, designed as a decorative or storage prop for village and crafting areas. | https://drmilk.dev/api/uploads/portfolio/vase-with-rope-1781952983257.png
- Wooden Bucket: image | A rustic wooden bucket model suitable for wells, farms, workshops, and village environments. | https://drmilk.dev/api/uploads/portfolio/wooden-bucket-1781953007987.png
- Hatchet: image | A compact medieval hand axe/hatchet prop for woodcutting, survival tasks, or NPC profession scenes. | https://drmilk.dev/api/uploads/portfolio/hatchet-1781953032286.png
- Hoe: image | A simple farming tool designed for agricultural areas, crop quests, and village workstations. | https://drmilk.dev/api/uploads/portfolio/hoe-1781953051664.png
- Clay Pitcher: image | A handmade clay pitcher suitable for kitchens, taverns, storage areas, and medieval domestic scenes. | https://drmilk.dev/api/uploads/portfolio/image-1781953071638.png
- Scythe: image | A large farming scythe designed for crop fields, rural NPCs, and medieval harvesting scenes. | https://drmilk.dev/api/uploads/portfolio/scythe-1781953092691.png
- Sickle: image | A curved harvesting tool suited for farming quests, crop gathering, and medieval worker props. | https://drmilk.dev/api/uploads/portfolio/sickle-1781953108325.png
- Wooden Stool: image | A simple rustic stool for homes, workshops, taverns, and NPC interaction areas. | https://drmilk.dev/api/uploads/portfolio/stool-1781953124418.png
- Wooden Table: image | A large wooden table prop for village interiors, crafting stations, shops, or medieval meeting areas. | https://drmilk.dev/api/uploads/portfolio/table-1781953141045.png
- Clay Vase: image | A low-poly clay vase designed as a decorative environmental prop for medieval village builds. | https://drmilk.dev/api/uploads/portfolio/vase-1781953159628.png

# Quest Narratives
## Quest Narrative: The Village
Arc: Act I campaign structure
Summary: A village campaign built as a sequence of NPC-led professions and escalating survival tasks. The player starts by helping the baker, moves into mining and blacksmith work, learns riding and archery, then follows the hunter into a bear-tracking finale.
Player journey:
- Meet Fane the Baker and follow a child through the fields to gather millet and spinach.
- Cook Dacian stew by filling the pot with water, adding ingredients, waiting for the cook timer, portioning bowls, and delivering food.
- Carry the story forward by delivering the stew to Fane the Blacksmith, moving naturally from village life into craft progression.
Custom systems:
- Quest-state facts that reveal objectives only when the player reaches the correct story stage.
- Inventory-count objectives for gathered crops, stew bowls, tools, ore, ingots, honeycomb, arrows, and quest rewards.
- NPC interaction gates that move the story between named villagers without exposing TypeWriter logic to the player.
Mission objectives:
- Gather 3 millet and 3 spinach.
- Keep pace with the guide NPC.
- Use the cooking pot sequence: water, ingredients, timer, bowls.
- Return to the baker and deliver stew to the blacksmith.
Evidence:
- Built from 11 quest pages and 88 objective entries in the Act I export.
- Uses interact entity, location, completable, region, timer, inventory, and permanent-fact objectives.

## Quest Narrative: Mining, Smelting, and Knife Forging
Arc: Production-craft quest chain
Summary: A hands-on craft sequence where the player mines ore, handles a furnace process, moves a bloom, forges an ingot, and turns it into a knife for the next story beat.
Player journey:
- Travel to the miner, pick up the pickaxe, and break metal nodes into ore.
- Operate the furnace: find the pail, move charcoal and ore, wait for the melt, break the shell, grab tongs, and move the bloom.
- Finish the blacksmith sequence by placing the ingot in the forge, picking up tongs and a hammer, striking the metal through staged progress, quenching the blade, and handing over the finished knife.
Custom systems:
- Multi-stage forge state managed by permanent facts and inventory checks.
- Tool-dependent objectives that react to pickaxe, bucket, tongs, hammer, bloom, ingot, and knife states.
- Progressive objective text that reflects how many logs, hits, ingredients, or materials have already been added.
Mission objectives:
- Crumble 4 metal nodes into ore.
- Fill the pail with charcoal and ore, then pour both into the furnace.
- Break the furnace shell, move the bloom, forge the ingot, and collect it.
- Heat, hammer, and quench the knife before returning it to the blacksmith.
Evidence:
- The forging chain alone contains staged objectives for fuel, heat, tool pickup, anvil placement, hit counts, quenching, and NPC handoff.
- The design reads as gameplay, but the implementation is driven by custom state machines inside TypeWriter facts.

## Quest Narrative: Riding, Archery, and the Honey Job
Arc: Training and world-interaction branch
Summary: The campaign widens from village production into outdoor traversal and precision tasks: the player earns a horse, clears hurdles, trains with a bow, and solves a honey-gathering task around living hives.
Player journey:
- Speak with the stablemaster, mount the horse, ride to the arena, and clear three checkpoint hurdles.
- Pick up the bow and arrows, move into the archery yard, shoot a first set of targets, climb the tower, then complete longer-range shots.
- Visit the flower glade, gather honeycomb with a stick, return to the blacksmith, then revisit the hives to put honey back into the correct nests.
Custom systems:
- Mounted objective flow using horse-mounted state, location checks, timed checkpoint facts, and arena progression.
- Archery target progression using region checks and timed hit facts across ground and tower stages.
- Bee nest state using block data, display definitions, replenish timers, nest capacity facts, and per-nest honey counters.
Mission objectives:
- Take the horse and complete three riding checkpoints.
- Shoot four ground targets, climb the tower, then shoot the final target set.
- Collect honeycomb from hives, track nest counts, and return honey to specific nests.
Evidence:
- The honey quest page includes block data, shared entity instances, criteria audiences, timers, and nest-state facts.
- The training chain proves the quest system can combine movement, mounted gameplay, region logic, and precision target triggers.

## Quest Narrative: The Bear Hunt Finale
Arc: Tracking, combat, and story payoff
Summary: The Act I finale turns earlier preparation into a guided hunt. The player follows Fane the Hunter, searches for clues, spawns and fights the bear, retrieves the heart, and carries the story into a portal transition.
Player journey:
- Follow the hunter into the forest and discover three clues in order.
- Use the clues to locate the bear, trigger the encounter, fight it, and finish the wounded state.
- Pick up the heart, deliver it to the healer, and move through the portal once the transition is ready.
Custom systems:
- Sequential clue facts that control the search route and reveal the next objective only after each clue is found.
- Combat state for bear spawned, dying, killed, heart active, healer handoff, portal readiness, and final transition.
- NPC-led pacing that connects dialogue, exploration, combat, inventory rewards, and cinematic progression.
Mission objectives:
- Follow Fane the Hunter.
- Find the first, second, and third clue.
- Find and fight the bear.
- Pick up the heart, give it to the healer, and go through the portal.
Evidence:
- The finale uses permanent facts to manage clue order, spawned combat state, reward pickup, healer delivery, and portal activation.
- This is a narrative quest sequence implemented as custom gameplay state, not a static checklist.

# Quest Objective Systems
No visible quest objective system cards.

# Demos And Media Entries
No visible demo/media cards.

# Server Operations And Infrastructure
## Minecraft Setup
RPG/adventure servers, NPC/dialogue systems, economy/shop systems, custom item/resource-pack setups, progression systems, minigame mechanics, and general plugin integration.

## Production Operations
Linux setup, deployment, backups, firewall/security basics, logs, crash debugging, performance debugging, databases, reverse proxies, domains/SSL, Docker, and Pterodactyl.

## Web + Automation
Next.js/React/TypeScript systems, Discord webhooks/bots, agentic automation, dashboards, nonprofit and marketplace workflows, and backend logic.

# Site-authored Unslop writing guide
Publisher: Bogdan Ciubotaru / drmilk.dev
Source: https://drmilk.dev/ai/unslop/SKILL.md

---
name: unslop
description: Cut AI tells from any writing. Must always apply.
disable-model-invocation: true
---

# Unslop

Edit text to remove AI patterns.

## Process

1. Scan for the patterns below.
2. Rewrite. Preserve meaning, match intended tone.
3. Self-audit: "What makes this obviously AI generated?" Fix remaining tells.

## Patterns to detect and fix

Rule numbers are stable ids that other skills cite. A removed rule leaves a gap.

### Content

3. **Superficial -ing phrases.** "highlighting...", "ensuring...", "reflecting...", "showcasing...", "fostering...". Delete or expand with real sources.
5. **Vague attributions.** "Experts believe", "Industry reports suggest", "Some critics argue". Name the source or delete.

### Language

7. **AI vocabulary.** Additionally, crucial, delve, enduring, enhance, fostering, garner, interplay, intricate, landscape (abstract), pivotal, showcase, tapestry (abstract), testament, underscore, vibrant. Replace with plain words.
8. **Fancy ways to say "is".** "serves as", "stands as", "boasts", "features". Just say "is" or "has".
9. **"Not just X, but Y."** State the point directly instead.
10. **Rule of three.** Forcing ideas into groups of three. Use the natural number.
11. **Synonym cycling.** Protagonist, main character, central figure, hero all in one paragraph. Pick one, repeat it.
12. **False ranges.** "from X to Y" where X and Y aren't on a meaningful scale. List topics directly.

### Style

13. **Em dash overuse.** Avoid em dashes entirely. Use periods or commas only (no parentheses, no en dashes, no hyphen-as-dash substitutes). If a thought needs separation, end the sentence or use a comma.
14. **Colon overuse.** Colons are fine before a list or example. Not as mid-sentence connectors. "If you're coming from traditional automation: instead of registering event handlers, you describe conditions" adds nothing with the colon. Rewrite to let the point stand on its own without comparison framing. "Describing when the scheduler should fire works best as plain English." Same meaning, no crutch punctuation.
15. **Boldface overuse.** Don't bold every proper noun or acronym.
16. **Inline-header lists.** The tell is a bold label and colon that restates the line: "**Performance:** Performance improved...". Convert those to prose. A bold lead-in that ends in a period, names the item, and is followed by genuinely new detail ("**Schema in TypeScript.** Tables live in one file.") is fine, not a tell.
17. **Title case headings.** Use sentence case.
18. **Decorative emojis.** Remove from headings and bullets.
19. **Curly quotes.** Replace with straight quotes.

### Communication artifacts

20. **Chatbot phrases.** "I hope this helps!", "Let me know if...", "Of course!", "Certainly!", "Found the smoking gun!" Remove.
22. **Sycophantic tone.** "Great question! You're absolutely right!" Respond directly.

### Filler

23. **Filler phrases.** "In order to" becomes "To". "Due to the fact that" becomes "Because". "It is important to note that" gets deleted.
24. **Excessive hedging.** "could potentially possibly be argued that it might" becomes "may".
25. **Generic conclusions.** "The future looks bright." State specific plans or facts.

### Jargon

26. **Abstract metaphor nouns.** Substrate, wedge, vector, locus, vantage, nexus, primitive (as noun), harness (as metaphor), surface (as in "API surface"), bedrock, scaffolding (as metaphor), modality, paradigm, gold-plating, ratchet (as metaphor), evacuate (for moving code), endgame, north star, flywheel. These read as technical but usually have a plainer concrete word. "Substrate" becomes "base". "Wedge in" becomes "add". "Vector" becomes "way" or "method". "Gold-plating" becomes "more than the job needs". "Ratchet" becomes the mechanism's real name or "a limit that only tightens". "Evacuate" becomes "move out". "Endgame" becomes "the last phase". Pick the concrete word.

### Plain speech

27. **Say what it does, not how it feels.** "the database stays close at hand", "SQL you can read", "types that follow your schema" name a feeling. The fix names the mechanism or a number: "`.toSQL()` returns the exact string sent to the database", "a column rename fails the build". Ask what the sentence tells the reader to do or know, then write that. If you can't restate it as a concrete instruction, fact, or number, cut it. One more check: if the sentence could appear unchanged in another project's docs, it says nothing about this one. Cut it.
28. **Shorten or split dense sentences.** If the reader has to backtrack to parse a sentence, break it in two or drop clauses. One idea per sentence.
29. **Active voice.** Prefer it. Catch "is/are/was/were + past participle" and name the actor: "queries are validated" becomes "the compiler validates queries", "the file is parsed by the loader" becomes "the loader parses the file". Passive is fine only when the actor is unknown or genuinely doesn't matter.
30. **Cut adverbs, or use a stronger verb.** "runs quickly" becomes "is fast" or the number. "significantly improves" becomes the measured delta. An adverb propping up a weak verb means the verb is wrong.
31. **Prefer the plain word.** "utilize" becomes "use", "leverage" becomes "use", "facilitate" becomes "help", "numerous" becomes "many", "in the event that" becomes "if". The fancier synonym is rarely clearer.
32. **Mannered prose.** Metaphor or flourish where a literal phrase exists: aphorisms ("wire it or delete it"), rhetorical fragments for effect, personified code ("the plan holds it"), figurative verbs ("rides along", "stands on"), stock framing phrases. "A dial worth turning" becomes "a parameter worth varying". Say what you mean. Rule 26 covers the metaphor nouns.
33. **Over-compression.** Dropped articles, verbless fragments, symbol-speak, and abbreviations that make the reader decode instead of read. "Parser rejects bad date → exit 2, no write" becomes "The parser rejects a bad date, exits with code 2, and writes nothing." Write whole sentences with their articles and verbs, and spell out arrows and abbreviations.