Indie AI Lab — We explore emerging AI capabilities through rapid prototyping and real-world systems that actually ship.
┌─ entro314@labs ~/shipped
└─ $ git log --oneline --graph
* feat: ship Apple Intelligence SDK — on-device AI via Vercel AI SDK v6
* feat: ship VDK CLI v2 — train AI assistants on your codebase (@vdkit)
* feat: ship AI Context Schema — universal AI interop standard (@vdkit)
* feat: Entrolytics v2 — privacy-first analytics, 25+ SDKs (@entrolytics)
* feat: CapySquash platform — PostgreSQL migration optimization (@capysquash)
* feat: Go TUI tools → Homebrew tap (techtell, devkill, cool-kit, git-herd)
* feat: release AI changelog generator v2.5.1 — CLI + MCP server
* feat: ship FairRent ML to production (99.89% accuracy)
* feat: biome-to-oxc v0.8 — monorepo migration, plugin scaffolding
* feat: MCP ecosystem tools — icons generator, build action, slash agents
* feat: complete warm sunset accessible design system
* wip: HermesAI, Polaris AI, Sainni — AI application prototypes
┌─ entro314@labs ~/shipped
└─ $ echo "Making AI less terrible, one weekend at a time"
Making AI less terrible, one weekend at a time
┌─ entro314@labs ~/shipped
└─ $ █
| Project | Status | Stack | Description |
|---|---|---|---|
| Tauri Apple Intelligence | 🟢 Active |
Rust · Swift · Tauri · Foundation Models |
Native Tauri commands for Apple Intelligence — streaming + tool calling on macOS 26+. (GitHub) |
| Apple Intelligence SDK | 🟢 Active |
TypeScript · AI SDK v6 · Provider |
Vercel AI SDK v6 provider with pluggable transports — fully on-device, no cloud, no API keys. (GitHub · npm) |
| AI Changelog Generator | 🟢 Production |
Node.js · CLI · MCP |
AI-powered changelog + release notes from Git history — CLI and MCP server, most AI providers. (GitHub · npm) |
| CC Slash Agents | 🟢 Production |
TypeScript · Claude Code |
Generate slash commands for Claude Code from agent definitions — multi-agent workflow scaffolding. (GitHub · npm) |
| Web Icons Generator | 🟢 Production |
Node.js · CLI · MCP |
All web app icons from one source image — framework-aware, doubles as MCP server + Claude Desktop extension. (GitHub · npm) |
| MCPB Build Action | 🟢 Production |
GitHub Actions · MCP |
GitHub Action for building MCP packages — manifest validation, artifact upload, multi-package-manager. (GitHub) |
| Techtell | 🟢 Active |
Go · TUI · Workspace Analysis |
Scans a developer workspace and summarizes its tech DNA — languages, frameworks, package managers. (GitHub) |
| Devkill | 🟢 Active |
Go · TUI · Cross-Platform |
Finds and removes heavy build artifacts (node_modules, .venv, .cache) across ecosystems. (GitHub) |
| Cool Kit | 🟢 Active |
Go · CLI · Coolify · DevOps |
Complete Coolify deployment toolkit — local Docker + cloud provisioning (Azure, AWS, GCP, Hetzner, DO). (GitHub) |
| Git Herd | 🟢 Active |
Go · CLI · Git Automation |
Concurrent bulk Git fetch/pull across hundreds of repositories. (GitHub) |
| Biome to Oxc | 🟢 Active |
TypeScript · CLI · Migration |
Migrates Biome configs to Oxc (oxlint + oxfmt) — rule mapping, monorepo support, plugin scaffolding. (GitHub · npm) |
| Starlight Document Converter | 🟢 Production |
TypeScript · Astro · CLI |
Converts Word, HTML, RTF, Markdown to Astro Starlight format with AI content analysis. (GitHub · npm) |
| Tauri macOS Haptics | 🟢 Active |
Rust · Tauri · objc2 |
Taptic Engine plugin for Tauri v2 — type-safe haptic feedback API. (GitHub) |
| Modern Tauri Vite Template | 🟢 Active |
TypeScript · React 19 · Vite 8 · Rust 2024 |
Production Tauri 2 scaffold with Tailwind v4 and modern defaults. (GitHub) |
| React Arc Tabs | 🟢 Active |
TypeScript · React · Next.js |
Arc-style animated tabs component. (GitHub · npm) |
| Ghostty Web | 🟢 Active |
TypeScript · xterm.js |
Ghostty terminal for the browser with xterm.js API compatibility. (GitHub) |
| Git Trim | 🟢 Active |
Go · CLI · Git Cleanup |
Cleans up merged, squash-merged, and stray local Git branches. (GitHub) |
| Update NG | 🟢 Active |
Go · TUI · System Updater |
System updater managing 80+ package managers and dev tools with parallel execution. (GitHub) |
| Ember | 🟢 Active |
Go · TUI · USB · UEFI |
TUI for creating bootable Windows USB drives — GPT-first, smart ISO analysis. (GitHub) |
| Ember2Go | 🟢 Active |
Go · TUI · Windows-to-Go |
Portable Windows USB installer for macOS. (GitHub) |
Go tools ship via homebrew-tap: brew tap entro314-labs/tap
| Initiative | Status | Scope |
|---|---|---|
| VDK (Vibe Dev Kit) | 🟢 Production |
Train any AI coding assistant to understand your project like a senior dev. CLI + blueprints + oxlint plugin. (GitHub @vdkit) |
| AI Context Schema | 🟢 Live |
Universal interoperability standard for AI development tools. (GitHub @vdkit) |
| FairRent Platform | 🟡 Private Product Track |
ML-driven rental intelligence — 99.89% prediction accuracy (fairrent, fairrent-web, fairrent-ml) |
| HermesAI | 🟡 Private Product Track |
Newsroom AI platform — story monitoring, synthesis workflows, admin review (Next.js 16) |
| PolarisAI | 🟡 Private Product Track |
AI marketing platform — brand guardrails, content organization, prompt engineering for teams |
| Domatio | 🟡 Private Product Track |
Role-aware real estate platform — Next.js 16, tRPC, Drizzle, Neon |
| Epafi | 🟡 Private Product Track |
Smart contact management — AI deduplication, data enrichment, multi-source consolidation |
| Dots & Bricks | 🟡 Private Product Track |
Polyglot DevOps bootstrapper — AI-ready project blueprints, release automation |
| Energy System | 🔵 Research |
Framework-agnostic TypeScript library for energy-aware, neurodivergent-friendly application behavior |
| Warm Sunset Design | ✅ Complete |
Accessible design token and theming system (VS Code theme) |
| Fund-Deck | 🟡 Private Product Track |
Investor presentation platform and data tooling |
Work that originated here but grew into standalone organizations:
| Organization | What it is |
|---|---|
| @entrolytics | Privacy-first web analytics platform — dual-database (PostgreSQL + ClickHouse), 100K events/sec, <1KB tracker, 25+ SDK packages across React, Vue, Svelte, Astro, Next.js, Go, Python, PHP, mobile. (entrolytics.click) |
| @vdkit | Vibe Development Kit — VDK CLI, AI Context Schema, blueprints, oxlint plugin. Train AI assistants on any codebase. |
| @capysquash | PostgreSQL migration squashing and optimization — CLI, API, VS Code extension, web studio. |
| @MarkdownKit | Markdown processing toolkit. |
AI Systems & Research
- On-device AI implementations (Apple Intelligence, Foundation Models, local models)
- AI-powered developer automation (changelogs, MCP servers, Claude Code agents)
- AI application prototypes (newsroom, marketing, sales, real estate)
- AI tool interoperability standards (AI Context Schema)
- ML applications with real users and operational constraints
Production Platforms
- Privacy-first analytics infrastructure (Entrolytics, 25+ SDKs)
- Database migration optimization (CapySquash)
- Developer tools that teams actually adopt — shipped to Homebrew, npm, and Cargo
- Desktop applications (Tauri + Rust + Apple native)
Research & Frameworks
- Inclusive design systems and accessible theming
- Alternative productivity models for neurodivergent developers
- Human-centered AI interaction patterns
- MCP server tooling and AI agent workflow patterns
AI/ML │ Apple Intelligence, Foundation Models, Vercel AI SDK, MCP, Claude API, Scikit-learn
Go │ CLI/TUI tools (Bubble Tea, GoReleaser), system utilities, API gateways
TypeScript │ AI SDK providers, framework SDKs, React components, Next.js 16 apps
Rust │ Tauri plugins, native macOS bridges (objc2), Cargo crates
Python │ ML pipelines, FastAPI services, data analysis
Swift │ Foundation Models bridge, Apple Intelligence interop
Infrastructure │ Vercel, GitHub Actions, Docker, ClickHouse, PostgreSQL, Redis, npm, Cargo, Homebrew
Data Sources │ Eurostat APIs, ECB APIs, Economic Indicators, Product Analytics
- Canonical org: @entro314-labs
- Repository inventory: 76 total · 43 public · 33 private
- Sister organizations: @entrolytics · @vdkit · @capysquash · @MarkdownKit
- 8+ published npm packages — from AI SDK providers to MCP servers to migration CLIs
- Homebrew tap with formulas for Go tools:
brew tap entro314-labs/tap - Verified repo ↔ local folder mapping is maintained in
.github/README.md
- Apple Intelligence SDK + Tauri plugin pair — on-device AI via Vercel AI SDK v6 with Rust native bridge, no cloud dependency
- VDK CLI v2 and AI Context Schema shipped under @vdkit — AI assistant training and universal interop standard
- Entrolytics v2 architecture at @entrolytics — dual-database, 25+ SDK packages verified
- Go TUI tool suite shipped to Homebrew —
techtell,devkill,cool-kit,git-herdin active release cycles biome-to-oxcv0.8 — monorepo support, import graph baseline, JS plugin scaffolding- MCP ecosystem tools (
ai-changelog-generator,web-icons-generator,cc-slash-agents) in production - AI application prototypes advancing — HermesAI (newsroom), Polaris (marketing), Sainni (sales)
- CapySquash PostgreSQL migration platform at @capysquash
Open to:
- AI integration work with real operational outcomes
- Developer tooling partnerships
- Analytics infrastructure consulting
- Accessibility-first product and design consulting
Not interested in:
- Generic chatbot clones
- AI-wash marketing projects
- Shipping theater without user value
- GitHub: @entro314-labs
- Email: lab@entro314.com
- Homebrew:
brew tap entro314-labs/tap - Project mapping index:
.github/README.md
entro314 labs • Independent • Experimental • Pragmatic • Shipping Real Solutions
Building AI tools that solve real problems, with a focus on developer experience, accessibility, and privacy-first approaches. From weekend prototypes to production systems serving real users.