Read the signal.
Build the tool.
Ship in days.
Aylith is a lab for turning demand signals into shipped AI tools. Inputs: 138+ launches analyzed. Outputs: the portfolio below. Cadence: days, not quarters.
The loop
Three steps, repeated. Most signals don't survive step two. Most builds don't survive step three. The portfolio below is what survived both.
- 01
Listen
Comments under product launches. Reviews that name what's missing. Threads where the same complaint shows up three times in a row. 138+ launches monitored to date.
- 02
Pattern
A signal that turns up in three independent launches is a candidate. A candidate that survives a weekend of building is a product. Most candidates don't.
- 03
Ship
Public from day one. No private beta, no waitlist, no launch email. If it works, the next signal is already queued.
What shipped
SEVEN CATEGORIES · NEWEST FIRST
Bract
The Vercel for AI Agents
One CLI command to deploy an AI agent with persistent memory, built-in observability, and automatic scaling — all for under $20/month.
Compokit
AI design-to-code that speaks your component language
Generate production-ready frontend code using your existing design system. Not generic HTML — your components, your tokens, your patterns.
Specwatch
Your codebase never ships uncovered
A local-first AI testing CLI that watches your code and automatically generates, updates, and maintains test suites as you develop.
Tickets
File a ticket, hand it to your coding agent
A pluggable personal issue tracker that turns "I should fix that" moments into agent work. File a ticket in the browser or a terminal TUI, then copy a composed prompt or open a terminal already running your coding agent on it — with AI enrichment, git-backed history, and before/after media.
Videx
Turn any video library into a domain-tailored knowledge base
Videx indexes YouTube channels and their full transcripts, then adapts its search, summaries and topic discovery to the domain you pick — AI engineering, data science, system design, security, creative tech, or anything at all.
From git push to published announcement
Speak messy. Get clean.
Write it. Watch yourself say it.
Turn any website into a structured API
Talk to your database in plain English
Your AI. Your hardware. Your rules.
Upload any document. Get structured data.
Your AI wellness companion
The self-building serpent
Universal data migration, powered by AI agents
One platform. Total cohesion.
Wisdom in action. Do what matters.
Know what's mine.
Autonomous multi-agent SDLC
Can AI do this?
Your prompt & agent library
Your personal knowledge base
An index for every repo you own
A day worth keeping
A CRM light enough to actually use
Bookmarks you will find again
Click any element, get its source — or hand it to your agent
A local-first prompt operating system
See everything your agents built while you were away
Your clipboard history, queryable by anything
Your all-around health journal
The pin a gate turns on — a Go HTTPS reverse proxy for local development that reads Traefik and Caddy labels natively, so services keep the labels they already have.
An agent-aware terminal — every session flies its status
Run several coding agents at once and see which one is stuck
A Linux distribution whose session is shefrd — every window is a pane.
Agent fleets, rendered as games
The control plane for every coding agent on your machine
Stith's Stream Deck plugin — agent fleets and AI usage meters on hardware keys
Personal LLM gateway with usage accounting
Audited terminal-UI components for Rust