01 / CONSULTING
We help teams plan, review, and ship software with confidence — whether you're a two-person shop or an enterprise group.
Ways to Work With Us
ADVISORY
Focused working sessions on architecture, code review, or technical decisions. Come with questions, leave with a clear path forward.
EMBEDDED
We join your team for the length of a project — planning, building, and shipping alongside your people.
LEADERSHIP
Ongoing technical leadership for companies that aren't ready for a full-time hire. Strategy, hiring help, and vendor decisions included.
How It Works
01
We learn how your business works and where the friction is.
02
We identify the real problem — which is not always the one in the ticket.
03
You get a written plan with priorities, estimates, and trade-offs in plain language.
04
We build it, or we hand the plan to your team and stay available.
02 / PRODUCTION
From business websites to internal tools, we build digital products that are fast, reliable, and easy to maintain.
Recent Work
RESTAURANT / 2026
A hand-coded website for a Mexican bar in Old Town Monrovia, replacing a broken Wix site. Fast, mobile-friendly, and easy for the owner to keep updated.
IN PROGRESS
We're a young studio and our portfolio is growing. Ask us about current projects when you get in touch.
What We Build
WEB
Marketing sites, menus, booking pages — built by hand, no page builders. They load fast and don't break when a plugin updates.
TOOLS
Dashboards, schedulers, and the small custom tools that save your staff hours every week.
SYSTEMS
Connecting the systems you already use so data moves itself — no more copy-pasting between tabs.
03 / RESEARCH
We study how modern systems behave in the real world, and we use what we learn in every project we ship.
Current Focus
AI
Testing how AI tools actually perform under real workloads — where they help, where they fail, and how to verify their output.
COMPLIANCE
Turning regulatory requirements into automated checks, so audits become a report you run instead of a fire drill.
RELIABILITY
Measuring and improving uptime, load times, and failure recovery for small-business systems that can't afford downtime.
The Lab — Live Demo
This is the real engine from our AI research, running live on our own engine service — no third-party AI, and the only thing this page sends is which step you clicked. It learns skills from examples, but it only adopts a skill when the examples pin down exactly one candidate. If more than one explanation fits, or none does, it refuses and tells you why.
The engine is domain-blind. It starts with eight basic abilities over number series and no learned skills. Step through the demo and watch it learn three — including one it builds by composing the other two. The engine itself never leaves our infrastructure: this page sends a step number to our engine service and shows the decision that comes back.
Node Console — Bring Your Own Numbers
The full node system — the same engine, skill packs, and refusal rules that run in our lab — answered live from our engine service. Ask it a plain-English question to route to the right skill, then run any tool with your own numbers.
Your files never leave this page: they are read in your browser, only the specific numbers you submit are sent, and nothing is stored on our servers. Results are kept in your browser's local storage and can be downloaded any time.
Tool input