Software that acts on its own, and money that runs on code. We're a senior, forward-deployed engineering team that builds both — and the secure seam where they connect.
The hard part isn't getting a model to suggest an action — it's letting it move real money without giving it the keys. Here's a live run: the agent reasons off-chain, the smart contract enforces the rules on-chain, and nothing settles outside the bounds we wrote in code.
A long task is a chain of steps. If each step is independent, end-to-end success is pN — it decays exponentially. You don't fix that by waiting for a smarter model; you fix it with architecture: a verifier that catches a bad step and a bounded retry. On-chain, the contract is that verifier.
From a single automated workflow to large-scale, multi-agent systems that plan, call tools, and act under supervision. We ship for enterprises and prototype fast for startup teams.
Core protocol work — not generic dApp glue. We design and ship value-bearing systems where the economics and the security have to be right the first time.
An embedding model turns text into a long vector of numbers, so that meaning becomes distance: related ideas land near each other. Search stops being keyword-matching and becomes geometry — find the nearest neighbors. It's the retrieval step behind RAG (retrieval-augmented generation) — how an agent pulls the right context before it answers, matched by cosine similarity.
From a single workflow to a supervised fleet — the same engineering rigor we bring on-chain, applied to the work that actually runs a business. A few of the places it fits:
Agents read ERP and sensor data, flag quality anomalies, draft purchase orders, and chase approvals — the loop that keeps procurement and the line in sync.
Explore use case →Month-end close, ledger reconciliation, and audit-prep agents pull from the books and hand a human only the line items that genuinely need judgment.
Explore use case →Contract review, client intake, and discovery agents that draft and triage at volume — with a lawyer on every final call and a full audit trail.
Explore use case →Research, briefs, content production, and performance reporting run by agents — so the team spends its hours on strategy, not the grind.
Explore use case →Ticket triage, response drafting, and knowledge agents that close the routine cases around the clock and route the hard ones to a person.
Explore use case →Invoice processing, data entry, and document workflows automated end to end — extraction, validation, and routing without the copy-paste.
Explore use case →Humans cost the same per task forever — a flat line. An agent is the opposite shape: expensive to build, then almost free to run, its cost-per-task collapsing toward the settlement fee as volume grows. Drag your own numbers and read what it's worth.
Autonomy is only safe when the limits are enforceable. Every system we build at the seam follows the same four moves.
Every decision carries a confidence. Set a gate τ: above it, the agent acts; below it, a human does. Drag the gate and watch the trade — push it right and almost no error ships, but humans review more; push it left for full autonomy and errors slip through. There's a cost-optimal place to stand.
The mechanism behind every transformer: for each word, the model scores how much every other word matters, runs those scores through a softmax so they sum to one, and blends accordingly. Watch the focus move along the sentence — thicker links and hotter cells mean more attention.
A capital-efficient DeFi protocol with on-chain risk controls and agent-ready execution — our reference implementation of the convergence thesis.
A tokenized-gold protocol bringing a real-world asset on-chain with verifiable reserves and transparent settlement.
Multi-agent automation across procurement and quality operations for a top Indian manufacturing group.
Remote-first, senior and forward-deployed, we partner with founders and enterprises across the Americas, Europe, the Middle East and Asia. Engineering follows the sun — you get one team, aligned to your time zone, wherever you are.
We map the seam: architecture, threat model, and a costed plan you own — whether or not we build it.
A senior, forward-deployed pod ships your protocol or agentic system to production — audited, monitored, and handed over clean.
Senior, forward-deployed engineers working inside your team — to raise the bar on the systems that move value.
Bounded autonomy beats blind trust — a case for putting limits in the contract.
Risk limits, oracle hygiene, and the invariants that keep automation honest.
When software pays software, the rails have to be instant, cheap, and final.
Tell us what you're building. We'll tell you, honestly, whether we're the right team — and how we'd start.