Studio + Labs · Blockchain · dApps · AI

Onchain products,
sharpened by AI.

ZIX DEV is a product studio and lab. We build DeFi protocols, dApps, and onchain systems — then push them further with secure AI agents and generative visual AI. Designed, built, and hardened until they hold up under real users and real money.

  • DeFi & DEX
  • Full-stack dApps
  • Smart-contract audits
  • Agent security
  • Visual AI
focus_areaslive
  1. Agent Security
    red-team · runtime guardrails
    02
  2. Visual AI
    image editing · generation
    03
  3. Data & Infra
    indexing · pipelines · evals
    04
stackEVM · L2s · Solana · models

01 / focus

Three frontiers. One bar for what counts as done.

We go deep in three areas where most teams ship demos, not products. Each one is held to the same standard: safe to release, hard to break, and ready for real users.

01 — Visual AI

Image editing people actually ship

We build generative editing into real products — instant background and object edits, brand-consistent generation, and upscaling that keeps detail. Every output is commercially safe and carries content provenance, so your team publishes without second-guessing rights or authenticity.

  • intent-aware editing
  • background & object removal
  • brand-locked generation
  • content provenance

02 — Agent Security

Security for agents that take actions

An agent that can move funds or call tools is an attack surface. We red-team agents against prompt injection, tool and MCP abuse, and memory poisoning — then ship runtime guardrails and continuous evals so they stay safe in production, not just on launch day.

  • adversarial red-teaming
  • prompt-injection defense
  • runtime guardrails
  • tool / MCP allow-listing
  • continuous evals

03 — Onchain Systems

DeFi and dApps, built audit-first

Protocols, full-stack dApps, and the data layer beneath them — engineered with the testing discipline the largest protocols depend on. Invariant tests, fuzzing, and external review before a dollar moves, plus the indexing and analytics your product and your models run on.

  • DeFi & DEX protocols
  • full-stack dApps
  • smart-contract audits
  • onchain data & indexing
  • wallet integrations

02 / why us

What we refuse to compromise on

01

Commercially safe by default

If it can't be shipped to real customers — rights-clean, licensed, provenance-tagged — we don't consider it finished.

02

Assume hostile input

Everything we build is red-teamed. We design for the prompt injection, the exploit, and the edge case before an attacker finds it.

03

Verified before it ships

Invariant tests, fuzzing, and independent review are non-negotiable. Nothing reaches production — or mainnet — unverified.

04

Senior-built, no hand-offs

The people who scope your project build it. No junior bench, no offshore relay, no telephone game.

03 / approach

How we ship

Every engagement runs through the same disciplined pipeline — from first whiteboard to live mainnet. Security, observability, and accountability are built into each phase, not bolted on at the end.

01Discovery

Frame

We open with constraints, not code — threat model, token and economic design, latency budgets, and the people who'll actually use the product. You leave this phase with a shared, written definition of done.

Deliverables

  • threat model
  • economic design
  • success metrics
02Architecture

Architect

Contracts, data, and AI layers are designed as a single system. Trust boundaries, interfaces, and failure modes are mapped up front so nothing critical is improvised mid-build.

Deliverables

  • system design
  • contract spec
  • data model
03Engineering

Build

Senior engineers work in tight, test-driven increments. Every milestone is reviewable, runnable, and deployed to testnet — so progress is visible weekly, never quarterly.

Deliverables

  • testnet build
  • CI/CD
  • weekly demos
04Security

Audit & harden

Fuzzing, invariant testing, and independent review happen before any value is at risk. We remediate, re-test, and document every finding — so there are no surprises on mainnet.

Deliverables

  • invariant tests
  • audit report
  • remediation
05Launch

Ship

A staged mainnet rollout with monitoring, alerting, and rollback paths in place from the first block. Launch is a rehearsed event, not a leap of faith.

Deliverables

  • mainnet deploy
  • runbooks
  • monitoring
06Growth

Operate & evolve

Live dashboards, defined incident response, and a prioritized roadmap as usage and TVL grow. We stay accountable to the system long after launch day.

Deliverables

  • dashboards
  • on-call
  • roadmap

04 / model

One team, two modes — a studio that builds for partners, a lab that sharpens the craft.

[ studio ]

We build for you

We embed with your team to design, build, and harden products end-to-end — from model and contract to the interface your users touch. Senior engineers, no hand-offs, accountable to the result.

[ labs ]

We push the edge

Between engagements we run our own R&D — testing attacks, tooling, and techniques across visual AI, agent security, and onchain. What we learn there goes straight back into every build we deliver.

05 / contact

Building at one of these frontiers?

Tell us what you're working on — a visual-AI feature, an agent you need hardened, or a protocol headed for mainnet. We'll come back with a clear, senior take on scope, risk, and timeline, usually within two business days.