AI agents that survive production.

We make production AI agents safe to ship: guardrails, evals, red-teaming, and least-privilege permissions.

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$300M+ secured on-chain30+ systems shipped0 breaches
live · agent safety
AI agenttries to move $4,800
an everyday autonomous action
Vcursive guardrailchecks it against the $500 limit
blocked before it happens
A human approves itno money moved · every step recorded
We catch costly AI-agent mistakes before they happen.

Most enterprise AI fails the way bad smart contracts fail: shipped after one good demo.

No adversarial testing. Over-broad permissions. No guardrails on irreversible actions. No evals. No record of what it did. Then it leaks data, moves money it shouldn't, or falls over under real load.

The layer between your agent and disaster.

Engineers buy mechanism, not benefits. We add five things to every production agent, and you keep all of them.

  • →Least-privilege tool scopingThe agent can only do what it must.
  • →Spend and action capsHard limits on the irreversible.
  • →Human-in-the-loop gatesApproval above your thresholds.
  • →Eval regressionCatch the model-bump that breaks behavior.
  • →Tamper-evident action logWhen something happens, you can prove what and why.

Three ways in.

01

Threat Model & Red-Team

1-2 weeks. We stress-test your live agent the way an attacker would, then hand you a prioritized fix list you own. The fastest way to learn how your agent breaks before your users do.

02

Production-Readiness Sprint

We implement the layer, guardrails, evals, human gates, secure deploy, and you keep the test suite.

03

Advisory & Team Training

Ongoing. We advise, train your team to ship safe agents, and keep it safe each release.

Security architecture and sign-off on every engagement by an engineer who secured $300M+ on-chain. Build delivered with a vetted senior network.

$300M+
secured on-chain (career)
30+
production systems
10+
chains and stacks
0
breaches on secured systems
5 yrs
high-stakes security
Tested against OWASP LLM Top 10 MITRE ATLAS NIST AI RMF

A track record where being wrong costs millions.

zero data leakage

Privacy-preserving AML

Per-bank key encryption, so customer data never leaves the tenant. Privacy-enhancing tech for a banking AML pipeline.

delivered with the ByteCorp group
28% lower opex

Production voice agents

Speech-to-text and IVR at scale: 200 calls in 5 minutes, reports cut from 48h to 2h, compliance-grade.

delivered with the ByteCorp group
$1M seed

On-chain product (Anmol)

A blockchain platform built to a $1M seed round, anchoring the on-chain side of our crypto and AI work.

delivered with the ByteCorp group
88% accuracy

High-stakes medical AI

Diabetic-retinopathy screening that prevents up to 80% of vision loss, plus pre-trial drug-toxicity flagging, with explainability and full logging.

delivered with the ByteCorp group

Read the teardown: how a prompt-injection drains an on-chain agent wallet, and the guardrail that stops it. Ask for the write-up →

Answered before you ask.

Your data stays yours

Self-host, VPC, or on-prem. Your weights and data never leave your cloud. SOC 2 path on request.

Works with your stack

AWS, GCP, Vercel. OpenAI, Anthropic, or open models. We harden what you run, not a rewrite.

Senior accountability

Security architecture and sign-off by an engineer who secured $300M+ on-chain, delivered with a vetted senior network.

Bring us the agent you're afraid to ship.

Tell us what you're shipping. No pitch, no deck. We will tell you the three failure modes we would check first.

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We build with founders and help them raise.

We partner with established products as a venture studio, co-building the engineering and the technical story behind the round.

Co-buildWe embed as a long-term engineering partner, not a one-off vendor.
RaiseWe build the systems and technical story behind your next round.
ScaleProduction engineering that grows with you, secured the same way.

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