Selected work

Built. Examined.
Put to work.

Two products, one concern: what happens between a decision and its consequences.

Two sides of the same instinct.

Understand the system.
Then make it do something useful.

Offensive security

REKON

Find the gap between what a system promises and what it permits.

I’m CTO at REKON and the creator of ARGUS, the software behind its security assessments. AI agents explore attack paths. Human specialists authorize intrusive actions and validate the evidence.

My focus: agent orchestration, explicit authority and findings that can be reproduced.

Explore REKON

ARGUS / human authorizationIllustrated workflow

The operator holds the gate.

A specialist authorizes intrusive actions. Automation does not decide its own authority.

Conceptual example. No systems connected.

AutoP2P / decision boundaryIllustrative values

Candidate price1.02Example units

1.05 upper limit

Inside the range

1.00 lower limit

UPDATE

The candidate is inside the operator’s range. Record the update and its reason.

Simplified rule example, not the production engine or live prices.

Product & automation

AutoP2P

A changing market.
Your rules stay in charge.

I’m building a workspace for Binance P2P merchants: automated repricing, ads, orders and chat. Operators set the strategy and limits. Each update or hold comes with a reason. Funds stay on Binance.

My focus: bounded decisions, operational clarity and automation you can inspect.

Explore AutoP2P

Pentagoo Labs

My software studio. I build custom products, integrations and applied AI with technical direction from start to finish.

Explore the studio ↗

Small tools, in public.

Artificial Analysis CLI & Dashboard explores model benchmarks, cost and performance through a Python CLI and Streamlit interface.

Explore the code ↗