Devon Peroutky

10 years of experience building ML and distributed systems at world class startups.

Most recently I designed the full post-training pipeline and infrastructure behind DeepHat V1, an open-source 7B cybersecurity LLM that is the smallest model ever to score 5% on Cybench, and beat GPT-4o-mini on code editing tasks despite being significantly smaller.

Along time ago, I founded Landria, an A.I. search and collaboration tool for corporate knowledge bases acquired by Brex in 2020. At Brex, I ran strategy and roadmaps across 5 developer platform teams.

I led an engineering team at Valon where we turned a manual mortgage onboarding process into automated DAG pipelines that scaled throughput 20x and cut errors by >90%.

On the side, I built Happy Accidents, a generative AI image app that hit 150k+ users purely through word of mouth, and earlier in my career I built Twilio's core transaction streaming pipeline powering their billing and compliance systems.

Some stuff I've built

Work history

Redux Payments — ML Architect

2025 – Present

Designed and built an ML payment retry optimization system using XGBoost, increasing failed payment recovery by 18%. Built the end-to-end ML pipeline and a novel counterfactual evaluation framework.

Kindo — Staff ML Engineer

2024 – Present

Created DeepHat V1, a SOTA 7B cybersecurity LLM — the smallest model to score 5% on Cybench, outperforming GPT-4o-mini on code editing tasks. Architected the full post-training pipeline including data mix, evaluation, and distributed training infrastructure.

Valon — Tech Lead

2021 – 2023

Led engineering team building the Mortgage Onboarding Platform. Scaled transfer throughput 20x with >90% error reduction via automated DAG pipelines processing 40K+ monthly mortgages.

Brex — Technical Manager

2020 – 2021

Managed the internal Developer Platform. Set OKRs, metrics, and roadmaps for 5 platform teams.

Landria — Founder

2018 – 2020

Designed and built an A.I. search and collaboration tool for corporate knowledge bases. Acquired by Brex.

Twilio — Senior Engineer

2015 – 2018

Built the core streaming pipeline for processing transactions via S3, Kafka, MySQL, and Spark. Powered usage-based billing, SOX compliance, and the pricing engine.

Get in touch

Want to talk software, AI, or about life? devonperoutky@gmail.com

I'm building silly robotics/AI/3D fabrication stuff for YouTube. If you're interested in collaborating, hit me up.