TRM Tech Blog | Engineering & Research from TRM Labs

*TECH>BLOG /

[

Sree Gopinath,

]

June 3, 2026

13 min

Why Crypto Crime Defense Has a Context Problem, Not a Data Problem

The defense stack wasn't built for an adversary that automates at agent speed — here's the architecture that would match it.

READ THE FULL POST

LATEST POSTS

Thank you! Your submission has been received!

Oops! Something went wrong while submitting the form.

Engineering

December 23, 2025

9 min

Performance Hints for BigQuery

[

Vlad Duta,

Christopher Garnatz,

Andrew Hannigan,

Rahul Raina,

]

Engineering

September 19, 2025

15 min

From Brittle to Brilliant: Why We Replaced OCR with VLMs for Image Extraction

[

Mohan Kumar,

Rahul Raina,

]

Engineering

August 28, 2025

9 min

Scaling Security in the Age of AI: How TRM Labs Built Self-Improving Vulnerability Agents with Reinforcement Learning

[

Carlo Jessurun,

Jayson Franklin,

David May,

]

Engineering

June 30, 2025

4 min

Product Engineering at TRM: Five Principles That Guide Why, What, and How We Build

[

James Wagoner,

]

Engineering

June 25, 2025

6 min

Journey to KEDA: Optimizing Airflow Worker Scaling in Kubernetes

[

Grant Parton,

]

Engineering

May 13, 2025

14 min

Vibe Engineering in the Age of Vibe Coding

[

Nicki Boardman,

Kevin Wei,

Kiran Bondalapati,

]