Engineering notes

Insights from the build.

Deep-dives on blockchain architecture, DeFi security, low-latency trading systems and applied AI — written by the engineers who ship them.

Web3Software

AI 6 min read

Putting an LLM in the Loop Without Losing Control

Autonomous agents are powerful and, left unchecked, dangerous in financial systems. The pattern that makes them safe is simple: the model proposes, a deterministic gate disposes, and everything is explainable.

Adrian Vance Sep 9, 2025

Web3Software

Company 6 min read

How We Run an Engagement: From First Call to Production

Most blockchain projects fail on process, not technology. Here is the engagement model we use to take an institutional client from a problem statement to a system running in production — with the controls that demands.

Adrian Vance Jul 15, 2025

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Insights from the build.

Putting an LLM in the Loop Without Losing Control

How We Run an Engagement: From First Call to Production

Engineering deep-dives, delivered occasionally.

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