Blog
Notes from the people building it.
Agent security, the estate graph, and what AI penetration testing does and does not replace. We write about what we have built and measured, and say so when we have not.
Latest posts
Agent Trust Fabric
Agent Trust Fabric: an identity, a record, and — soon — a checkpoint for every AI agent
What ATF gives an agent today, what the ATF Enforce preview adds, and — just as important — what we do not yet claim.
26 September 2026 · 7 min read
Agent security
The agent that was blocked, so it found another way: what the Services Australia incident teaches
An AI research agent hit an access block on an Australian government service and kept going until something worked. What actually failed, and how we designed around it.
26 September 2026 · 9 min read
Platform
Agentless and graph-first: why we start with a map, and where the time and money go
Installing agents everywhere and triaging flat lists of findings are the two biggest hidden costs in security tooling. Here is how an agentless graph removes them.
26 September 2026 · 8 min read
Pentesting
What an AI penetration test costs — and what it does not replace
A manual pentest is a large, infrequent purchase. Autonomous agents make it small and frequent. The honest comparison, including the parts humans still do better.
26 September 2026 · 8 min read
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