THREAD 05
AI-Native Topology
How teams, controls, and economics change when autonomous systems become part of the operating model.
Open question
Which organisational boundaries should remain human-owned as autonomy increases?
How we investigate
Workflow modelling, operating-system design, and cross-domain synthesis.
7 min readWhat It Costs to Run an LLM, Per Token
Cost per token is GPU price divided by useful tokens per second. Utilisation, batching, prompt length and model choice move it more than the hourly rate.
AI-Native TopologyRead
3 min readThe Hidden Latency Cost of Stateful Multi-Agent Loops
How context growth and sequential model calls make multi-agent systems slower—and how to decide when extra roles are worth it.
Agent ArchitecturesRead