Blog
Notes from the operating layer.
Concrete, opinionated field notes on what agents actually cost, why pilots stall, and what it takes to run a fleet you own.
The scale wall: why your first five agents work and your next five don't
The first agents ship and feel like magic. Then scaling stalls — not because the models got worse, but because nothing underneath them was built to be operated. Here's where the wall actually is.
Jul 6, 2026Token prices fell 80%. Your agent bill didn't.
Per-token prices have collapsed. Agent bills are climbing anyway. That contradiction isn't a pricing story — it's a control story, and it explains why cost optimization keeps failing.
Jul 2, 2026