The Token Burn Economy: Why AI Usage Limits Are Really Workflow Limits

Photo · Avery Evans / Unsplash

Analysis · Today's Memo

The Token Burn Economy: Why AI Usage Limits Are Really Workflow Limits

Everyone blames the rate limits. The real bill is being run up by bad session architecture — and businesses are about to discover the same problem at ten thousand times the scale.

By The Memo · June 20, 2026 · 11 min read

Every few weeks a new thread surfaces on Reddit and Hacker News: someone has hit their Claude or ChatGPT usage cap by lunchtime and they are, understandably, annoyed. The replies fall into two camps. One blames the lab — the limits are too tight, the pricing is greedy, the model is being deliberately throttled. The other camp, smaller and quieter, says something more interesting: you're not hitting a usage limit. You're hitting a workflow limit.

Continue reading →

Research

The Evaluation Crisis Nobody Wants to Talk About

Public benchmarks are saturated. Private evals are unreproducible. The field is flying half-blind and pretending otherwise.

By The Memo · June 17, 2026 · 8 min read

Agents

Agents, Finally, Ship

The agent wave was supposed to arrive in 2024. It arrived this spring instead — and it doesn't look like the demos.

By The Memo · June 16, 2026 · 9 min read

A free daily newsletter on AI.

One sharp essay in your inbox every morning — on models, infrastructure, and the business of intelligence. No roundups, no hype. Always free.

Free daily newsletter. Unsubscribe anytime. No spam — ever.

Sections:Analysis Infrastructure Research Business Policy Agents

More from the desk

Full archive →

Infrastructure

The Data Center Bottleneck Isn't Chips

It's power, transformers, and water rights — and it's about to reshape where AI gets built.

June 15, 2026 · 9 min read

Analysis

Open Source Isn't Losing. It's Winning Differently.

The frontier is closed. The middle has gone open. That's a different outcome than either side predicted.

June 14, 2026 · 8 min read

Business

The Coming Model Consolidation

There are eleven frontier labs. There will not be eleven frontier labs in eighteen months.

June 13, 2026 · 9 min read

Research

Post-Training Eats Pretraining

The most important capability gains of the last year didn't come from bigger models. They came from longer, weirder, more deliberate post-training.

June 12, 2026 · 9 min read

Policy

The EU AI Act's Second Act

The first wave of compliance was theater. The second wave is starting to bite — and not where most people expected.

June 11, 2026 · 8 min read

Business

What the CFOs Finally Asked

Eighteen months into the enterprise AI buildout, the procurement question has changed. The honest answers are uncomfortable.

June 10, 2026 · 8 min read

Infrastructure

The AI Infrastructure Landscape: A Critical Map of Who Actually Matters

Forget the model leaderboards. The companies building the picks and shovels of AI — silicon, networking, power, hyperscale, and the inference layer on top — are where the durable economics live. Here is the unsentimental map.

June 19, 2026 · 13 min read