Good morning. A lot happened in AI this week. Here’s what actually matters.
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OpenAI just dropped GPT-5.4 mini and nano
Every AI lab is running into the same issue right now. The best models are powerful, but they’re too slow and too expensive to run everything through.
This release is OpenAI’s way around that.
Instead of relying on one model, GPT-5.4 now splits the work. The main model figures out what needs to happen, then smaller models handle execution in parallel. Different parts of the task get handled at the same time, not one after another.
It’s a small change in how it’s described, but a big change in how it actually runs.
The surprising part is how little performance drops. Mini gets close to the full model on coding and computer-use tasks, while running more than twice as fast. Costs come down sharply too, with nano designed for high-volume, lightweight work like classification and extraction.

Quick snapshot:
More than 2x faster than the previous mini
Close to flagship-level performance on key benchmarks
Starts at $0.75 per million tokens, nano at $0.20
Roughly 3x more throughput in tools like Codex
It’s already rolling out across ChatGPT, the API, and Codex. For most users, the change will feel simple. Things just respond faster.
Under the surface, though, something more important is happening.
This removes the need to think about models at all. You’re no longer deciding which one to use or how to structure the task. The system breaks it down and handles it for you.
Our take
This isn’t really about mini models.
It’s about moving from a single model to a system that coordinates multiple ones. That’s how you get speed and cost down without losing too much quality.
The catch is that OpenAI still isn’t the cheapest option in this category. Others are pushing lower pricing or better efficiency.
So the win here isn’t price.
It’s control over how the work gets organised.
And that’s where things are heading.
The AI spending flip
Something changed — fast.
Anthropic is now capturing over 70% of spend from companies buying AI tools for the first time, according to Ramp data. Just a few weeks ago, it was neck and neck with OpenAI. Before that, OpenAI was ahead.
That’s a sharp swing.
This isn’t about model quality anymore. It’s about who’s converting interest into actual revenue, especially with enterprise buyers.
OpenAI still leads on scale. It’s on track for ~$25B in revenue this year, ahead of Anthropic’s ~$19B. But a lot of its consumer usage is subsidised, which makes the economics harder.
Anthropic’s growth looks different. More focused, more enterprise-heavy, and right now, moving faster.
At the same time, OpenAI is reportedly rethinking its direction, pulling focus back toward enterprise after pushing into more consumer products.
Even then, most companies aren’t ready to commit. Many are still using multiple models, waiting to see how things shake out.
Bottom line
The AI race isn’t just about who builds the best model.
It’s about who turns it into a business first.
In other news…
The Pentagon is building its own LLMs after its $200M Anthropic deal collapsed, while OpenAI locks in AWS to deepen its government push
BuzzFeed is betting on AI apps to survive, but its SXSW launch landed flat and raised more questions than hype
Snowflake launched an agent-driven platform to automate business workflows directly on enterprise data
Nvidia is restarting H200 chip production for China, signalling a cautious re-entry into a restricted but critical market
How's the depth of today's edition?
If one of these stories stuck with you, I’d love to hear which one.
Speak soon,
Lavena
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