2026-05-06 — Yesterday I Learned

Execution Ends, Judgment Begins

Today AI tools got more room to run, information architecture was reaffirmed as the durable human layer, and one framework named the shift already underway in product design.

Capacity

The Grid Just Got Bigger

Claude Code

Stop Rationing, Start Moving

Effective today, Claude doubled Claude Code's 5-hour rate limits for Pro, Max, and Team plans, removed the peak-hours limit reduction for Pro and Max, and substantially raised API rate limits for Opus models. The practical shift: fewer sessions paused waiting for limits to reset, more tasks moving in parallel through the day.

OpenAI

Signal Over Noise

OpenAI is replacing the default ChatGPT model with GPT-5.5 Instant — an incremental upgrade aimed at reducing hallucinations in high-stakes domains like healthcare, law, and finance. The quieter improvement: less verbose responses. Ambient AI should surface what matters, not produce more text.

Execution UI helps humans perform deterministic work. Judgment UI helps humans evaluate, guide, and correct work done by machines.

Foundation

IA Still Holds the Shape

The Information Age's core challenges haven't changed as tools have evolved at pace: finding information, understanding it, using it, and trusting it. A piece from saturdave.com made the case that information architecture still matters precisely because it brings holistic, human-centric thinking to information and its use — a framing that accelerating AI capacity only strengthens, not erases.

Human Centricity

IA keeps the human at the center of information use — prioritizing how people find, understand, and trust information over how systems prefer to organize it.

Organizational Alignment

Shared structure helps teams share meaning consistently — naming, categorizing, and linking information so multiple people can navigate it the same way.

Clarity for AI

The better the underlying information architecture, the more useful it becomes for machines operating on top of it — good structure benefits both audiences.

The throughline: IA is not a discipline threatened by AI. It is the durable human infrastructure layer that determines how well AI can serve.

Interface

Invest in Judgment, Simplify Execution

A Substack post on companies shifting their software experiences named a useful heuristic for deciding which screens to invest in, simplify, or retire.

UI Type What it does Trend
Execution UI Helps humans perform deterministic, repetitive work Shrinking
Judgment UI Helps humans evaluate, guide, and correct machine work Growing

The practical prompt: for each experience I create, which screens are Execution UI and which are Judgment UI? Where could an AI-assisted flow remove deterministic steps while adding better review, verification, reasoning, and correction surfaces?

Case in point

The Seven-Screen Sales Quote

Creating a single sales quote in HubSpot requires navigating seven sequential screens. Each screen asks a human to enter data, configure a rule, or follow a process step. No judgment required — the human is executing. This is an Execution UI fossil: built for a world before AI could handle the deterministic steps, now ripe for collapse into a single review surface where the human confirms rather than constructs.

"Think more about the experiences I create. How can I shift toward judgment UI?"