An Exploded View publication

Reading Room

Vol. 1 · No. 43 Sunday, September 13, 2026 aikansh.com

This week's theme

Three notes on letting the model do more

A short edition: a skill pack that sharpens Claude's consulting work, the storage layer under a billion ChatGPT users, and one company loosening the leash on its agents.

A 3-minute read · 3 stories

In this issue

01 Front Page

Claude skill pack lifts a consulting test from 38% to 97%

A fintech newsletter roundup flags two things worth testing this week. First, a 12-piece add-on pack that teaches Claude the methods big consulting firms train their staff on. In head-to-head tests it took Claude from 38 percent to 97 percent on a partner-level checklist, and the newsletter says it takes about 10 minutes to set up. Second, GLM-5.3-Flash, a new open multimodal model that runs on a single Mac.

via Linas's Newsletter →
02 Tools & Craft

OpenAI scaled its storage system to a billion users

OpenAI describes how its storage platform, called Habitat, grew from a small Python library into infrastructure that now handles 22 million requests a second for a billion ChatGPT users. It is a rare inside look at what real scale requires, useful context next time you are reasoning about infrastructure limits.

via OpenAI →

Perplexity lets Astra run itself with little check-in

Perplexity says it now lets the model Astra write its own communications, change its own software, and watch its production systems, checking in far less often than it did with earlier models. It is a concrete data point on how much autonomy a real company is now willing to hand an AI model.

via OpenAI →
The Last Word
Give the model better methods, or less supervision. Today's filings tried both.
The Desk Report

How this edition came together — from bookmarks and feeds to the page.

219links gathered
40read by the desk
3made the edition

Where they came from

On the cutting-room floor — 37 links read but not run this week

Quality over volume: most links get a second look and a pass. The ones that made it earned their place.

Reading Room — every Sunday

The week's AI signal in 3 minutes — what happened, why it matters, and what to do with it. Curated by someone who actually builds, not a feed algorithm.