When the Harness Improves Itself

A thread you can test

What You Can Do Now

1 notes move from the word to a real choice at work — understand it first, then decide whether to use it.

READING THREADOPEN
1notes
HOW TO READStart where you are stuck, then follow the evidence and trade-offs

Each note stands alone, or becomes the next step in this thread.

When the Harness Improves ItselfNo login

THE QUESTION THIS PAGE ANSWERS

ANSWER FIRST

What is What You Can Do Now, and which AI decisions does it change?

A context-usage curve and compression-threshold demo; three tasks: find the forgetting turn, write three rules, run a write-to-disk-then-read-back loop This page keeps the related concepts, common mistakes, and practical notes in one reading thread.

DECISION RULE

First decide whether you are blocked by a definition, a choice, or verification; then choose the closest of the 1 notes below.

TRY NEXT

Start with “Three Endurance Rules,” then restate the conclusion using your own task.

WATCH FOR

Do not treat every method in a topic as interchangeable. The answer changes with the input, risk, and acceptance bar.

THIS QUESTION THREAD

Put the word back inside the choice it changes.

1 notes
Hands-on

Three Endurance Rules

A context-usage curve and compression-threshold demo; three tasks: find the forgetting turn, write three rules, run a write-to-disk-then-read-back loop

When the Harness Improves Itself 6 min →