Why In-Context Corrections Do Not Stick in Agent Loops

Description and use

<p>Every engineer running autonomous agent loops knows the in-context reflection drill. The agent runs a bash script, fails on an obscure permission flag or an unquoted path, sees the error in stderr, reflects on what went wrong, and fixes it on the second try.</p> <p>The task finishes green. You log the run, close the thread, and move on.</p> <p>Tomorrow morning, the same agent hits the exact same edge case in a fresh session and makes the exact same mistake all over again.</p> <p>In-context reflection is a temporary patch. It burns context tokens, bloats the prompt across long tool sessions,

Problem

<p>Every engineer running autonomous agent loops knows the in-context reflection drill. The agent runs a bash script, fails on an obscure permission flag or an unquoted path, sees the error in stderr, reflects on what went wrong, and fixes it on the second try.</p> <p>The task finishes green. You log the run, close the thread, and move on.</p> <p>Tomorrow morning, the same agent hits the exact same edge case in a fresh session and makes the exact same mistake all over again.</p> <p>In-context reflection is a temporary patch. It burns context tokens, bloats the prompt across long tool sessions,

Outcome

<p>Every engineer running autonomous agent loops knows the in-context reflection drill. The agent runs a bash script, fails on an obscure permission flag or an unquoted path, sees the error in stderr, reflects on what went wrong, and fixes it on the second try.</p> <p>The task finishes green. You log the run, close the thread, and move on.</p> <p>Tomorrow morning, the same agent hits the exact same edge case in a fresh session and makes the exact same mistake all over again.</p> <p>In-context reflection is a temporary patch. It burns context tokens, bloats the prompt across long tool sessions,

Evidence

Why In-Context Corrections Do Not Stick in Agent Loops

Source