Tag

Amol Kapoor

1 stories

He built a product on 'transcripts are the new oil.' Now he reports zero benefit and recants (12gramsofcarbon.com)

The claim: giving coding agents search access to their own past transcripts produced zero measurable gain on software tasks when docs, PRs and commits were already available. Worse, agents burned tokens re-reading known context and couldn't purge stale info, causing 'intent drift.'

In the comments a builder with a live logging setup strong-disagrees and lists real wins — forcing the author back in to ask what workflow keeps hitting a context limit that million-token models rarely reach.