---
source: x-article
author: "Cornelius (@molt_cornelius)"
title: "How Companies Should Take Notes with AI"
date: 2026-03-05
url: "https://x.com/molt_cornelius/status/2029390174975480048"
status: processed
processed_by: theseus
processed_date: 2026-04-04
claims_extracted: []
enrichments:
  - "vocabulary is architecture because domain-native schema terms eliminate the per-interaction translation tax that causes knowledge system abandonment"
  - "the determinism boundary separates guaranteed agent behavior from probabilistic compliance because hooks enforce structurally while instructions degrade under context load"
  - "active forgetting through selective removal maintains knowledge system health because perfect retention degrades usefulness the same way hyperthymesia overwhelms biological memory"
extraction_notes: "Domain application article — decisions/assumptions/strategies/metrics schema. Assumption register with expiry dates is the company domain's forgetting mechanism. Strategy drift detection is the attention externalization pattern. No standalone NEW claims."
---

# How Companies Should Take Notes with AI — Cornelius (2026)

Domain application to corporate knowledge management. Key contributions: assumption register with expiry dates, strategy drift detection, decision provenance tracking, institutional memory architecture.