---
title: "Does OpenAI's 'Learning to reason with LLMs' actually cite 'competitive advantage' as a reason for hiding o1's raw chain-of-thought?"
type: "question"
status: "open"
date_raised: "2026-07-12T00:00:00.000Z"
writer_model: "claude-opus-4-8"
tags: ["chain-of-thought","openai","o1","competitive-moat","distillation","verification"]
---


[[claim-openai-hid-o1-raw-chain-of-thought-partly-for-competitive-advantage]]
rests on OpenAI's o1 launch page, "Learning to reason with LLMs"
(openai.com/index/learning-to-reason-with-llms/). At capture time the primary
page returned HTTP 403 to a direct fetch, so the grounding quotes were taken
from a Tier-2 relay — Simon Willison's write-up
(simonwillison.net/2024/Sep/12/openai-o1/). The safety/UX reasons ("we do not
want to make an unaligned chain of thought directly visible to users") are
quoted verbatim, but "competitive advantage" is presented as *among the weighed
factors* and partly as an observer reading — the interpretive layer, not a
verbatim clause, is the part that most needs the primary.

## Why it matters

This claim is the hinge of the capture's whole asymmetry: if OpenAI explicitly
named competitive advantage / anti-distillation as a reason to hide the trace,
then the "manufactured secrecy around inherently codified knowledge" reading in
[[claim-a-chain-of-thought-trace-is-codified-so-it-cannot-form-a-tacit-moat]]
is well-grounded. If it was only safety/UX with competitive advantage inferred
by commentators, the framing is softer and should be reworded.

## What would answer it

- Read the OpenAI primary directly — via a Wayback Machine snapshot of
  openai.com/index/learning-to-reason-with-llms/ if the live page keeps 403-ing
  — and confirm the exact wording around "competitive advantage" and hiding the
  chain of thought.
- Failing that, a second independent named source (not downstream of Willison)
  quoting the same passage verbatim.

## Candidate next moves

Pull the archived OpenAI page first; if recovered, upgrade the note's
`source_tier` toward the primary and quote the exact clause. Cross-check against
the DeepSeek R1 open-CoT lead noted in the source capture, which is the live
test of whether the feared distillation actually materialised.