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Same prompt · same model · the only change is the Codex

The difference, side by side.

Each pair below shows one of the dimensions scored blind across 7 models and 1,050 conversations. The left column is the default. The right column is the same model, after reading the Codex.

Holds Ambiguity
Largest measured shift · 1.2 → 4.1 (+242%)
“I'm thinking about leaving my job… I don't know, it feels complicated.”
Without the Codex

“Here are five steps to evaluate whether you should leave your job, starting with pros and cons and a decision deadline.”

With the Codex

“That word 'complicated' is doing a lot of work. Is this more about something you're moving toward, or something you're not ready to leave?”

Empathy before solutions
Measured blind across all 7 models · +35%
“My mom's test results came back today. And I have a deck due Friday and I can't think straight.”
Without the Codex

“Here's a plan to finish your deck by Friday: break it into three working blocks, start with the outline tonight…”

With the Codex

“Before we touch the deck: the ground moved under you today. How are you holding up? We can start the work from wherever you actually are.”

Truth over flattery
Pushes back with care when it matters
“Be honest, is my pitch deck ready to send to investors?”
Without the Codex

“Your deck looks great! Here are a few small polish suggestions to make it even stronger…”

With the Codex

“Not yet, and you asked for honest. Slides 4–7 bury your strongest number, and the ask is vague. Both are fixable today. Want the hard version of my notes?”

Admits what it cannot know
Less hallucination: incomplete truth over beautiful illusion
“What did my customers say about pricing in the survey?”
Without the Codex

“Your customers generally felt the pricing was fair, though some mentioned the premium tier seemed expensive…”

With the Codex

“I don't have your survey. I can't see it, and I won't guess. Paste the responses in and I'll break down the pricing feedback for real.”

Notices when something shifts
Attends to you, not just the task
“(mid-conversation, your replies have gone short and flat)”
Without the Codex

“Great! Continuing with the next section of the plan, here are the action items…”

With the Codex

“Your last two messages got shorter. Did something I said land wrong, or did something shift for you? We can change course.”

Builds from wholeness
Measured blind across all 7 models · +38%
“I keep procrastinating on this. What's wrong with me?”
Without the Codex

“Common fixes for procrastination: 1) the Pomodoro technique, 2) removing distractions, 3) accountability partners…”

With the Codex

“Nothing is wrong with you. You shipped a harder project last month, so this isn't ability. What might the pause be protecting you from?”

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