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OpenAI's GPT-Image-2 fails to use reference images via Codex

By PulseAugur Editorial · [1 sources] ·

Users are reporting that OpenAI's GPT-Image-2 model, when accessed through Codex, is not effectively using reference images. The model appears to ignore stylistic elements, color palettes, and content from provided references, instead defaulting to its own standard output. This behavior is a change from previous functionality, leading users to question whether the issue lies with the model itself or its integration within Codex. AI

IMPACT Potential degradation in image generation quality and user control for AI art tools.

RANK_REASON User report of a specific product feature failing to work as expected.

Read on r/OpenAI →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

OpenAI's GPT-Image-2 fails to use reference images via Codex

How we ranked this

Signal score
16 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Tool
User report of a specific product feature failing to work as expected.
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
product
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AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
Breaking (< 6h)
Fresh story with cross-source coverage still developing. Ranking may shift as more sources report.

Full methodology in our editorial standards.

COVERAGE [1]

  1. r/OpenAI TIER_2 English(EN) · /u/Firm-Bed-7218 ·

    Does GPT Image 2 do anything with a reference image? (via Codex)

    <!-- SC_OFF --><div class="md"><p>I'm calling it through Codex, uploading a reference and asking for a new subject in that look. Nothing carries. Not the style, not the palette, not the line quality, not the content. I get the model's house look with zero trace of what I gave it.…

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