Right now it's constrained on kontext only taking a single image. You add multiple by concatenating images into a single one. The more images you pass in: – the less information gets kept from each one (fewer pixels per image)
– the harder it gets to prompt
– the more likely
PROMPT ENGINEERING
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Multimodal AI Image Processing Constraints and Trade-offs
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Kontext Updates: Safety Controls and Multi-Image Model Support
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Shipped some small quality of life improvements to kontext today. You can now: – change the safety_tolerance (though image inputs are still limited to 2)
– pick an output format (jpg or png) Also, we have two multi-image models now. -
Codex Now Available for ChatGPT Plus Users with Internet Access
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Codex is available now available to ChatGPT Plus users! We've also supplied our most requested feature: an option to enable internet access for the agent (with user control over HTTP methods and domains that Codex can access).
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Toolformer: Empowering Language Models with Tool Integration
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Welcome! Toolformer is one my favorite recent papers.
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Codex launches for ChatGPT Plus users today
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Codex is rolling out to ChatGPT Plus users today. Get started at http://
chatgpt.com/codex -
OpenAI announces two new audio models
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BREAKING : OpenAI is preparing to release 2 new models with native audio support:
– gpt-4o-audio-preview-2025-06-03
– gpt-4o-realtime-preview-2025-06-03 h/t @legit_api -
Prompt Engineering Tips for Fixing Common Generative AI Visual Artifacts
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Common fails → quick fixes Jerky motion ⇒ add “cinematic 24 fps with motion interpolation.” Melting faces ⇒ include “stable identity, photoreal human, no distortion.” Lighting mismatch ⇒ “global HDR grade” or relight with Runway “Relight” filter.
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Advanced Prompt Engineering Techniques for AI Models
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8. Advanced prompt tricks • Parentheses weighting: (highly detailed:1.4) boosts fidelity.
• Negative prompts: “no watermark, no distorted digits.”
• Rhyme schemes for audio: “Up-tempo hip-hop beat, 95 BPM, minor scale,” gets Veo 3’s music generator on point. -
Practical Prompting Techniques for Video Generation with Veo 3
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6. Scene tweaking on the fly
— God of Prompt (@godofprompt) 3 juin 2025
Want night instead of day?
→ “Replace lighting: neon twilight, purple-blue hue.”
Need energy?
→ “Add dynamic handheld shake, subtle motion blur.”
Swap props?
→ “Change mushroom to floating lantern, preserve lighting response.”
Veo 3’s inline… pic.twitter.com/UW6nJIqp5b6. Scene tweaking on the fly Want night instead of day? → “Replace lighting: neon twilight, purple-blue hue.”
Need energy?
→ “Add dynamic handheld shake, subtle motion blur.”
Swap props?
→ “Change mushroom to floating lantern, preserve lighting response.” Veo 3’s inline -
Prompt Template for Pixar-Style AI Animation
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Template: Pixar-style Animation "Whimsical forest clearing at dawn
Chubby robot watering glowing mushrooms, top-down crane shot
Soft pastel palette, depth-mapped volumetric fog
Playful marimba soundtrack, cinematic 24 fps" Add “toon shader, thick outlines” for comic vibes.