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MiniMax H3 benchmarks local runs on RTX 3060 to 5090 GPUs

MiniMax H3 benchmarks local runs on RTX 3060 to 5090 GPUs

Reddit tests show MiniMax H3 running locally on GPUs from RTX 3060 to 5090. A 3060 reportedly takes about an hour for 10 seconds, while a 5090 makes 15 seconds in 84 seconds, with users also reporting motion and reference-video failures.

Workflow🧩MiniMax H39th August·7 min read
Anthropic engineer claims Claude Code defaults can hit 0% prompt-injection success

Anthropic engineer claims Claude Code defaults can hit 0% prompt-injection success

Benjamin Cherny said Anthropic trains Claude against prompt injection and that Claude Code’s model, probe, and auto-mode layers can reach 0% attack success in next week’s defaults. The claim comes from an Anthropic engineer rather than an independent benchmark.

🧩Claude9th August·7 min read
Seedance 2.5 guide drives 30-second prompt workflows

Seedance 2.5 guide drives 30-second prompt workflows

Creators are using ByteDance’s Seedance 2.5 prompt guide as a repeatable recipe for longer, reference-heavy shots. Posts cite about 80% success suppressing unwanted music, while 30-second templates spread.

Prompt🎬Seedance8th August·8 min read
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🎬Video, Motion & 3D(4)
🎨Image & Visual Design(6)
🛠️Creative Coding & Websites(6)
🧩Models & Local Tools(1)
📣Brand, Audio & Marketing(12)
🧭Creator Workflows & Pipelines(12)
🎛️Product & Interface Design(6)

Top storiesthis week

Breaking

Hedra Agent 2 builds a 30-second video pipeline from one prompt

A creator demo shows Hedra Agent 2 turning an AI-restaurant idea into research, brief, script, characters, environments, and a final 30-second video inside one Space. The workflow reduces tool-hopping.

Hedra Agent 2 builds a 30-second video pipeline from one prompt
New
Video Generation·8th August·4 min read
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Workflows you can try today

Today's Pick

MiniMax H3

9th August

MiniMax H3 benchmarks local runs on RTX 3060 to 5090 GPUs

Reddit tests show MiniMax H3 running locally on GPUs from RTX 3060 to 5090. A 3060 reportedly takes about an hour for 10 seconds, while a 5090 makes 15 seconds in 84 seconds, with users also reporting motion and reference-video failures.

MiniMax H3Local InferenceVideo Generation
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Today's Pick

Seedance

9th August

Seedance 2.5 guide supports repeatable reference workflows across Dreamina and PolloAI

Posts apply ByteDance’s Seedance 2.5 guide to Dreamina, PolloAI, Pika, Midjourney, and Claude Skill workflows. Examples use character frames, audio references, motion prompts, and one 30-second text-to-video prompt.

SeedanceReference WorkflowMulti-Tool Workflow
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Today's Pick

AI Tool

8th August

Hedra Agent 2 builds a 30-second video pipeline from one prompt

A creator demo shows Hedra Agent 2 turning an AI-restaurant idea into research, brief, script, characters, environments, and a final 30-second video inside one Space. The workflow reduces tool-hopping.

Video GenerationPipelineMulti-Tool Workflow
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Today's Pick

Seedance

7th August

Seedance 2.5 supports 30-second shot-by-shot workflow tests

Creator tests show Seedance 2.5 can hold longer directed clips when prompts are built as timelines instead of single scenes. Examples include 30-second scenes, 50-reference libraries, depth-video motion transfer, Blender blocking, and lens-controlled shots.

SeedanceVideo GenerationMotion Control
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Prompt of the day

Seedance 2.5 guide drives 30-second prompt workflows

Seedance 2.5 guide drives 30-second prompt workflows

Creators are using ByteDance’s Seedance 2.5 prompt guide as a repeatable recipe for longer, reference-heavy shots. Posts cite about 80% success suppressing unwanted music, while 30-second templates spread.

SeedanceVideo GenerationReference Workflow
Designers share glassy brand-asset prompt systems

Designers share glassy brand-asset prompt systems

Designers posted reusable prompt systems for jelly, frozen-glass, and collectible badge treatments that turn brand marks into product-ready assets. The evidence includes variable-driven prompts, image-editing tips, and examples for posters, icons, and campaign visuals.

GPT Image 2BrandingProduct Photography
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