How to Run Long Agent Chains with Kimi K2 Thinking
Kimi K2 Thinking chains 200-300 tool calls per turn at roughly $0.60 per million input tokens. Build a research agent, cap the steps, and know…
AI Tutorials
How to Build Consistent Character Sheets with Seedream 4.0
Keep a character consistent across comics and storyboards with Seedream 4.0 multi-reference editing. A four-step anchor workflow, accuracy expectations, and cost notes.
How to Generate 4K Images with Readable Text in Seedream 4.0
Seedream 4.0 renders readable text and outputs 4K images. Learn prompt structure for posters, multi-reference editing, resolution choices, and its weak spots.
How to Self Host Qwen3-Coder for Whole Repo Coding
Self-host Qwen3-Coder with vLLM and use its 1M-token context on whole repositories. Hardware sizing, server flags, and when the API is cheaper instead.
How to Compare Grok 4 vs GPT and Claude for Real Work
Grok 4 vs GPT vs Claude on real-world tasks: live data, long documents, pricing, and privacy. A routing guide so you stop overpaying for the…
How to Use Grok 4 Reasoning and Live X Search
Grok 4 pairs a reasoning model with live X search. Here is where that combination wins, what the API costs, what Heavy adds, and why…
How to Make Videos with Dialogue Using Sora 2
Sora 2 generates video with synced dialogue and sound effects. Here is how to prompt for speech, how Cameo verification works, what it costs, and…
How to Edit AI Video in Runway Gen-4 Without Regenerating
Runway Gen-4 includes camera control, clip extension, upscaling, and Act-Two. Here is when to edit in place instead of burning credits on a fresh generation.
How to Keep Characters Consistent in Runway Gen-4
Runway Gen-4 keeps characters and locations stable across shots using reference images. Here is the setup, credit math, and the cases where consistency still breaks.
How to Use Zencoder for Whole Repository AI Coding
Zencoder indexes your full repository before writing code. Here is how to install it, what multi-file edits look like, pricing, and the indexing caveats.
How to Use Wan 2.5 for Image to Video with ComfyUI
Wan 2.5 image-to-video animates a still frame while keeping your composition intact. Here is the ComfyUI setup, prompt structure, and the limits to expect.
How to Generate Videos Locally with Wan 2.5 Open Weights
Wan 2.5 offers open weights, 1080p video, and synced audio. Here is the VRAM math, a ComfyUI install path, and when the hosted API is…