How to Cut Qwen3.5-Max Token Costs for Batch Code Review
Running Qwen3.5-Max over a whole repo gets expensive fast. These five tactics cut token spend by 60-80% without losing review quality.
Category: Blog
How to Use Qwen3.5-Max for Long-Context Reasoning Tasks
Qwen3.5-Max is Alibaba's flagship reasoning model with a 1M-token context window. Here's how to set it up, price it, and use it on code and…
How to Self-Host Mistral Codestral 2 for Private Code AI
Rules forbidding code from leaving your network don't rule out AI autocomplete. Here is how to run Codestral 2 on your own hardware.
How to Use Mistral Codestral 2 for Fast Code Completion
Codestral 2 is Mistral's fast coding model with fill-in-the-middle support. Here is how to wire it into your editor and what it costs.
How to Animate Sports and Action Footage with Hailuo 2.3
Hailuo 2.3 handles fast human motion better than most rivals. Here is how to prompt running, jumping, and sport sequences without artifacts.
How to Use Hailuo 2.3 to Generate Realistic AI Video
Hailuo 2.3 from MiniMax improves motion realism and physics. Here is how to use it, what it costs, and where it still stumbles.
How to Plan an AI Video Storyboard with Vidu Q2 References
Reference-based generation needs planning, not trial and error. Here is how to storyboard a sequence so Vidu Q2 holds consistency.
How to Use Vidu Q2 for Consistent Multi-Shot AI Video
Vidu Q2 keeps characters and scenes consistent across multiple shots. Here is how to use its reference system and where drift still happens.
How to Use Pika 2.2 Pikaffects for Product Marketing Videos
Pikaffects can sell a product, but only when the effect matches the message. Here is how to pick effects and structure a 15-second ad.
How to Use Pika 2.2 to Animate Images into Short Video Clips
Pika 2.2 animates still images and generates short clips with Pikaffects. Here is how to use it, what the free plan limits are, and its…
How to Grade Luma Ray3 HDR Footage in DaVinci Resolve
Ray3 HDR clips need a color-managed workflow. Here is how to import, tone-map, and grade them in DaVinci Resolve without crushing highlights.
How to Use Luma Ray3 to Generate Cinematic AI Video
Luma Ray3 shoots in HDR and reasons about its shots. Here is how to use it, what the credits cost, and where the output still…