Blog
Latest news and updates from our team
Kimi K3 vs Claude Opus 5: Open Weights or Managed Reliability?
Kimi K3 vs Claude Opus 5: compare open weights, 1M context, reasoning, multimodal input, API prices, deployment demands, and the right model for each team.
MiniMax M3 API: 1M Context, Pricing, and Coding Guide (2026)
Use the MiniMax M3 API for coding, agents, and multimodal work. Compare official and reAPI pricing, 1M context behavior, thinking modes, and limits.
Qwen Image 2 API: Pricing, Text Rendering, and Editing (2026)
Use the Qwen Image 2 API for generation and image editing. Learn current pricing, supported ratios, prompt limits, reAPI parameters, safety, and code.
Seedance 2.0 Safety Filters: What They Block and Why
Seedance 2.0 safety filtering runs in several layers, and a refusal rarely says which one fired. What each layer blocks and which limits never move.
Seedream 5.0 Lite vs Pro: Price, Editing, and Quality (2026)
Compare Seedream 5.0 Lite vs Pro for price, resolution, image editing, references, batch output, reasoning, and production use through the API.
Seedream 5 Pro Content Filters: What They Block
Seedream 5 Pro content filtering runs in several layers, and a refusal rarely says which one fired. What each layer blocks and which limits never move.
Unbelievable: Run Kimi K3 — 2.8 Trillion Parameters on a Single 4GB GPU
Can Kimi K3 really run on one 4GB GPU? Learn the 1.4TB weight math, what layer offloading changes, current tool support, and the practical API route today.
Wan 2.7 Video API: 1080p, Audio, Pricing, and Limits (2026)
Use the Wan 2.7 Video API for text, image, reference, and video editing workflows. Learn 1080p pricing, audio controls, 2–15s limits, and code.
Best Open-Source AI Video Models for Local GPUs (2026)
Compare Wan 2.2, HunyuanVideo-1.5, CogVideoX1.5, and Mochi 1 by local GPU memory, output, license, speed, and deployment limits.
DeepSeek V4 1M Context: max_tokens, Billing, and Concurrency
DeepSeek V4 shares its 1M context between input and output, with a 384K maximum output. Learn max_tokens, cache billing, and concurrency limits.
Gemini Omni API: Preview Specs, Pricing, and Limits
Google's Gemini Omni API preview explained: model ID, Interactions API, 720p output, pricing, input limits, multi-turn editing, and reAPI differences.
Mammouth AI Pricing: Plans, Limits, and API Access (2026)
Mammouth AI pricing explained: compare Starter, Standard, and Expert plans, three-hour quota resets, included API credits, PAYG access, and file limits.
WaveSpeed AI Pricing: Free Trial, Tiers, and PAYG
WaveSpeed AI uses pay-as-you-go credits, not a monthly membership. Learn how its free trial, account tiers, API activation, and billing limits work.
AI Video Generation API: Why the Prices Don't Compare
AI video generation API rates use two incompatible billing units: per second and flat per generation. Where the break-even sits and how to price a real clip.
Free AI API tiers in 2026: what each one actually limits
Google's free AI API tier excludes every image, video and music model. Here is what each provider's free tier actually allows, with official 2026 prices.