Blog
Latest news and updates from our team

Run a 70B LLM on a 4GB GPU with AirLLM: The Honest Guide
Can a 70B LLM really run on a 4GB GPU? Learn how AirLLM streams layers from disk, what hardware it still needs, how to try it, and why it is slow.


Seedance 2.5 on Higgsfield? Availability & Alternatives
Is Seedance 2.5 available on Higgsfield? Check the current model status, what Higgsfield actually offers, expected pricing, and working alternatives.


Seedance 2.5 Launch Status: 30 Seconds Confirmed, 4K Unverified
Seedance 2.5 demonstrates 30-second video, multimodal references, timestamp control, and editing. We verify the 4K, API, and input-limit claims.


Use ChatGPT Without Sounding Like AI: A Human-First Workflow
Use ChatGPT without generic AI prose. Turn a real thesis, evidence, constrained drafting, and careful human editing into publishable writing.


Does Midjourney Have an API? V8.2 Options Without Discord (2026)
Does Midjourney have an API? Learn the official answer, what V8.2 changes, why account automation is risky, and how to evaluate authorized API options.


GLM-5.2 API Guide: 1M Context, Pricing, and Coding (2026)
Use the GLM-5.2 API with OpenAI-compatible code. Learn its 1M context, $1.40/$4.40 official pricing, reAPI rates, reasoning controls, and limits.


GPT API Price Cut: 5 Models Now Cost 20% Less on reAPI
Five GPT models now cost 20% less on reAPI than OpenAI's standard list price. Compare GPT-5.4, GPT-5.5, and all three GPT-5.6 tiers.


Grok Imagine Video 1.5 API: Pricing, 1080p, and Limits (2026)
Use the Grok Imagine Video 1.5 API for image-to-video with native audio. Compare 480p, 720p, and 1080p pricing, limits, reAPI routes, and code.


Hailuo H3 Explained: MiniMax H3 Specs, Pricing, API, and Limits (2026)
Learn how Hailuo H3, MiniMax H3, and Hailuo 03 relate, with verified 2K video specs, native audio, pricing, API limits, and integration code.


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.


Is Seedance 2.0 Uncensored? Safety Filters and API Control (2026)
Is Seedance 2.0 uncensored? Learn what nsfw_checker controls, how Flexible and Official routes differ, which limits remain, and how to call the API safely.


Is Seedream 5 Pro Uncensored? NSFW Checker and API Control (2026)
Is Seedream 5 Pro uncensored? Learn what nsfw_checker disables, why images may still be blocked, how billing works, and how to use the API safely on reAPI.


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.


Uncensored AI Image API? How Content Filters Work (2026)
Looking for an uncensored AI image API? Learn how NSFW checkers, provider moderation, model alignment, billing, and configurable safety layers actually work.
