Blog
Latest news and updates from our team

CLAUDE.md: The Simple File That Makes Coding Agents Better
Learn what CLAUDE.md does, why four simple coding-agent rules went viral, what belongs in the file, and how to build a concise project template that works.


DeepSeek V4 Flash Official Release: 0731 Agent and Codex Upgrades
DeepSeek V4 Flash 0731 is live in API public beta with stronger agent benchmarks, native Responses API support, Codex integration, and the same model ID today.


Dreamina Seedance 2.5 Prompt Guide: References & Timing
Write better Seedance 2.5 prompts with official reference limits, 30-second stages, timestamp control, editing, extension, and keyframe templates.


Dreamina Seedance 2.5 User Guide: 30s & Long-Video Modes
Dreamina Seedance 2.5 guide with examples for 30-second generation, extension, long videos, timestamps, references, editing, audio cleanup, and storyboards.


GPT Image 2 + Seedance 2.0: A Character Consistency Workflow
Use GPT Image 2 and Seedance 2.0 to reduce character drift across AI video shots. Build identity references, animate controlled frames, and chain clips.


MiniMax H3 vs Seedance 2.5: Which AI Video Model Wins?
Compare MiniMax H3 vs Seedance 2.5 on duration, 2K output, native audio, multimodal references, editing, pricing, API access, and best use cases.


OpenAI Astra's 10 Math Breakthroughs: What They Mean
OpenAI says Astra produced ten advances in math and theoretical computer science. See what was proved, what Lean verifies, and what still needs review.


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.


AI Image API Content Filters: How Refusals Happen
Image API filtering runs in several layers. The same prompt can pass one host and fail another, but certain boundaries never change regardless of configuration.


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.
