Blog
Latest news and updates from our team

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.


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.


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 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.


What Is the Context Window in Claude, and What Counts
The context window in Claude is 1M tokens on current models, but tool definitions, retained thinking and cached input all consume it. More is not better.


How to Get a Claude API Key, and When You Need One
Creating a Claude API key takes four clicks. Expiration and workspace are chosen once and cannot be changed later, and calling several vendors changes the math.


How to Use Claude Code: Anthropic's Terminal Coding Agent
How to use Claude Code: the 1M token context window, 80.8% SWE-bench score, Plan Mode, every surface it runs on, installation, and how it compares to Cursor.


How to Use Claude Fable 5: Refusals, Fallback, and Cost
How to use Claude Fable 5: the full benchmark table, the refusal and fallback contract that changes your code, mandatory retention, and what Opus 5 changed.


How to Use Claude Opus 4.8: Coding, Honesty, and Cost
How to use Claude Opus 4.8: the official benchmark table, the honesty gain, Dynamic Workflows, the effort default that moved, and what to plan when migrating.


How to Use Claude Opus 5: Benchmarks, Effort, and Cost
How to use Claude Opus 5: the full official benchmark table, the effort ladder that decides your bill, two breaking API changes, and the migration steps.


How to Use Claude Sonnet 5: Effort, Cost, and Limits
How to use Claude Sonnet 5: benchmarks against Opus 4.8, the effort ladder that drives cost, the denser tokenizer that inflates bills, and migration steps.


How to Use Codex to Generate Slide Decks From Research
How to use Codex to generate slides: the seven-step workflow, the outline checkpoint that decides deck quality, prompts that pin exact claims, and its limits.


How to Use Gemini 3.6 Flash: Speed, Price, and Limits
How to use Gemini 3.6 Flash: official benchmarks, where it loses to GPT-5.6 Luna and Sonnet 5, four breaking API changes, and the Flash-Lite and Cyber models.


How to Use GPT-5.5: Agentic Strengths and Its One Flaw
How to use GPT-5.5: the Terminal-Bench lead, why the price rise is smaller than it looks, the 86% hallucination rate nobody quotes, and the loop it needs.


How to Use GPT-5.6: Sol, Terra, and Luna Tiers Compared
How to use GPT-5.6: what Sol, Terra, and Luna cost, the Terminal-Bench table and its four asterisks, the new max and ultra modes, and which tier to pick.


How to Use GPT Image 2: Text Rendering and Thinking Mode
How to use GPT Image 2: the 99% text rendering that removes the composite step, what Thinking Mode does, where it loses to Nano Banana 2, and prompt changes.


How to Use Nano Banana 2 Lite: Speed, Price, and Limits
How to use Nano Banana 2 Lite: four-second 1K images, the official benchmarks, the corrected cost math, what the 1K ceiling rules out, and how to prompt it.


Is GPT-5.6 Out Yet? Yes — and Here Is What Shipped
GPT-5.6 is released. It shipped as three tiers, the rollout was gated for weeks which is why answers conflict, and Terra is the one worth migrating to.
