How to Use Gemini 3 for Free in Google AI Studio
Gemini 3 ships with a 1M token context window and a free tier in Google AI Studio. Here is how to set it up, what…
Category: Blog
How to Cut GPT-5 API Costs Without Losing Quality
GPT-5 output tokens cost eight times more than input tokens. These five changes cut a typical API bill by 60 to 80 percent without touching…
How to Use GPT-5 for Everyday Work in 2026
GPT-5 is OpenAI's 2026 flagship model with a 400K context window and three reasoning tiers. Here is how to set it up and get usable…
How to Self Host Kimi K2 Thinking for Private AI Agents
Run Kimi K2 Thinking on your own hardware for private agent workloads. Hardware requirements, serving setup, and a straight comparison against using the API.
How to Build a Free Coding Agent with Qwen3-Coder and Qwen Code
Build a working coding agent with the Qwen Code CLI and Qwen3-Coder open weights for free. Setup commands, free-tier limits, and an honest comparison with…
How to Use Sora 2 Cameo for Consistent On-Screen People
Sora 2 Cameo keeps the same verified person across generated clips with a built-in consent model. Setup, prompt rules, what breaks, and why watermarks matter.
How to Auto Generate Unit Tests with Zencoder Agents
Zencoder generates framework-aware unit tests and Zen Agents batch them across a repo. Realistic coverage gains, the pitfalls, and how to review the output.
How to Cut Amp Code Agent Costs on Large Refactors
Amp has no free tier and bills by usage, so refactors can get expensive fast. Here is what drives the bill, how to scope work,…
How to Run Long Agent Chains with Kimi K2 Thinking
Kimi K2 Thinking chains 200-300 tool calls per turn at roughly $0.60 per million input tokens. Build a research agent, cap the steps, and know…
How to Build Consistent Character Sheets with Seedream 4.0
Keep a character consistent across comics and storyboards with Seedream 4.0 multi-reference editing. A four-step anchor workflow, accuracy expectations, and cost notes.
How to Generate 4K Images with Readable Text in Seedream 4.0
Seedream 4.0 renders readable text and outputs 4K images. Learn prompt structure for posters, multi-reference editing, resolution choices, and its weak spots.
How to Self Host Qwen3-Coder for Whole Repo Coding
Self-host Qwen3-Coder with vLLM and use its 1M-token context on whole repositories. Hardware sizing, server flags, and when the API is cheaper instead.