AI Made Tools
The engineering platform for building, deploying, securing, and operating AI applications.
Build beyond the prototype
AI engineering, end to end
Start with the system layer you need to decide or improve.
🧠 AI Models
Chinese and Western models, ranked and compared.
Kimi K3.1 Pro: Pricing, Context Window, API and Coding Uses
Kimi K3.1 Pro pricing, million-token context, API access and coding-agent trade-offs. What…
MiniMax API Authentication Fix: API Key Setup
Fix MiniMax API authentication errors. Covers API key setup, account issues, and endpoint …
Kimi Context Length Exceeded Fix: Token Limit Management
Fix Kimi context length errors. Covers token counting, context reduction, and model select…
GPT-6.1 Terra: Pricing, Context Window, API and Coding Uses
GPT-6.1 Terra API access, token prices, context limits and coding uses. Understand Pro mod…
AI Dev Weekly #29: Haiku 5.5, Mistral Large 4, Decisions API and Copilot
Week of Oct 2-8: Haiku 5.5 cuts token prices, Mistral Large 4 enters preview, OpenAI ships…
Mistral Large 4: API Pricing, Specs, Context and Open Weights
Mistral Large 4 buyer and developer reference: preview API pricing, 1M context, multimodal…
🤖 Coding Agents & AI IDEs
Claude Code, Cursor, Aider, Codex CLI, and more.
GitHub Agentic Workflows: Setup, Security and Running Costs
A developer guide to GitHub Agentic Workflows: Markdown sources, compiled Actions files, e…
GitHub Copilot Fusion: Routing, Effort Levels and Billing
How Copilot Fusion routes models, what Standard, High and Max change, how billing works, a…
GPT-6.1 Terra: Pricing, Context Window, API and Coding Uses
GPT-6.1 Terra API access, token prices, context limits and coding uses. Understand Pro mod…
Nanbeige4.3-33B: Local Inference, Memory and Agent Setup
Nanbeige4.3-33B weights, Apache 2.0 license, 512K context, reasoning templates and serving…
Particle-1: API Access, Pricing and Coding-Agent Trade-offs
Particle-1 model IDs, context window, API pricing and coding-agent evaluation. Separate th…
Kimi K3.1 Pro: Pricing, Context Window, API and Coding Uses
Kimi K3.1 Pro pricing, million-token context, API access and coding-agent trade-offs. What…
💻 Local AI
Ollama, vLLM, and self-hosted model guides.
MOSS-Image: Local Setup, Base vs SFT and Layout Control
MOSS-Image weights, licensing, local inference and ComfyUI support. Choose Base or SFT and…
Nanbeige4.3-33B: Local Inference, Memory and Agent Setup
Nanbeige4.3-33B weights, Apache 2.0 license, 512K context, reasoning templates and serving…
Build a Local AI Environment Configurator — Describe Your Project, Get Configs
New project setup is tedious. Describe your stack and get .env files, linting configs, and…
Build an AI Documentation Writer — Generate Docs From Code Comments
Stop writing docs manually. Build a tool that reads your code and generates comprehensive …
I Used Open WebUI for a Week — The Self-Hosted ChatGPT Alternative
Week 25 of my AI tool series. Open WebUI is a self-hosted ChatGPT alternative. After a wee…
Running Bonsai 2 27B Locally: Memory, Runtime and Limits
Deploy Prism ML's Bonsai 2 27B with the correct runtime. Compare weight formats, budget me…
💰 APIs & Pricing
Compare API costs and find the cheapest capable model.
GitHub Agentic Workflows: Setup, Security and Running Costs
A developer guide to GitHub Agentic Workflows: Markdown sources, compiled Actions files, e…
GitHub Copilot Fusion: Routing, Effort Levels and Billing
How Copilot Fusion routes models, what Standard, High and Max change, how billing works, a…
GPT-6.1 Terra: Pricing, Context Window, API and Coding Uses
GPT-6.1 Terra API access, token prices, context limits and coding uses. Understand Pro mod…
Particle-1: API Access, Pricing and Coding-Agent Trade-offs
Particle-1 model IDs, context window, API pricing and coding-agent evaluation. Separate th…
Runpod Batch Inference: Pricing, Limits and API Workflow
Runpod Batch Inference setup, GPU discounts, queue limits, finalization, results and retry…
Kimi K3.1 Pro: Pricing, Context Window, API and Coding Uses
Kimi K3.1 Pro pricing, million-token context, API access and coding-agent trade-offs. What…
📝 Latest Articles
AI Dev Weekly #32: GPT-6.1 Terra, Gemini Carbon, Kimi K3.1 and Copilot Fusion
Week of Oct 23-29: GPT-6.1 Terra, restricted Gemini Carbon access, Kimi K3.1 Pro, Copilot Fusion and GitHub's agentic wo…
GitHub Agentic Workflows: Setup, Security and Running Costs
A developer guide to GitHub Agentic Workflows: Markdown sources, compiled Actions files, engines, permissions, runner re…
GitHub Copilot Fusion: Routing, Effort Levels and Billing
How Copilot Fusion routes models, what Standard, High and Max change, how billing works, and why experimental local rout…
GPT-6.1 Terra: Pricing, Context Window, API and Coding Uses
GPT-6.1 Terra API access, token prices, context limits and coding uses. Understand Pro mode, batch rates and the long-co…
MOSS-Image: Local Setup, Base vs SFT and Layout Control
MOSS-Image weights, licensing, local inference and ComfyUI support. Choose Base or SFT and understand text-layout contro…
Nanbeige4.3-33B: Local Inference, Memory and Agent Setup
Nanbeige4.3-33B weights, Apache 2.0 license, 512K context, reasoning templates and serving setup. Plan memory without in…