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.
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…
Kimi API Timeout Fix: Network and Server Issues
Fix Kimi API timeout errors. Covers network issues, rate limits, and server overload solut…
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…
Gemini CLI Errors Fix: Common Issues and Solutions
Fix Gemini CLI errors. Covers installation, authentication, model selection, and performan…
🤖 Coding Agents & AI IDEs
Claude Code, Cursor, Aider, Codex CLI, and more.
Muse Wonder API: Integration, Pricing and Production Checks
Integrate Meta's Muse Wonder Preview API: endpoint, model ID, cache rates, limits, privacy…
Claude Sonnet 5.5 Guide: Pricing, API, Context and Migration
Claude Sonnet 5.5 pricing, API specs, tools, benchmarks and the migration changes develope…
Claude Sonnet 5.5 vs GPT-6 Sol: Price, Context and Coding
Compare Claude Sonnet 5.5 and GPT-6 Sol on API pricing, long context, reasoning, tools, co…
Claude Sonnet 5.5 vs Opus 5.5: Price, Speed and Coding
Compare Claude Sonnet 5.5 and Opus 5.5 on API pricing, context, reasoning, speed, coding a…
Claude Sonnet 5.5 vs Sonnet 5: Pricing, API and Migration
Compare Claude Sonnet 5.5 with Sonnet 5 on pricing, context, tools, thinking behavior, ben…
NVIDIA OpenShell Explained: A Secure Runtime for AI Agents
How NVIDIA OpenShell isolates coding agents with policy-controlled files, networks, tools,…
💻 Local AI
Ollama, vLLM, and self-hosted model guides.
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…
Build a Local AI Git Conflict Resolver — Auto-Fix Merge Conflicts
Stop manually resolving merge conflicts. Build a tool that reads both sides and uses AI to…
Build an AI Docker Compose Generator — Describe Your Stack, Get Config
Describe your application stack in plain English and get a complete docker-compose.yml. Us…
💰 APIs & Pricing
Compare API costs and find the cheapest capable model.
Muse Wonder API: Integration, Pricing and Production Checks
Integrate Meta's Muse Wonder Preview API: endpoint, model ID, cache rates, limits, privacy…
Mistral Large 4: API Pricing, Specs, Context and Open Weights
Mistral Large 4 buyer and developer reference: preview API pricing, 1M context, multimodal…
Claude Sonnet 5.5 Guide: Pricing, API, Context and Migration
Claude Sonnet 5.5 pricing, API specs, tools, benchmarks and the migration changes develope…
Claude Sonnet 5.5 vs Sonnet 5: Pricing, API and Migration
Compare Claude Sonnet 5.5 with Sonnet 5 on pricing, context, tools, thinking behavior, ben…
Claude Opus 5.5 Guide: Pricing, Fast Mode and Opus 5 Migration
Claude Opus 5.5 costs $4/M input and $20/M output, adds cheaper cache reads, preserved thi…
GPT-6 Luna Guide: The Cheapest GPT-6 Model for High-Volume Work
GPT-6 Luna costs $0.10/M input and $0.50/M output with 1.05M context. Learn its long-conte…
📝 Latest Articles
Muse Wonder API: Integration, Pricing and Production Checks
Integrate Meta's Muse Wonder Preview API: endpoint, model ID, cache rates, limits, privacy and safe agent evaluation. Fu…
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 Decisions, and Copilot gets m…
Mistral Large 4: API Pricing, Specs, Context and Open Weights
Mistral Large 4 buyer and developer reference: preview API pricing, 1M context, multimodal capabilities, benchmark cavea…
Gemini CLI Errors Fix: Common Issues and Solutions (2026)
Fix Gemini CLI errors. Covers installation, authentication, model selection, and performance issues.…
AI Dev Weekly #28: GPT-6.1 Sol, Claude Sonnet 5.5, Dots and NVIDIA OpenShell
Week of Sep 25-Oct 1: GPT-6.1 Sol, Claude Sonnet 5.5, OpenAI Dots and NVIDIA's new agent security stack all ship.…
MiniMax API Authentication Fix: API Key Setup (2026)
Fix MiniMax API authentication errors. Covers API key setup, account issues, and endpoint configuration.…