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.
DeepSeek V4.1 Flash vs Gemini 3.8 Flash: Coding, Agents and API Cost
Compare DeepSeek V4.1 Flash and Gemini 3.8 Flash for coding and agents, including pricing …
DeepSeek API Authentication Fix: API Key and Billing Issues
Fix DeepSeek API authentication errors. Covers API key setup, billing issues, and account …
DeepSeek API Rate Limit Fix: Managing Request Quotas
Fix DeepSeek rate limit errors. Covers API quotas, retry strategies, and cost optimization…
DeepSeek V4.1 Flash vs Gemini 3.8 Flash: Coding, Agents and API Cost
Compare DeepSeek V4.1 Flash and Gemini 3.8 Flash for coding and agents, including pricing …
GPT-6 Astra Explained: API Pricing, Context, Computer Use & Availability
GPT-6 Astra has 1.05M context, 128K output, built-in agent tools and $10/$50 API pricing. …
GPT-6 Astra vs GPT-5.6 Sol: Pricing, Tools and the Right OpenAI Model
Compare GPT-6 Astra and GPT-5.6 Sol on price, context, agent tools, reasoning and availabi…
🤖 Coding Agents & AI IDEs
Claude Code, Cursor, Aider, Codex CLI, and more.
DeepSeek V4.1 Flash vs Gemini 3.8 Flash: Coding, Agents and API Cost
Compare DeepSeek V4.1 Flash and Gemini 3.8 Flash for coding and agents, including pricing …
GPT-6 Astra Explained: API Pricing, Context, Computer Use & Availability
GPT-6 Astra has 1.05M context, 128K output, built-in agent tools and $10/$50 API pricing. …
GPT-6 Astra vs GPT-5.6 Sol: Pricing, Tools and the Right OpenAI Model
Compare GPT-6 Astra and GPT-5.6 Sol on price, context, agent tools, reasoning and availabi…
Gemini 3.8 Flash Explained: Pricing, Context, Coding and API Changes
Gemini 3.8 Flash is Google's GA model for coding and agents. Compare its 1M context, 64K o…
Gemini 3.8 Flash vs Claude Fable 5.1: Coding, Agents and API Cost
Compare Gemini 3.8 Flash and Claude Fable 5.1 for coding agents, multimodal workflows, con…
Claude Fable 5.1 Explained: Specs, Pricing, Context and Coding
Claude Fable 5.1 has a 1M context window, 128K output, adaptive thinking, and $10/$50 API …
💻 Local AI
Ollama, vLLM, and self-hosted model guides.
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…
MiniCPM5-2B Explained: A Compact Model for Local AI Agents
MiniCPM5-2B is a 2.5B-parameter text model for local assistants, coding agents and tool us…
NVIDIA PAIR Explained: Run Ollama and LM Studio Across Multiple PCs
How NVIDIA Personal AI Router routes Ollama and LM Studio requests across trusted local co…
NVIDIA PAIR vs Ollama Networking: When Do You Need a Multi-PC Router?
Ollama runs local models; NVIDIA PAIR routes independent Ollama requests across trusted co…
K2 Horizon Explained: Six Open Models From 0.9B to 375B
K2 Horizon spans six Apache-2.0 models from 0.9B dense to 375B-A23B MoE. Compare sizes, op…
Build a Local AI Regex Generator — Describe It, Get Regex
Stop struggling with regex. Describe what you want in plain English and get working regula…
💰 APIs & Pricing
Compare API costs and find the cheapest capable model.
DeepSeek V4.1 Flash vs Gemini 3.8 Flash: Coding, Agents and API Cost
Compare DeepSeek V4.1 Flash and Gemini 3.8 Flash for coding and agents, including pricing …
Nex N2.5 Mini vs Pro: Pricing, Context and Agent Use
Compare Nex N2.5 Mini and Pro for coding agents, computer use, reasoning, tool calling, Op…
GPT-6 Astra Explained: API Pricing, Context, Computer Use & Availability
GPT-6 Astra has 1.05M context, 128K output, built-in agent tools and $10/$50 API pricing. …
GPT-6 Astra vs GPT-5.6 Sol: Pricing, Tools and the Right OpenAI Model
Compare GPT-6 Astra and GPT-5.6 Sol on price, context, agent tools, reasoning and availabi…
AI Dev Weekly #24: Gemini 3.8 Flash Goes GA, Fable 5.1 Cuts Agent Cache Costs, Agent Plugins 1.0 Ships
Week of Aug 28-Sep 3: Gemini 3.8 Flash reaches production, Claude Fable 5.1 changes agent …
Gemini 3.8 Flash Explained: Pricing, Context, Coding and API Changes
Gemini 3.8 Flash is Google's GA model for coding and agents. Compare its 1M context, 64K o…
📝 Latest Articles
AI Dev Weekly #25: GPT-6 Astra Arrives, Kotlin Agents Reach 1.0, Copilot Adds Enforced Permissions
Week of Sep 4-10: GPT-6 Astra raises the agent ceiling, Google's Kotlin ADK reaches GA, Copilot adds centrally enforced …
DeepSeek V4.1 Flash vs Gemini 3.8 Flash: Coding, Agents and API Cost
Compare DeepSeek V4.1 Flash and Gemini 3.8 Flash for coding and agents, including pricing structure, migration risk, too…
MCP Server Context Overflow Fix: Managing Large Tool Outputs (2026)
Fix MCP server context overflow errors. Covers output truncation, pagination, and streaming.…
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. Uses Ollama to generate producti…
MiniCPM5-2B Explained: A Compact Model for Local AI Agents
MiniCPM5-2B is a 2.5B-parameter text model for local assistants, coding agents and tool use. See its context, formats, l…
Nex N2.5 Mini vs Pro: Pricing, Context and Agent Use
Compare Nex N2.5 Mini and Pro for coding agents, computer use, reasoning, tool calling, OpenRouter access, self-hosting …