Insights on AI, Cloud
& Modern Engineering
We write about AI agents, cloud architecture, cost optimization, and the tools we use every day to build software.
DeepSeek V4 on Huawei Ascend: What It Means for Global AI Infrastructure
DeepSeek V4 is the first frontier model built on Huawei Ascend 950PR chips, not NVIDIA. We analyze the geopolitical implications, hardware independence strategy, what it means for developers, and how to plan your AI infrastructure accordingly.
ChatGPT Images 2.0 Developer Guide: gpt-image-2 API, Pricing & Use Cases
OpenAI's ChatGPT Images 2.0 introduces reasoning-powered image generation with 95%+ text accuracy, 2K resolution, multi-image output, and web search. Complete guide to gpt-image-2 API integration, pricing, and business use cases.
Replit Security Agent: How It Works, What It Catches & What It Misses in Vibe-Coded Apps
One in three vibe-coded apps ships with a serious vulnerability. Replit's Security Agent combines Semgrep SAST, HoundDog.ai privacy scanning, and LLM reasoning to catch flaws before deployment. We break down the hybrid architecture, OWASP coverage, pricing, limitations, and best practices for securing AI-generated code.
GPT-5.5 Developer Guide: Omnimodal Architecture, Coding & Agentic Workflows
OpenAI's GPT-5.5 (Spud) is the first fully retrained base model since GPT-4.5. We break down its natively omnimodal architecture, coding improvements, agentic capabilities, safety classification, pricing, and how it compares to Claude Opus 4.7 and Gemini 3.1 Pro.
GPT-5.5 vs Claude Opus 4.7: Benchmarks, Pricing, Coding & Which to Choose
OpenAI's GPT-5.5 (Spud) dropped the same week Claude Opus 4.7 took the coding crown. We compare benchmarks, API pricing, agentic workflows, token efficiency, and real-world coding performance to help you pick the right model for your stack.
OpenCode Developer Guide: The Open-Source Terminal AI Coding Agent with 120K+ Stars
OpenCode is the fastest-growing open-source AI coding agent with 120K+ GitHub stars. Built in Go, it runs in your terminal with 75+ model providers, MCP support, LSP integration, and a plugin system. Complete setup, configuration, and workflow guide.
One subscription. Every flagship AI model.
Best practice: route reasoning-heavy tasks to Claude Opus and high-volume tasks to a cheaper model. WidelAI lets you switch per request, no extra contracts.
OpenCode vs Claude Code vs Cursor: Which AI Coding Tool Should You Use in 2026?
OpenCode (free, 75+ models), Claude Code ($20/mo, Anthropic-only), and Cursor ($20/mo, IDE-native) take fundamentally different approaches to AI-assisted coding. We compare model flexibility, edit reliability, pricing, and workflows to help you pick the right tool.
OpenCode MCP Integration: How to Extend Your AI Coding Agent with Custom Tools
OpenCode supports Model Context Protocol (MCP) for adding external tools - from GitHub and PostgreSQL to custom APIs. We cover local and remote MCP server setup, configuration patterns, context management, and building your own MCP tools for OpenCode.
OpenCode + Ollama: Run a Fully Private AI Coding Agent on Your Machine
Pair OpenCode with Ollama to run AI-assisted coding entirely on your hardware - zero API costs, zero data leaving your machine. We cover model selection (Qwen 3.6, DeepSeek Coder V3, Llama 4), hardware requirements, configuration, and performance tuning.
Building OpenCode Plugins: Custom Tools, Event Hooks & Extensions Guide
OpenCode's plugin system lets you add custom tools, hook into 25+ lifecycle events, and extend the AI agent with TypeScript. We cover the plugin API, custom tool creation, event hooks, npm distribution, and real-world plugin examples.
Kimi K2.6 Developer Guide: Benchmarks, API, Agent Swarm & Self-Hosting
Moonshot AI's Kimi K2.6 is the most capable open-source agentic model available - 80.2% SWE-Bench Verified, 300-agent swarm orchestration, native multimodal via MoonViT, and Modified MIT License. We cover architecture, benchmarks, API integration, pricing, and deployment.
Kimi K2.6 vs Claude Opus 4.6 vs GPT-5.4 vs Gemini 3.1 Pro: Complete Comparison
The first open-source model to genuinely compete with frontier proprietary systems. We compare K2.6 against Claude Opus 4.6, GPT-5.4, and Gemini 3.1 Pro across agentic, coding, reasoning, vision benchmarks, pricing, and licensing.
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