A chronological collection of insights on technical specification, product strategy, and AI-driven documentation.
Dynamic MCPs let AI agents discover, configure, and compose tools at runtime instead of relying on a fixed, hardcoded toolset. With the Docker MCP Gateway, agents can search, add, configure, remove, and execute tools on demand—securely, via Docker.
An overview of Google Gemini 3, highlighting its advanced reasoning, generative interfaces, multimodal capabilities with a 1M-token context window, and new agentic tools like Gemini 3 Deep Think, Google Antigravity, and Gemini Agent.
OpenAI’s GPT-5.1 introduces adaptive reasoning, conversational improvements, and specialized variants—Instant, Thinking, and Auto—to better match user needs from casual chat to deep analysis.
A concise 2025 comparison of Claude Code, GitHub Copilot CLI, and Gemini CLI for terminal-based AI coding, including pricing, capabilities, and strategic recommendations for different developer profiles.
Anthropic’s Claude Sonnet 4.5 delivers state-of-the-art coding performance with 77.2% SWE-bench Verified accuracy, major gains on autonomous computer use, strong safety alignment, and developer-focused features like checkpointing and an Agent SDK.
GitHub Copilot CLI, launched on September 25, 2025, brings agentic AI directly into the terminal, with deep GitHub integration, model switching, custom agents, and flexible pricing tiers.
GitHub’s new MCP Registry centralizes discovery of Model Context Protocol servers, offering a curated marketplace with direct VS Code installation, GitHub Copilot integration, and community-driven rankings.
Kiro IDE introduces Spec-Driven Development, an agentic AI workflow where EARS-formatted requirements become the single source of truth for design, implementation, and testing—improving alignment, accelerating onboarding, and reducing rework.
Most people are vibe coding wrong because they skip the most important step: writing a spec first. Make your AI act like a product manager—ask questions, define scope, then write code.
Google Gemini CLI is a free, open-source AI agent that brings Gemini 2.5 Pro into your terminal with a 1M token context window, built-in Google Search, and MCP-based extensibility.
