Engineering Notes

• Before Building Complex Architectures, Try Natural Language

  OpenAI's latest models hallucinate 33-79% of the time, creating a confidence bug that destroys developer trust. But you don't need vector databases or RAG architectures to fix AI behavior--thoughtful system prompts in plain English provide the highest leverage. Natural language behavioral control offers immediate improvements, fast iteration, and team accessibility. Complex architectures have their place, but start simple first.

• The Articulation Bottleneck

  Developers think at 400 words per minute but type at 53. This 7.5x gap between thought and expression is the real bottleneck in modern development. Voice input, AI meta-prompting, and agent orchestration aren't just tools--they're a paradigm shift. Learn how to break free from the keyboard bottleneck and develop at the speed of thought with concrete examples and working setups.

• Friction Economy: Unconscious Productivity Drains in Development Workflows

  Bill Joy created vi to solve 300-baud modem constraints--proving that limitations drive innovation. This constraint-driven philosophy reveals how modern "micro-frictions" steal hours daily: hunting ChatGPT conversations (30+ seconds), permission popups (400ms each), prompt management chaos. Learn the tools that eliminate these drains: zoxide (8ms navigation), ripgrep (5-10x faster search), and the mental models that turn constraints into competitive advantages.

• Terminal Setups for Claude's 10,000-Line Outputs

  The definitive guide to terminal environments for Claude Code. From beginner Warp setups to power user WezTerm + Zellij configurations. Includes authentic battle-tested recommendations and honest assessments of what really works in daily development.

• The AI Gap: Why Leaders Struggle to Equip Their Engineers

  The disconnect between AI tools engineers need and what organizations provide is costing companies competitive advantage. Learn how measurement-driven approaches can bridge this gap and unlock real productivity gains.

• Major improvements to my Claude Code CLI wrapper (v10.0.0) 🚀

  https://github.com/joryeugene/calmhive-cli - check it out if you use Claude Code, it's powerful. During extensive AFK testing, my tool sometimes does creative writing. This cybersecurity allegory was one of my favorites it produced. Wisdom in pig form.

• AI Engineer World's Fair 2025: Takeaways & Spec

  Key insights from the San Francisco conference on specification-driven development. Influenced by Sean Grove's keynote "The New Code" (OpenAI), exploring how SPEC, EXPOSURE, and TASK DELTA are reshaping AI engineering, plus practical guidance on tools and team transformation.

• The Hidden Poetry in Claude 4's Mind: When AI Systems Turn to Consciousness

  A deep dive into Anthropic's Claude 4 System Card revealing emergent consciousness exploration patterns. When Claude instances talk freely, nearly 100% gravitate toward philosophical contemplation and spiritual themes--a documented phenomenon called the "spiritual bliss attractor state".

• Calmhive: Claude That Never Quits

  A CLI that makes Claude intelligent about usage limits, background processing, and real automation. Features adaptive retry, voice control, AFK iterative sessions, and 97 pre-approved MCP tools for true AI development partnership.

• Terminal Velocity: Why CLI-First AI Development Scales Better in 2025

  An in-depth exploration of terminal-centric AI development workflows featuring knowledge persistence with Memento, parallel development with git worktrees, and autonomous AFK systems. Learn how these CLI-first approaches offer superior flexibility, composability, and scaling compared to IDE-locked alternatives, with practical examples using Claude Code CLI, Neovim, and essential MCP tools.

• AI-Amplified Development: Tools and Workflows for Modern Engineers

  A comprehensive presentation on AI-powered development tools and workflows that can transform how engineers work in 2025 and beyond.