Insights
Research, frameworks, and field notes on human-AI collaboration.
From Prompt to Template: Why I Built a Bilingual Document Engine for Corporate Workflows
Asking an LLM to write the same NDA every Monday is a tax. katib trades full-document generation for variable filling — 10× to 100× fewer tokens, identical output every time, bilingual EN+AR by default.
The /think Skill — Bloom's AI Framework v2 in Claude Code
Free, open-source skill that runs the v2 framework interactively in Claude Code. Quick mode for daily decisions, deep mode for serious work. Install in 2 minutes.
Bloom's AI Collaboration Framework — v2
A cognitive model for human–AI partnership. v2 reframes the L3/L4 line as an auditability boundary — and tells the truth about Level 1.
Evaluate Before You Build: A Practitioner's Guide to Disciplined Vibe Coding
Vibe coding ships fast. Disciplined vibe coding ships code that lasts. A step-by-step walkthrough of the pre-build checkpoint that closes the production gap.
40+ AI Tools and You Still Can't Choose
AI tool overload is real. 2,789 posts reveal the #1 pain point isn't capability — it's choosing. Here's why decision fatigue is costing you more than any subscription.
The GCC Enterprise Agentic AI Decision Framework: Build, Buy, or Wait?
Most GCC enterprise leaders have AI pilots running but can't decide what's next. This three-axis framework — use case maturity, security posture, build capability — gives you a principled way to choose between building, buying, or waiting.
Enterprise AI Has Entered the Trust Era: What That Means for Your Organization
AI capability has outpaced AI trust. Amazon's senior review mandate and NVIDIA's NemoClaw launch signal that enterprise AI governance is no longer optional — it's the infrastructure that enables speed.
The AI Thinking Gap — Why We Have the Tools but Not the Thinking to Use Them
Organizations are spending billions on AI tools — but without a thinking framework, usage stays stuck at the lowest cognitive levels. This is where real transformation begins.
The Human-AI Collaboration Landscape: 419 Posts Analyzed
Market research across 6 platforms reveals a massive gap — everyone teaches AI tools, nobody teaches AI thinking.
Vibe Coding and the Production Gap
167 posts reveal vibe coding's biggest challenge — the gap between prototype and production is a cognitive problem, not a technical one.
The AI Developer Tools Landscape
170 posts reveal the consolidation of AI coding tools — and why persistent context is the real competitive advantage.
Top-Down Learning with Bloom's Taxonomy
Why starting at Level 5 (Evaluate) instead of Level 1 (Remember) leads to deeper learning — and how AI amplifies the effect.
Building a Second Brain with Claude Code
How an Obsidian vault integrated with Claude Code creates persistent AI memory — solving the biggest pain point in AI development.