CustCuts: Turn Repetitive Windows Tasks Into a Keyboard Shortcut
Built by Jason Ead, CustCuts turns repetitive Windows routines into global hotkeys for text snippets, applications, websites, and folders. It is free for personal and educational use.
BY JASON EAD
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Original guides and analysis about coding tools, models, GitHub projects, agents, and creative AI workflows.
Published articles
73 articles
Is Your AI Agent Drunk?
A polished answer can hide loops, bad tool calls, unsafe permissions, and wasted money. Learn to evaluate the agent's entire execution path.
AI Disclosure Without the Panic: A Practical Guide to Content Provenance
Start with a simple content receipt, match disclosure to risk, and understand what machine-readable provenance can—and cannot—prove.
The Build Story Is More Valuable Than the Launch Post
A finished result gets attention. The documented failures, fixes, measurements, and limits teach readers how the work transfers.
How to Find AI Stories Before the Headline Without Believing the Hype
Use early community and developer signals to discover AI stories—then move each clue through a disciplined verification ladder.
Portable Agent Skills: The Recipe That Can Outlast the Model
Agent skills preserve reusable instructions, tools, references, and safeguards. Here is how they work, travel, and fail.
Why Your AI Agent Can Look Brilliant and Still Do the Wrong Job
A friendly-to-technical guide to testing an AI agent's goal, tool path, failure handling, authority, and real-world reliability.
Is It Worth Your Time? Five AI Articles for Today
Five separate AI articles that begin simply and grow into practical, technical, and expert-level guidance.
Why Github Copilot Isn’t What You Think It Is
Common understanding of Github Copilot misses a critical mechanism. This isn’t a minor correction — it changes how we should approach the topic entirely. The mechanism I’m describing isn’t obvious…
The Hidden Architecture of Bottleneck Migration
Common understanding of Bottleneck Migration misses a critical mechanism. This isn’t a minor correction — it changes how we should approach the topic entirely. The mechanism I’m describing isn’t obvious…
The Benchmark Vs Capability Mechanism Nobody Explains
Common understanding of Benchmark Vs Capability misses a critical mechanism. This isn’t a minor correction — it changes how we should approach the topic entirely. The mechanism I’m describing isn’t…
Human Ai Collaboration: Beyond the Hype, What Actually Works
Common understanding of Human Ai Collaboration misses a critical mechanism. This isn’t a minor correction — it changes how we should approach the topic entirely. The mechanism I’m describing isn’t…
The Ai Consciousness Mechanism Nobody Explains
The ELIZA effect describes humans anthropomorphizing pattern-matching systems. This isn’t a minor correction — it changes how we should approach the topic entirely. The mechanism I’m describing isn’t obvious from…
Step-by-Step: Productivity for Production
## Outcome By the end of this guide, you will have safely configured Productivity for production use with validation and rollback procedures. You’ll understand not just *how* to configure it,…
The Future Of Work Mechanism Nobody Explains
‘Prompt engineer’ as a dedicated role largely collapsed into general AI literacy within 18 months. This isn’t a minor correction — it changes how we should approach the topic entirely.…
AI Does Not Replace Work. It Moves the Bottleneck.
Most teams adopt AI like they’re buying a faster calculator. They treat it as a tool that does the same work, just quicker. That’s the wrong mental model — and…
Why Ai Consciousness Isn’t What You Think It Is
The ELIZA effect describes humans anthropomorphizing pattern-matching systems. This isn’t a minor correction — it changes how we should approach the topic entirely. The mechanism I’m describing isn’t obvious from…
The Ai Consciousness Mechanism Nobody Explains
Integrated Information Theory (IIT) proposes consciousness requires specific causal structure that current LLMs may lack. This isn’t a minor correction — it changes how we should approach the topic entirely.…