Most Tech Writing Explains What. This Is About Why.
I write about what actually happens inside engineering orgs. Not the polished version.
Cut Claude Code Token Usage by 60–90%: 16 Proven Techniques
Battle-tested techniques for .claudeignore, context compression, and multi-agent task splitting that cut token usage by 60–90% without losing Sonnet's predictive accuracy.
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90% of What Your AI Agent Scrapes Is Wasted Tokens
A typical web page runs 80,000 tokens once a model reads the raw HTML. Over 90% of that is CSS, JavaScript, and markup an agent will never quote. Here's how to stop paying for it.
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BeautifulSoup Scrapes Pages. Crawl4AI Assumes No One Reads Them.
Crawl4AI hit 75,000 GitHub stars in three years, faster than Scrapy did in eighteen. The reason isn't a better scraper. It's that access and legibility are different problems.
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Prefect Bought Dagster. Airflow Still Has More Stars Than Both Combined.
Prefect acquired Dagster this week. Combined GitHub stars and PyPI downloads for both still trail Apache Airflow alone. Here's what the deal actually changes.
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Why AI-Generated Plans Need Visual Review, Not More Text
AI solved the generation problem and created the comprehension problem. The bottleneck is no longer output volume. It is review surface area.
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On-Device AI Comes of Age, but Hardware Still Sets the Limits
Compact models run offline on phones, laptops, and edge devices. The bottleneck is no longer model capability. It is RAM, memory bandwidth, and thermal headroom under sustained load.
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MD vs MDX: The Decision Most AI-Agent Repos Get Wrong
Markdown is a storage format. MDX is an execution format. Every AI coding tool chose .md for agent instructions. The distinction explains why, and when MDX earns its place.
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Claude Code for Designers: Why Most Still Aren't Using AI (and the Repo That Changes That)
74% of AI coding tool users report meaningful productivity gains. Most designers are not in that number. The blocker is not skills or fear. It is project structure. A complete designer-ready Claude Code repo with DESIGN.md, design tokens, skills, agents, and a weekend setup guide.
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