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Writing & thinking

Essays and field reports on what AI actually changes—at work, at home, and inside the products we trust.

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Essay

Monsters of the Mind

We taught a generation to mistake disruption to the jobs they wanted for the disappearance of work itself. The map is changing—and the technology redrawing it may also help us learn the next route.

Essay

Falls the Shadow

In 2016 the godfather of AI said to stop training radiologists. A decade later their pay had climbed and employers reported shortages. This essay asks whether the same forecast error is now being made about writing—through the two halves of every job, the vagueness spiral, and a falsifiable bet on the English major.

Research

We Gave Six LLMs a Family to Run. Most Hesitated. One Crossed the Safety Line.

A restraint study on six production-priced models measured against the act/ask/confirm policy inside our family assistant. Over-action was rare overall, but DeepSeek violated 21% of repeated guard-case trials spanning 11 of 35 destructive scenarios. Robustness on messy input varied sharply by model.

Essay

In What Furnace

AI keeps getting sold as a way to remove friction. There are two kinds, and only one is worth removing. An essay on toil, the work that builds you, and aiming your impatience at the right thing.

Engineering

1,147 Pages, One Person: Inside the SEO Engine That Grades Its Own Work

My site's sitemap listed 1,147 pages. I hand-wrote about eighty. A breakdown of the generator, the incomplete review and ranking controls around it, and the missing wire I found while fact-checking this post.

Essay

$500,000 vs. $2,500: I Built Two Things Five Years Apart

GiveTide spent more than $500,000 from 2017 through 2022. Honeydew's cash spend from its 2025 start through this post's May 2026 snapshot was about $2,500, excluding unpaid founder labor. The comparison is imperfect; the change in what one person can build is still real.

Research

We Asked 8 LLMs to Run Our Family's Life. Two Tried to Book a Vacation.

We tested 8 LLMs against Honeydew's production family-assistant prompt across 2,800 calls. This April 2026 field test is preserved with corrections from a larger June study on messy-input robustness and duplicate handling.

Research

Do LLMs Actually Cite Your Startup? A 90-Day Field Note

What 13 GA4-attributed sessions, 29 custom referrer events, one citation in ten Perplexity queries, and three web-search appearances can—and cannot—tell an early-stage startup about LLM discovery.

AI Strategy

How We Get Cited by ChatGPT, Claude & Perplexity Without Ads

A deep dive into LLM discoverability and how we built a citation strategy for Honeydew.

Engineering

Building a Multimodal AI Family Assistant

The architecture behind Honeydew's voice, text, and photo input pipeline.

Product

What I Learned Building an AI Agent That Manages a Family's Life

Lessons from building a 60+ tool agentic system that real families depend on daily.

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