---
title: "The AI Weekly Reflection engine"
url: "https://kaperkins.com/lab/ai-weekly-reflection-engine"
author: "Karl Perkins (K.A. Perkins)"
site: "Avodah Dynamics"
category: "AI"
published: "2026-06-25"
updated: "2026-06-28"
description: "Sunday-night cron generates 5 personalized prompts based on the week's actual activity. You answer in a few sentences and the AI ghost-writes a polished Founder Reflection in your voice."
---

# The AI Weekly Reflection engine

## Summary

Sunday-night cron generates 5 personalized prompts based on the week's actual activity. You answer in a few sentences and the AI ghost-writes a polished Founder Reflection in your voice.

## Problem

Most weekly reviews are journaling theatre. They don't reflect what you actually did, and the writing tax is too high to keep up.

## Solution

Built reflection.functions.ts plus a /admin/reflection page. The generator reads the week's captures, taxonomy distribution, and stale projects, asks the right questions, and composes a draft you can edit and publish.

## Lessons Learned

Reflection is a writing problem disguised as a discipline problem. Solve the writing and the discipline survives.

## Next Steps

Auto-publish the polished reflection to /journal on Sunday at 9pm unless the user vetoes it by 8:30.

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Source: https://kaperkins.com/lab/ai-weekly-reflection-engine · Karl Perkins, Avodah Dynamics