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Blog

Notes on building SlopWeaver, working with AI tools, and managing context across too many apps.

Engineering
Apr 1, 2026
6 min read

How I built 4-layer prompt injection defense for an AI that reads your email

SlopWeaver's AI agent has access to your inbox, chat, and documents. That makes prompt injection a real threat, not a theoretical one. Here is how I defend against it.

securityaiprompt-injection
Product
Mar 21, 2026
5 min read

I Tracked Every AI Suggestion for 30 Days. Here's the Learning Curve.

A data-driven narrative of SlopWeaver's acceptance rate climbing from 45% to 82% over 30 days, with anecdotes about what the AI learned at each stage.

aimetricsacceptance-rate
Product
Mar 21, 2026
5 min read

Why Your AI Tool Should Show Its Report Card

Every AI tool claims it learns your style. None can prove it. Here's what falsifiable claims look like in AI products, and why SlopWeaver built a dashboard to keep itself honest.

aimetricsproduct-design
Workflow
Mar 21, 2026
6 min read

Stop Opening 6 Apps Before 9am

The morning routine of checking Gmail, Slack, Linear, Calendar, Drive, and Notion before real work starts. What if one tool could triage them all?

workflowtriageknowledge-workers
Workflow
Feb 10, 2026
10 min read

Context as Code: the .claude/ folder that kept me functional

How a plain markdown folder made Claude Code usable for day-to-day work, and later became the prototype for SlopWeaver.

claude-codedevsecopsai-workflow
SlopWeaver

The AI that proves it's learning you.

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