AI updates and workflow thinking.

Practical notes on building with AI: what works in production, what breaks, and how to think about it.

FreelancingUpworkOct 7, 202610 min read

Is Your Upwork Tool Allowed? A Four-Question Test

Upwork's own rules define a bot more broadly than most tool reviews admit. Four questions that sort any job-finding or proposal tool into allowed, risky, or prohibited, plus the compliant version of what freelancers actually want.

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FreelancingUpworkOct 3, 2026

How to Score an Upwork Job Before You Spend a Connect

A 10-signal scoring rubric for deciding which Upwork jobs are worth a Connect, the threshold that makes it a decision instead of a feeling, and the signals that are weaker than freelancers think.

7 min read

AI SystemsSOPsJun 19, 2026

How to Build an AI System for Your Business

A practical guide to deciding what to delegate to AI, which tools to use, and how to write SOPs an AI can actually follow.

11 min read