Category
Automation & AI
Automation and AI-assisted workflows for a small team: building a marketing site with Claude Code, turning a changelog into content, and automating the repetitive parts like hero-art generation across a large blog.
15 articles
About the Automation & AI thread
Automation for operations small enough that every hour counts and nobody is going to buy a platform. The test applied throughout: automate the thing you have already done manually enough times to know its edge cases, and not before. Premature automation encodes a process you have not finished learning.
A large share of this cluster is now about AI-assisted work, because that is where the leverage moved. The honest version is that frontier models compress some tasks dramatically and add review burden to others, and the difference is usually whether the output can be verified quickly. Articles here work through which categories fall on which side.
What this topic covers
- Scripting repetitive media work: resize, convert, rename, and batch pipelines
- AI-assisted operations: what to hand over and what to keep
- Shipping production work with frontier models, including the review cost
- Zero-downtime content deploys for a small site
- Choosing tools you can still maintain in a year
Who it's for
Solo operators and small teams looking for leverage, and developers automating their own workflow.
15 articles in this thread, newest first. Every one is free to read with no signup.
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Automation & AI · Jul 28, 2026
Shipping production work with frontier AI
A practical loop for drafting, verifying, and shipping production work with frontier AI while keeping humans accountable for outcomes.
Field notes
Automation & AI · Jun 10, 2026
Human-in-the-loop automation: where to keep a person in the workflow
Why full automation is the wrong default for some steps, the four signals that a step needs a human (high stakes, low reversibility, fuzzy judgment, trust-defining), how to design a checkpoint that adds value instead of friction, and how to move the line over time as you build confidence.
Novus Stream Solutions (hub)
Automation & AI · Jun 7, 2026
Turning a changelog into content: a repeatable system
A repeatable system for turning a changelog into content: why the changelog is a content goldmine, how to expand a release note into an article, and how to keep it honest and connected to docs.
Novus Stream Solutions
Automation & AI · Jun 7, 2026
The email automation flows every small store needs
The core automated flows (welcome, abandoned cart, post-purchase, and win-back): what each one does, why it recovers revenue, and how to set them up without a big team.
Novus Stream Solutions (hub)
Automation & AI · Jun 5, 2026
Building a marketing site with Claude Code: the honest workflow
A grounded account of building a marketing and content site with Claude Code: the code-as-content architecture that fits, where AI assistance genuinely helps, where it needs a human, and the quality guardrails that keep it from producing slop.
Novus Stream Solutions