Use-case stack · side-hustle printers

Print farm / multi-printer ops

Controllers, failure notes, and config discipline when more than one printer is online.

Klipper/OctoPrint stay the control plane. LLM helps write runbooks and review diffs — never auto-apply motion settings.

Preferred / primary

Self-hosted CAD / 3D

Printer control stacks; pair with LLM only for config review and failure notes — never auto-flash unreviewed cfg.

In this stack: Control plane for printers; AI only for notes/diff review.

Details Site

Hybrid CAD / 3D

Slicer is not “AI,” but pairing Orca profiles with an LLM triage prompt is a killer maker stack.

In this stack: Profiles and failure triage per machine.

Details Site

Hybrid Research

Spreadsheet as system of record; LLM helps formulas, cleanup, and explanations.

In this stack: Queue, filament lots, and maintenance log.

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Self-hosted Automation

Self-hostable workflow automation; can call LLMs as steps.

In this stack: Alerts from farm → chat/email.

Details Site

Self-hosted Automation

Self-hostable LLM app builder (RAG, agents, workflows) with a polished UI.

In this stack: Optional internal runbook/RAG portal.

Details Site

Web LLM / chat

Anthropic models strong at long-context writing, code review, and careful analysis.

In this stack: Write runbooks from your real failure notes.

Details Site

App / desktop Image

Product photo background removal and studio-like shots for shops.

In this stack: Product photos when farm output goes to a shop.

Details Site

Stacks are editorial starting points — swap tools when policy, budget, or hardware demands it.