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Scaling Interaction Assumptions

Category: General  ·  Sub-category: general-misc  ·  Last updated:
Verify and design for user-base scaling — broader audiences, more diverse use cases, more edge cases, behaviors that weren''t anticipated. Use when launching to a new market, scaling from beta to GA, expanding from one team to a company, or any context where the user population is growing or changing. Interaction scaling is often harder than load scaling because it surfaces design assumptions that worked for the original audience but fail for a broader one.
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From the source SKILL.md

The second kind of scaling fallacy: assumptions about how users will behave, what use cases they'll have, what they'll consider acceptable. A design that works for 100 early users — who tend to be sophisticated, motivated, and tolerant of rough edges — frequently fails for 100,000 broad-audience users who lack those qualities.

What this skill does

Scaling Interaction Assumptions is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/scaling-interaction-assumptions/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when launching to a new market, scaling from beta to GA, expanding from one team to a company, or any context where the user population is growing or changing. Interaction scaling is often harder than load scaling because it surfaces design assumptions that worked for the original audience but fail for a broader one.

Who uses this skill

The Scaling Interaction Assumptions Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 178,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/scaling-interaction-assumptions
curl -L https://claudskills.com/skills/scaling-interaction-assumptions/SKILL.md \
  -o ~/.claude/skills/scaling-interaction-assumptions/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/scaling-interaction-assumptions/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/scaling-interaction-assumptions/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\scaling-interaction-assumptions\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Scaling Interaction Assumptions Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/scaling-interaction-assumptions/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Scaling Interaction Assumptions skill do?
Verify and design for user-base scaling — broader audiences, more diverse use cases, more edge cases, behaviors that weren''t anticipated. Use when launching to a new market, scaling from beta to GA, expanding from one team to a company, or any context where the user population is growing or changing. Interaction scaling is often harder than load scaling because it surfaces design assumptions that worked for the original audience but fail for a broader one.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Scaling Interaction Assumptions skill?
Use Scaling Interaction Assumptions when your Claude Code task falls under the General category — specifically in the general misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Scaling Interaction Assumptions" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Scaling Interaction Assumptions skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Scaling Interaction Assumptions is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
Alex0nder. (2026). Scaling Interaction Assumptions [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/scaling-interaction-assumptions/
BibTeX
@misc{scaling-interaction-assumptions-2026,
  author    = {Alex0nder},
  title     = {Scaling Interaction Assumptions [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/scaling-interaction-assumptions/}
}

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