Amortized Workflow

Q: What is a Claude Code skill and how does the Amortized Workflow 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. Amortized Workflow is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: general-misc · Last updated: 2026-06-08

Opinionated amortized Bayesian workflow with BayesFlow for simulation-based inference (SBI). Contains critical guardrails that agents will usually not apply unprompted — always consult before writing BayesFlow code. Trigger on: simulation-based inference, amortized inference, approximate Bayesian inference, BayesFlow, neural posterior estimation, posterior amortization, simulator design, prior design for SBI, offline/online simulation pipelines, uncertainty quantification from simulators, structured data encoders (sets, time series, images), or mentions of BasicWorkflow, fit_online, fit_offline, fit_disk, flow matching, diffusion model, consistency model, normalizing flow, summary networks, adapters, or simulation budgets.

About this skill (catalog notes)

Amortized Workflow includes a dedicated installation section; worked examples; 5 code blocks for direct copy-paste. At roughly 3,474 words the SKILL.md is on the longer end of the catalog distribution.

License: MIT
Original author: Learning-Bayesian-Statistics
Indexed lastmod: 2026-06-08
Catalog position: General · general-misc
Indexed related skills: 10

How Amortized Workflow fits the catalog

Amortized Workflow sits in the General category under the general-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

What this skill does

Amortized Workflow 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/amortized-workflow/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Amortized Workflow 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 119,000+ 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/amortized-workflow
curl -L https://claudskills.com/skills/amortized-workflow/SKILL.md \
  -o ~/.claude/skills/amortized-workflow/SKILL.md

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

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

📱 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 Amortized Workflow Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/amortized-workflow/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Amortized Workflow skill do?

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 Amortized Workflow skill?

Use Amortized Workflow 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 Amortized Workflow" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Amortized Workflow 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. Amortized Workflow 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

Source: https://github.com/Learning-Bayesian-Statistics/baygent-skills/blob/HEAD/amortized-workflow/SKILL.md
License: MIT
Author: Learning-Bayesian-Statistics

Cite this skill

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

APA

Learning-Bayesian-Statistics. (2026). Amortized Workflow [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/amortized-workflow/

BibTeX

@misc{amortized-workflow-2026,
  author    = {Learning-Bayesian-Statistics},
  title     = {Amortized Workflow [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/amortized-workflow/}
}

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills. · What's New · Install guide · About · llms.txt

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