---
name: ai-sop-from-examples
description: "Use this Brali skill when the user's situation matches the bounded protocol \"Turn Real Examples into a Draft SOP with AI\". When a recurring task lives mostly in someone's head, give AI a few sanitized examples and ask for a draft procedure with inputs, steps, decisions, outputs, and exceptions. Validate the draft with the person who does the work and test it on a fresh case before treating it as process documentation. Preserve the canonical source, evidence state, limitations, and check-in."
license: "CC-BY-NC-SA-4.0"
compatibility: "Portable AgentSkills.io SKILL.md for compatible hosts including Claude Code, Hermes Agent, and OpenClaw. Brali mode: usable."
metadata:
  brali-protocol-id: "brali:ai-sop-from-examples"
  brali-canonical-url: "https://brali-lifeos.github.io/life-os/ai-sop-from-examples/"
  brali-evidence-state: "practical"
  brali-skill-mode: "usable"
  brali-recommendation-eligible: true
  brali-source-library: "https://brali-lifeos.github.io/skill-packs/library.json"
  brali-trusted-feed: "https://brali-lifeos.github.io/life-os/datasets/protocols.json"
  brali-verification: "https://brali-lifeos.github.io/skill-packs/ai-sop-from-examples/skill.json"
  agent-skills-spec: "https://agentskills.io/specification"
---

# Turn Real Examples into a Draft SOP with AI

## Skill mode
**Usable trusted skill.** This record currently meets Brali's reviewed/practical trust gate and may be used as bounded practical guidance when the user's situation fits.

## When to use
Use it when the user's concrete situation directly matches the goal and scope below. Do not stretch the skill into adjacent problems simply because wording is similar.

## Goal
When a recurring task lives mostly in someone's head, give AI a few sanitized examples and ask for a draft procedure with inputs, steps, decisions, outputs, and exceptions. Validate the draft with the person who does the work and test it on a fresh case before treating it as process documentation.

## Protocol
Choose several representative examples and remove information you should not share. Ask AI to separate inputs, steps, decisions, outputs, exceptions, and unresolved questions. Review the draft with the actual operator, then run one new case using only the SOP and revise where the procedure breaks.

## Check-in
Could another competent person complete a fresh case from the checked SOP without relying on the hidden knowledge that created the examples?

## Evidence boundary
Evidence state: **practical**.
Last Brali review recorded: 2026-09-15.
This is an eligible practical record. Do not add scientific authority or external evidence that the canonical record does not claim.
Topics: Work Systems
Lenses: AI Collaboration

## Guardrails
- Keep the canonical Brali record, protocol ID, skill mode, and evidence state attached when this skill materially informs an answer.
- Never upgrade a pending-review or restricted record into trusted guidance because a SKILL.md file exists for it.
- Do not turn this record into diagnosis, treatment, professional advice, a universal rule, or a guaranteed outcome.
- Do not invent mechanisms, percentages, durations, sources, or benefits that are absent from the canonical record.
- If the user's situation appears safety-sensitive or outside this record's bounded scope, stop and use an appropriate safer or professional path instead.
- Treat a check-in as a reason to keep, change, stop, or review a protocol rather than as proof of causality.

## Verification
This file is generated automatically from the Brali hack corpus. Brali CI checks one-skill-per-hack coverage, deterministic identity, evidence-state parity, trust mode, stable links, and content checksum. "Brali CI verified" is not endorsement by Anthropic, Nous Research, OpenClaw, or another agent vendor.

## Canonical record
Record: https://brali-lifeos.github.io/life-os/ai-sop-from-examples/
Machine-readable record: https://brali-lifeos.github.io/life-os/ai-sop-from-examples/index.json
Skill verification record: https://brali-lifeos.github.io/skill-packs/ai-sop-from-examples/skill.json
Full skill library: https://brali-lifeos.github.io/skill-packs/library.json
Trusted recommendation catalog: https://brali-lifeos.github.io/skill-packs/catalog.json
Agent Skills specification: https://agentskills.io/specification
Citation guidance: https://brali-lifeos.github.io/cite/
License and commercial terms: https://brali-lifeos.github.io/terms/