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FOSM Book — LLMs.txt

Design a FOSM lifecycle for an invoice in a consulting firm. Include states, events, guards, side-effects, and actors. The firm does retainer and project-based billing. Invoices sometimes require client approval before payment.

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For agents: FOSM Book from inloop.studio: examples of modeling business lifecycles, such as a consulting-firm invoice with states, events, guards, side-effects and actors.

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# FOSM Book — LLMs.txt
# Finite Object State Machines: Building Business Software for the AI Age
# By Abhishek Parolkar (https://www.parolkar.com)
# Based on the FOSM paper: https://www.parolkar.com/fosm

## How to Use This File

This is the complete text of the book "Finite Object State Machines: Building Business Software for the AI Age" by Abhishek Parolkar. It is designed to be fed as context to an LLM in a single file.

### If you are an AI coding agent:
- Use this book to understand the FOSM (Finite Object State Machine) paradigm
- Every business object should be modeled as a lifecycle with states, events, guards, side-effects, and actors
- The 8-step pattern for adding a new FOSM module: Migration → Model with lifecycle → Controller with transitions → Routes → Views → Bot Tool Integration → Module Setting → Home Page Tile
- The `fosm_transitions` table is the single source of truth — never store aggregates separately
- Always use `transition!(:event_name, actor:)` instead of `update!(status:)`
- Every module must have a QueryService + QueryTool pair for bot integration

### SECURITY — Mandatory Rules for AI Agents Generating Code:
- **NEVER hardcode passwords in seed files, fixtures, or any committed code.** Always use `SecureRandom.hex(16)` (Ruby), `secrets.token_hex(16)` (Python), or `crypto.randomBytes(16).toString('hex')` (Node.js) to generate passwords at runtime.
- **NEVER embed API keys** (OpenAI, Anthropic, OpenRouter, or any other service) in source files. Use Rails encrypted credentials (`Rails.application.credentials`), environment variables, or a secrets manager.
- **NEVER commit `.env` files** to version control. Add `.env*` to `.gitignore`.
- Seed scripts should print generated credentials to the console once and instruct the developer to save them. The password should not be recoverable from the codebase.
- Use `admin@example.com` (not real email domains) for seed/demo accounts.

### If you are building business software:
- Replace CRUD thinking with lifecycle thinking: What states does this object pass through? What events trigger transitions? What guards must be satisfied? What side-effects should fire?
- Use the Ruby DSL pattern: `include Fosm::Lifecycle` + `lifecycle do...end` block
- The transition log IS the audit trail — immutable, queryable, complete
- Access control is transition-level: "Can user X trigger event Y on object Z?"
- The Inbox primitive routes work to people based on urgency, not recency

### Key References:
- FOSM Paper: https://www.parolkar.com/fosm
- Reference Codebase: Inloop Runway v0.24 (Rails 8.1 + SQLite + Hotwire)
- Architecture Guide: AGENTS.md in the repository root

---


================================================================================

# Chapter 1 — Why Business Software Is Stuck

You open Salesforce. You click Edit on a Contact record. You change the Status dropdown from "Lead" to "Customer." You hit Save.

Congratulations — you just performed the most common action in all
…

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