# LiFoli Works Agent Context

LiFoli Works is not an HR SaaS, ATS, generic chatbot, or unattended autonomous
employee. It is a macOS work app where the AI junior Foli learns repeat work
from real work, turns it into a reviewable skill, and prepares the next run
under the user's approval.

## Current Product Direction

- Customer-facing product: AI junior / AI work app.
- Business-facing product: AX execution platform for agent-unready work.
- Current public wedge: Korean government support application operations.
- Primary conversion: early-access pre-registration.
- Pricing: Free; Basic at KRW 30,000 or USD 25 monthly; Pro at KRW 100,000 or
  USD 79 monthly; Business at KRW 300,000 or USD 249 monthly; Custom by contract.
- Checkout: KRW subscription in Korea, USD subscription with PayPal in the US,
  and a USD credit model in mainland China. China credit-pack terms are not public.

Foli is designed to notice, prepare, ask when unsure, request approval for
important actions, record what happened, and improve on the next run.

## Government Support Application Wedge

Foli helps Korean founders and small-business operators prepare government
support applications by reading official notices, checking requirements,
matching company evidence, drafting application fields, organizing attachments,
and stopping at submission-ready review.

Foli does not submit applications, send external messages, publish files, pay
fees, or make consequential changes without explicit user approval.

## Core Product Loop

```txt
real work observation
-> intent, step, decision, and exception understanding
-> reusable skill draft
-> user review and correction
-> approval-gated execution
-> evidence, outputs, and run history
-> memory and skill improvement
```

## Agent Experience Posture

- Agent-readable docs are first-class product surfaces.
- [Token-efficient discovery](https://www.lifoli-works.com/.well-known/ai) is available.
- Agent skills are packaged with `SKILL.md`, manifests, examples, and evals.
- External skills from catalogs are reviewed references, not automatically
  trusted runtime code.
- The permission ladder is read, draft, local_execute, external_write, payment.
- Human and agent actions must be distinguishable in audit records.
- Agent-facing analytics preserve selected route, actor, approval class, and
  evidence state without exposing secrets.
- Scoped credential lifecycle support should include create, rotate, revoke, and
  expire semantics before autonomous external writes are broadened.

## Automation Route

```txt
Official MCP
-> Browser automation
-> PrintingPress-generated MCP
-> human-in-the-loop fallback
```

## AX Scanner

- Scores explicit readiness signals before any live crawling.
- Selects official MCP, API connector, browser automation,
  PrintingPress-generated MCP, or human fallback.
- Assigns a minimum permission class for the selected route.

## Important Public Surfaces

- [Marketing landing](https://www.lifoli-works.com/en-us/)
- [Early-access pre-registration](https://www.lifoli-works.com/pre-register)
- [Korean pricing](https://www.lifoli-works.com/ko-kr/pricing/)
- [US pricing](https://www.lifoli-works.com/en-us/pricing/)
- [Machine-readable pricing](https://www.lifoli-works.com/pricing.md)
- [Government support application use case](https://www.lifoli-works.com/use-cases/government-grant-application/)
- [All repeat-work use cases](https://www.lifoli-works.com/use-cases/)
- [Open Korean government support programmes](https://www.lifoli-works.com/notices/) — every
  currently recruiting 지원사업 공고, each with its eligibility gates split into checkable
  rows, the application channels the notice actually accepts, and days left. Rebuilt daily
  from the 창업진흥원 K-Startup open dataset (data.go.kr/data/15125364, 이용허락범위 제한 없음);
  the official notice remains the authority and every page links to it.
- [Agent-readable early-access and pricing status](https://www.lifoli-works.com/early-access.md)
- [Public AX posture, route order, permissions, and audit](https://www.lifoli-works.com/docs/agent-experience.md)
- [Public API recipes for `/ax/scan`, `/mcp`, and skill discovery](https://www.lifoli-works.com/docs/api-recipes.md)
- [Runtime stdio MCP export manifest](https://www.lifoli-works.com/mcp)
- [Autonomous and scheduled agent check-in contract](https://www.lifoli-works.com/HEARTBEAT.md)
- [Crawler policy and discovery pointers](https://www.lifoli-works.com/robots.txt)

## Every Repeat-Work Use Case

Each page states the job, the sources it reads, the artifacts it produces, and
where a person must still decide. Korean is canonical; `/en-us/use-cases/<slug>/`
and `/zh-cn/use-cases/<slug>/` carry the same structure.

- [Government support application automation](https://www.lifoli-works.com/use-cases/government-grant-application/) — read the notice, judge eligibility, connect company evidence, prepare the application for review
- [Vendor settlement automation](https://www.lifoli-works.com/use-cases/partner-settlement-operations/) — match contracts, orders, fulfillment, and tax records, then raise only the differences
- [Weekly status briefing automation](https://www.lifoli-works.com/use-cases/founder-team-lead/) — collect scattered progress into today's decisions, risks, and owners
- [Business operations automation](https://www.lifoli-works.com/use-cases/business-operations/) — prepare contracts, filings, and renewals before the deadline
- [Month-end close automation](https://www.lifoli-works.com/use-cases/finance-reconciliation/) — reconcile bank, card, and sales records and surface only mismatched transactions
- [Freelancer operations automation](https://www.lifoli-works.com/use-cases/freelancer-operations/) — carry a request from quote and contract through delivery and unpaid invoices
- [Sales follow-up automation](https://www.lifoli-works.com/use-cases/sales-follow-up/) — turn a finished conversation into CRM updates and the next touchpoint
- [Content production automation](https://www.lifoli-works.com/use-cases/content-marketing/) — research a topic and draft it per channel in the brand voice
- [Ad performance reporting automation](https://www.lifoli-works.com/use-cases/paid-media-operations/) — read performance changes and prepare one comparable experiment
- [Customer inquiry automation](https://www.lifoli-works.com/use-cases/customer-support/) — draft answers grounded in the policy that applies to this customer
- [Meeting notes automation](https://www.lifoli-works.com/use-cases/project-management/) — turn decisions into owners, deadlines, board updates, and reports
- [Recruiting screening automation](https://www.lifoli-works.com/use-cases/recruiting-operations/) — build scorecards, interview packets, and candidate messages per role
- [Onboarding automation](https://www.lifoli-works.com/use-cases/people-operations/) — prepare per-person tasks, documents, accounts, and access from hire to exit
- [Internal training material automation](https://www.lifoli-works.com/use-cases/learning-enablement/) — turn company knowledge into role-specific learning paths
- [Contract review automation](https://www.lifoli-works.com/use-cases/contracts-procurement/) — isolate non-standard clauses and route purchase approvals
- [Market research automation](https://www.lifoli-works.com/use-cases/research-planning/) — turn sources into evidence-backed options and open risks
- [Incident response automation](https://www.lifoli-works.com/use-cases/development-it-operations/) — diagnose and prepare recovery along the team's runbook
- [Logistics exception automation](https://www.lifoli-works.com/use-cases/logistics-operations/) — pass normal orders through and act only on exceptions
- [Ecommerce operations automation](https://www.lifoli-works.com/use-cases/ecommerce-operations/) — find channel differences and restore the selling flow

## Seed Skill Catalog

The public skill catalog can include seed or reference skills that demonstrate
the approval and evidence model. A seed skill is not the same thing as the
current public wedge.

- `recruiting_screening_brief`: create a recruiting screening brief from
  applicant/job inputs with evidence, redaction, and approval gates.
  [Public skill file](https://www.lifoli-works.com/agent-skills/recruiting-screening-brief/SKILL.md).