Development Proposal for ReentryOS, Inc.

Building PATHFINDER
One Module at a Time

An AI-powered operating layer that plugs into your vision — delivering working software fast, proving value with each piece, and growing into your full platform.

Prepared for Toni Gilliard, Esq. March 2026
Your Vision

A Complete Reentry
Operating System

We've reviewed your full platform proposal. You're building two connected products that together transform how reentry works:

PATHFINDER — A free empowerment toolkit for returning citizens: jobs, skills, mental health, resources.

COMPASS — A paid compliance platform for agencies: caseload management, monitoring, reporting.

The vision is strong. The question is how to get there.

The Market Opportunity
4.4M
Americans on Probation/Parole
$5B+
Supervision Tech Market
65%
Recidivism Rate (3yr)

No integrated solution exists today. You're first to market.

Our Approach

Ship One Module.
Prove It. Repeat.

Platforms this ambitious fail when teams try to build everything at once. Compliance requirements, user research, and investor timelines all pull in different directions.

We propose a different path: five focused modules, each delivered as a standalone product that works on its own — and connects when the full platform comes together.

Each module gives you:

  • Something to show investors
  • Something to test with real users
  • Something that works today, not someday
Why Modular Wins
  • Lower risk — validate before investing further
  • Faster to market — working software in weeks
  • Investor-ready — demos beat slide decks
  • Real user feedback shapes the next module
  • No compliance burden until you need it
A System That Compounds
  • You're not buying five projects — you're building a system
  • Each module adds capability to the whole
  • AI judgment improves as user data grows
  • Your LightForge grows with your platform
The Roadmap

Five Modules. Five Working Products.

Each module stands alone. Together, they form the PATHFINDER + COMPASS platform.

01
AI Resume Builder + Interview Agent
Conversational AI interviews returning citizens, translates their experience into professional resumes with ATS optimization.
Start here — highest impact, zero dependencies
02
Resource Locator
Searchable directory of local services — housing, healthcare, legal aid, Medicaid — filtered by location and need.
Self-contained — proves user engagement
03
SkillBuilder Training
Adaptive learning pathways with video content, progress tracking, and skills certification for employment readiness.
Content-driven — builds user retention
04
Check-in & Compliance
Smartphone-based check-ins, appointment reminders, and progress sharing with supervision officers via consent bridge.
COMPASS bridge — compliance begins here
05
Officer Dashboard
Agency-facing web dashboard with caseload management, alerts, compliance reporting, and CJIS-ready architecture.
Full COMPASS — built on proven foundation
1
Resume AI
No dependencies
2
Resources
Standalone
3
SkillBuilder
Content-ready
4
Check-in
Consent bridge
5
COMPASS
Full platform
Module 01 — Recommended Start

AI Resume Builder
+ Interview Agent

A conversational AI conducts a guided interview, drawing out work experience, skills, and aspirations — then generates professional resumes optimized for real job applications.

Why start here:

  • Highest immediate user value — tangible output on day one
  • Zero compliance burden — no CJIS, no agency data
  • Investor demo gold — live AI interaction is compelling
  • Pilot-ready with any nonprofit partner
Core Features
  • Guided conversational interview (voice or text)
  • Prison work → professional competency translation
  • 3–5 resume versions per session
  • ATS keyword optimization
  • Job board API integration
  • Interview prep coaching mode
Technology
  • React Native mobile app (iOS + Android)
  • LLM-powered interview engine
  • Resume template system with PDF export
  • Accessible UI for limited tech familiarity
Why ForgeWorks

An AI-Powered Layer
That Grows With You

ForgeWorks builds AI-powered operating layers that plug into your existing tools and workflows — automating the work that falls between systems, and building new capability when no off-the-shelf product fits.

You're not buying five projects. You're building a system that compounds. Each module adds capability. AI judgment improves as user data grows. Your platform becomes more valuable with every interaction.

Our process starts with deep discovery:

  • Discovery — stakeholder interviews, workflow mapping
  • Design — you see mockups before signing
  • Build — 30-day delivery cycles
  • Grow — each module strengthens the whole
AI-Native, Not AI-Bolted

The Resume Builder module isn't a chatbot wrapper. It's built on our five-plane architecture: AI judgment, deterministic execution, persistent memory, human governance, and clean integration.

  • AI features built for reliability and cost control
  • Human-in-the-loop where judgment matters
  • Real testing with real users, not demo-ware
Accessibility-First Design

Your proposal correctly flags that users may have cognitive limitations, physical disabilities, or limited tech familiarity. We design for this from the start — not as an afterthought.

Our Process for Module 1

4 Sessions. No Contract Required. Then 30 Days to Working Software.

1
Business Case
Stakeholder + Finance + User
  • Define the problem & urgency
  • Target user personas
  • Success metrics & pilot goals
Outcome: Aligned priorities
2
Workflow Deep Dive
Stakeholder + User
  • Map the interview-to-resume flow
  • Identify AI vs. human touchpoints
  • Document accessibility needs
Outcome: Process map
3
User Reality
Returning citizens — unfiltered truth
  • Live walkthrough of real needs
  • Surface hidden barriers
  • Tech comfort & language level
Outcome: Ground truth
4
Solution Alignment
Stakeholder + User
  • Present synthesis & mockups
  • Define scope boundaries
  • Validate understanding
Outcome: Shared vision & SOW
After signature
30 Days to Working Software
Pricing
We will assign an approved partner
to work with you on pricing details
Next Steps

Let's Start With Module 1

A single discovery session will let us scope the AI Resume Builder precisely — timeline, investment, and deliverables. No obligation.

Working software in 8 weeks. Pilot-ready. Investor-ready.