Agentforge

AgentForge is an AI-powered trust layer that plans work, verifies quality, determines payment eligibility, and generates trust receipts before financial transactions occur.

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Inspiration

Most AI systems can generate work, but they still leave one critical question unanswered:

Can this work be trusted enough to release payment?

Today, project execution, quality verification, and payment approvals are often disconnected processes. Teams still rely on manual reviews, subjective decisions, and fragmented workflows before financial actions can be taken.

We wanted to explore a different approach:What if AI could not only create work, but also evaluate it, determine payment eligibility, and generate proof of trust?

That idea became AgentForge.

AgentForge is designed as a trust layer between AI-generated work and financial transactions, combining planning, execution, verification, payments, and auditability into a single workflow.

What it does

AgentForge is an AI-powered trust platform that automates project execution from planning to payment verification. The platform uses multiple specialized AI agents to manage the entire lifecycle of a project: Project Creation ↓ Manager Agent (Milestone Planning) ↓ Worker Agent (Deliverable Generation) ↓ QA Agent (Quality Verification) ↓ Payment Agent (Eligibility & Settlement) ↓ Trust Receipt Generation

Key Capabilities AI-Powered Milestone Planning: Automatically breaks down requirements.

AI Deliverable Generation: Produces code and content aligned with milestones.

Automated Quality Assurance: Evaluates deliverables with structured validation.

Payment Eligibility Decisions: Determines release readiness based on quality metrics.

Trust Receipt Generation: Produces verifiable records of execution.

Project & Payment Dashboards: Real-time visibility powered by AG Grid.

PayPal Integration Layer: Handles transaction flows and processing.

Every completed workflow creates a Trust Receipt containing verification evidence, quality scores, payment status, transaction references, timestamps, and full audit histories.

How we built it

Frontend React & Vite for UI development

Fluent UI for component styling

AG Grid for high-performance data tables

Backend & AI FastAPI & SQLAlchemy (with SQLite) for the robust backend API

Google Gemini powering the multi-agent framework (Manager, Worker, and QA agents)

Payments & Infrastructure PayPal Sandbox & Development Provider Fallback for secure financial workflows

GitHub & Render for continuous integration and cloud deployment

Challenges we ran into

Payment Infrastructure & Regional Restrictions: While integrating PayPal, we successfully verified OAuth authentication, API connectivity, and health monitoring. However, PayPal Sandbox payouts faced regional restrictions. To ensure uninterrupted testing, we implemented a robust Development Provider fallback while preserving the complete PayPal integration layer.

Cloud Deployment & CORS: Moving from local development to production on Render introduced CORS policy hurdles, API routing mismatches, and communication gaps between the React frontend and FastAPI backend, which we resolved through proper proxy and header configurations.

Accomplishments that we're proud of

Complete End-to-End Trust Workflow: Successfully bridging the gap between AI generation and financial settlement.

Multi-Agent Architecture: Seamless collaboration between Manager, Worker, and QA agents.

Automated Quality Verification & Trust Receipts: Establishing verifiable proof for AI-driven outputs.

Production Deployment: Successfully launching a live, cloud-hosted platform with AG Grid dashboards and an integrated payment layer.

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