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Trust as a Service
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Fiducia
Trust as a Service

Building the universal trust standard for the machine economy.

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© 2025 Fiducia Ltd. All Rights Reserved.

v1.0.1AI-Powered Trust as a Service

Verifiable Intelligencefor the Machine Economy

Fiducia is an AI-powered trust architecture securing the multi-trillion dollar Decentralized Physical Infrastructure (DePIN) market.

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Fiducia AI-powered trust architecture

DePIN's $3.5 Trillion Opportunity is Built on a Trust Deficit

The Verification Gap

Decentralized Physical Infrastructure Networks (DePINs) are set to be worth $3.5 trillion by 2028, but their growth is bottlenecked. These networks connect blockchain to the physical world, reintroducing the very trust assumptions that blockchain was created to eliminate.

Without a universal, trust-minimised verification layer, it's impossible to economically prove that a physical service was rendered as claimed, stunting network growth.

Self-Dealing

Malicious actors faking economic activity to illegitimately farm rewards, diluting value for honest participants.

Lazy Providers

Failing to deliver promised services like GPU uptime or storage, which degrades the network's overall quality and reliability.

Malicious Providers

Intentionally providing false data to manipulate outcomes, such as triggering an incorrect insurance payout.

DePIN node attack vectors and failure modes

Fiducia: An AI-Powered Trust Architecture

Fiducia shifts verification from a retrospective audit to a real-time, predictive system. By using a proprietary AI engine, we don't just ask, "Was the work done?"; we ask, "What is the statistical probability that it will fail or act maliciously in the next hour?" This transforms verification into a dynamic, intelligent resource management system. Our data flywheel creates a powerful competitive moat; the more data the AI processes, the smarter and more accurate it becomes.

Fiducia protocol protection and AI verification

From Probabilistic Checks to Verifiable Intelligence

Fiducia shifts verification from a retrospective audit to a real-time, predictive system. By using a proprietary AI engine, we don't just ask, "Was the work done?"; we ask, "What is the statistical probability that it will fail or act maliciously in the next hour?"

This transforms verification into a dynamic, intelligent resource management system.

Universal

A single, horizontal solution for any DePIN network, eliminating the "innovation tax" of building bespoke verification.

Predictive

Moves beyond simple anomaly detection to forecast malicious behavior.

Self-Improving

Our data flywheel creates a powerful competitive moat; the more data the AI processes, the smarter and more accurate it becomes.

A Modular, Multi-Chain Verification Protocol

RIM

Resource Integrity Module (RIM)

Time-Series Anomaly Detection

The RIM uses a Long Short-Term Memory (LSTM) Autoencoder to learn the "fingerprint" of normal behavior for any physical resource. Any deviation creates a high "reconstruction error," providing quantifiable proof of an anomaly.

Time-series anomaly detection
IOM

Incentive Optimisation Module (IOM)

Reinforcement Learning

The IOM employs a Deep Q-Network (DQN) to dynamically influence what happens next. It learns an optimal economic policy to reward honest participants and disincentivize bad actors, maximizing overall network health.

Reinforcement learning system
DON

Decentralized Oracle Network

Secure Off-Chain Communication

Computationally intensive AI analysis is performed by a decentralized network of oracle nodes. Results are aggregated via consensus, and economic security is ensured through the staking and slashing of $FIDA tokens.

Decentralized Oracle Network

$FIDA: The Engine of the Fiducia Ecosystem

Core Utilities

Governance

$FIDA holders can vote on key protocol parameters through a DAO.

Staking

Verifier nodes must stake $FIDA to participate, securing the network through an economic bond that can be slashed for malicious behavior.

Payments

DePINs pay for verification services in $FIDA or stablecoins, which drives a programmatic buyback of $FIDA on the open market.

Value Accrual

Buyback & Burn

A percentage of protocol revenue is used to buy and burn $FIDA, creating deflationary pressure on the token supply.

Staking Rewards

A significant portion of the token supply is allocated to reward verifier nodes and community members who delegate their $FIDA tokens.

Token Distribution

$FIDA Token
Ecosystem Fund & Grants
35%

Community development and partnerships

Staking Rewards
30%

Verifier node incentives

Team & Advisors
15%

Core team and advisors

Treasury
10%

Protocol development fund

Public Sale / Liquidity
10%

Public distribution and liquidity

Gain a Competitive Edge with Fiducia

We are seeking innovative DePIN projects to become our initial design partners.

Integration Grants

Receive a grant from our Ecosystem Fund to subsidize your integration costs and gain access to real-world data.

Access to Real-Time Data

Use our private, partner-exclusive testnet and a simple web dashboard to monitor your real-time anomaly scores.

Co-Development

Work directly with our team to co-develop and refine the RIM MVP, ensuring it meets your specific needs.

Technical Case Studies

Be featured in our in-depth, data-driven case studies, showcasing your project's reliability and integrity.

Become a Design Partner

Our 18-Month Operational Roadmap

Phase 1

Foundation

Months 1-3

Phase 2

Beachhead

Months 4-9

Phase 3

Growth

Months 10-15

Phase 4

Scale

Months 16-18

View Detailed Roadmap

Built by a UK-Based Solo Founder

Founder photo

Mark Bell (real image to follow!)

Founder, Fiducia

Blockchain enthusiast, software developer, AI anarchist and coffee addict!

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We are preparing to make our first key hires for a Senior Protocol Engineer and a Machine Learning Engineer following our pre-seed round.

Latest Insights & Updates

View All Posts
Cover Image for The Anatomy of Trust: How Fiducia's DON Verifies the Physical World for DePIN

The Anatomy of Trust: How Fiducia's DON Verifies the Physical World for DePIN

Apr 12, 2024

Your DePIN lives in the real world. Your blockchain lives in code. Bridging that gap securely and scalably is the challenge. Discover how Fiducia's Decentralized Oracle Network (DON) and AI are building the ultimate trust layer.

Cover Image for The Invisible Wall: Why DePIN's $3.5 Trillion Future Hinges on Trust (and AI)

The Invisible Wall: Why DePIN's $3.5 Trillion Future Hinges on Trust (and AI)

Apr 11, 2024

$3.5 Trillion. That's the projected size of the DePIN market by 2028. But there's a problem no one's talking about (enough): Trust. Or rather, the lack of verifiable trust. Learn why AI is the missing piece.

Cover Image for Decoding the $FIDA Flywheel: Economic Security for the Machine Economy

Decoding the $FIDA Flywheel: Economic Security for the Machine Economy

Apr 10, 2024

The machine economy is coming. But how do we ensure its integrity? Dive into the $FIDA tokenomics: a multi-utility design engineered for security, governance, and a self-improving data moat.