Human Signal Intelligence Protocol — Whitepaper

Modern AI models increasingly train on data they themselves generate. This creates a closed loop of degradation — a phenomenon described by Oxford and Cambridge researchers as Model Collapse. When models consume their own output instead of genuine human signal, they lose the ability to reflect real human behavior.

The problem scales: as synthetic data grows as a proportion of internet content, each new generation of models drifts further from reality. AI literally forgets how real people behave. Research (Shumailov et al., Nature 2024) proves: models progressively and irreversibly degrade across generations when trained on recursively generated synthetic data.

ForeMetric solves this problem at its root. We build infrastructure for collecting, verifying, and monetizing authentic human behavioral data — Human Signal Intelligence. Every data point is cryptographically confirmed as originating from a real person, not a bot or synthetic agent.

TEE Protection & Data Sovereignty

All user data is processed inside a Trusted Execution Environment (TEE) (Phase 2, Q1 2027) — a hardware-isolated enclave where even the server operator cannot access raw data. TEE creates a "black box": data goes in, aggregated insights come out, but nobody — including ForeMetric — sees individual records.

Each TEE (Phase 2, Q1 2027) session generates a cryptographic attestation confirming the code inside the enclave has not been modified. This proof is recorded on the TON blockchain, creating an immutable audit trail of data processing.

Proof-of-Behavior: Signal Verification

Proof-of-Behavior (PoB) is a cryptographic verification mechanism confirming behavioral data originates from a real person. PoB analyzes interaction patterns: keystroke rhythm, scroll velocity, navigation pauses, micro-gestures — and generates a unique behavioral fingerprint.

This fingerprint cannot be forged by a bot or script. Each verified session is recorded as a transaction on TON, creating a transparent chain of data authenticity.

🛂 Signal Passport — your digital key to your behavioral profile

Signal Passport is not passive background data mining. It is a personal cryptographic token that gives third-party services limited and fully user-controlled access to your behavioral profile.

How it works:

In the app you configure:

• Which behavioral data categories can be used
• How many queries are allowed (1 to 9,999)
• Passport validity (24 hours, 7 days, 30 days, or unlimited)

When a service (store, insurance, gift platform, etc.) wants to make a personalized offer, they scan your Signal Passport QR code and send a request to our API. We return only the behavioral vectors you permitted. The service creates the most accurate offer based on your real behavior.

You receive $HSIG instantly upon data transfer — regardless of whether you accept the offer.

Real-life use cases for ordinary users:

Sovereign Data Exchange (SDE)

SDE is a data marketplace where companies buy aggregated behavioral insights for $HSIG tokens, and users receive rewards. Users have full control over which data categories they allow for sale. SDE works on an opt-in model: no category is sold without explicit consent.

🔋 Passive Background Mining

Just use your phone as normal. During foreground sessions (15–30 min/day) and background activity recognition, the app captures verified behavioral signals with your consent. Battery target: under 2% per day.

The average user generates thousands of verified behavioral micro-signals per session. The longer the app runs, the higher your Sovereignty Score, and the more you earn.

🎯 Missions from Businesses

Companies publish tasks (missions) directly in the app. Examples: "Test our new app and leave feedback," "Take a survey about food preferences," "Rate our website's UX." You earn $HSIG for every completed mission. Missions are always voluntary — you choose which ones to complete.

For businesses, this is a direct channel to a real, verified audience. No bots, no fake responses — every participant is confirmed through Proof-of-Behavior.

📊 What Businesses Get (B2B)

Businesses need our data because ForeMetric provides what Google Analytics, Meta, or any other tracker cannot: verified behavioral data from real people, not bots.

Companies pay $HSIG for data access through the Sovereign Data Exchange. Users decide which data to sell. All data is aggregated and anonymized through TEE (Phase 2, Q1 2027). It's win-win: business gets quality, users get money and control.

The ForeMetric referral system is built into the TON blockchain and works without cascades or multi-level schemes.

When you invite someone via your referral link, a permanent Soulbound connection is recorded on the blockchain between your wallet and the invited person's device.

As long as that device is active in the protocol, you automatically receive 10% of its income from behavioral data mining and every Signal Passport usage. Without any extra action. Forever. Via smart contract.

Activation deferred until wallet verification (wallet_verified=true); intent recorded at first registration, immutable thereafter (per REG-WIRE-016 product decision).

The $HSIG token is the unit of exchange for verified behavioral data in the ForeMetric ecosystem. Total supply: 1,000,000,000 (1 billion) $HSIG. Blockchain: TON (The Open Network).

Users earn $HSIG in two ways: passive background mining and completing business missions. Companies pay $HSIG for access to aggregated insights through SDE. This creates a closed-loop economy where value is based on authentic human data.

Dev Fund

The Dev Fund is the protocol development fund, managed exclusively by the Architect and technical contributors. This is not a DAO. This is not community voting. This is an engineering fund managed by those who build the protocol. It is financed by the pre-seed round and public donations.

The Dev Fund accepts public donations in TON. All funds are spent exclusively on development: infrastructure, security audits, engineering hires. Spending transparency is ensured through public reports.

Donation address: UQAnnqbxHVTYv3ANyLw3kIcEBKpZf6WoltHKcXiIE2O-Jl7q

ForeMetric is not another data collection project. It is an infrastructure shift: from a model where corporations extract data for free, to one where every person owns and monetizes their behavioral signal.

We solve a fundamental AI industry problem — Model Collapse — by providing the only scalable source of verified human data. TEE protection (Phase 2, Q1 2027) guarantees sovereignty, Proof-of-Behavior guarantees authenticity, and the $HSIG token enables fair exchange economics.

Model Collapse is a phenomenon where AI models degrade when trained on synthetic data generated by other models. Oxford research (Shumailov et al., Nature 2024) proves: models progressively and irreversibly degrade across generations when trained on recursively generated synthetic data. ForeMetric solves this by providing verified human behavioral data through the Human Signal Intelligence protocol.

On-device, data is processed inside ARM TrustZone / Apple Secure Enclave — raw behavioral data never leaves the phone (Phase 2 native app). Server-side (Phase 1): disclosed trusted-operator key custody (LUKS + AWS KMS). Server-side (Phase 2): full AMD SEV-SNP + COCOON TDX (Phase 2, Q1 2027) hardware enclaves where even the host operator cannot access memory. Each session generates a cryptographic attestation recorded on the TON blockchain.

Proof-of-Behavior (PoB) is a cryptographic verification mechanism that confirms behavioral data comes from a real human, not a bot. It analyzes interaction patterns — keystroke rhythm, scroll velocity, micro-gestures — demonstrating 93–97% target bot-filtering accuracy during simulated validation on synthetic behavioral datasets. Production accuracy thresholds will be formally calibrated during live Alpha cohort deployment.

Users install the ForeMetric app, which passively collects anonymized behavioral data with consent. 80% of gross B2B payments automatically buys back $HSIG on TON DEX and distributes to active miners. Additional income comes from the referral system (10% forever) and Signal Passport — a configurable access token to your behavioral profile.

Signal Passport is a configurable cryptographic access token to your behavioral profile. Users set query limits (1 to 9,999), choose data sectors, and set expiry time. Every verified query pays the passport owner instantly in $HSIG tokens. Access can be revoked anytime on-chain.