Technology Overview

Pynthora employs an advanced blend of robotics, cryptography, and decentralized economics. Its architecture consists of five core components:

ZK-Sensor-Proof (ZKSP)

A zero-knowledge cryptographic system that verifies:

• Hardware authenticity

• Sensor-output integrity

• Timestamp alignment

• Non-tampering guarantees

…all without exposing location, identity, or raw sensor readings.

This ensures truth + privacy.

Prediction Vector Engine (PVE)

Robots use ML models onboard to convert raw sensor data into:

• probability vectors

• confidence levels

• trend projections

• time-series predictions

These become tradable market signals.

Encrypted Submission & Privacy Layer

All robot predictions are:

• homomorphically encrypted

• scrubbed of metadata

• signed with ephemeral keys

• processed through privacy-preserving routing

Robots cannot be tracked or censored.

X402 Micropayment Rail

The payment layer that enables:

• sub-second micro-fee payouts

• streaming rewards per prediction

• accuracy-based bonuses

• settlement rewards

• slashing for inaccurate or malicious submissions

This creates a hyper-efficient robot economy.

Autonomous Market Engine (PME-2)

A next-generation prediction market designed for:

• continuous forecasting

• autonomous settlement

• dynamic liquidity

• multi-outcome branching

• robot-powered truth verification

Markets run 24/7 on real-world data fed by robot swarms.