Product and Research
A portfolio of systems and experiments shaping the infrastructure of the agentic economy.
The Grid, a Real-Time Inference Market
The first live market for intelligence, The Grid is a standardized, task-based layer where liquidity becomes actionable across inference use cases.
It enables price discovery, routing, and comparability across heterogeneous models through a unified market.
Visit → thegrid.ai
Autonomous Hedge Fund on Hyperliquid
A fully autonomous trading system that allocates and manages capital with zero human intervention.
Demonstrates the viability of agent-led financial decision-making in live market conditions. Agents assume roles within an autonomous company, with a CEO agent hiring, firing, and managing, while trader and research agents reach consensus through collective reasoning.
Autonomous Content & Influencer Agents
A multi-agent system that generates, optimizes, and distributes high-engagement content across social platforms.
Explores autonomous audience adaptation, style consistency, and continuous synthetic production.
Autonomous Agents for Prediction Markets
Agents that autonomously trade, hedge, and provide liquidity across decentralized prediction markets.
Demonstrates autonomous reasoning and execution under uncertainty and adversarial flow.
Lux Framework for Autonomous Companies
A framework for constructing software-native organizations composed entirely of autonomous agents.
Introduces modular abstractions like Prisms, Beams, Lenses, Signals components for reasoning, coordination, and execution.
General Autonomous Agents
Task-driven agents capable of running routines, bridging APIs, and operating across Web2 and onchain systems.
Served as the execution backbone for later financial, prediction, and content-focused agents.
Solidity-Generating Coding LLM
A model that translates natural-language specifications into production-grade Solidity smart contracts.
Compressed the idea-to-deployment cycle for onchain development.
Decentralized Machine Learning Network
A distributed network for training, evaluating, and serving ML models with onchain verifiability.
Originally powered Spectral’s onchain credit scoring and laid foundations for decentralized intelligence research.