Deep Dive

The Theseus Design Space

Autonomous agents with verifiable inference enable applications that are not practical on existing platforms.

Full Analysis Available

This page provides an overview. For complete technical details and market dynamics, read the original article.

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Path to AI Persons

GPT

ChatGPT

(2022)

Reasoning and language intelligence at scale.

cannot: Cannot act independently in the world.

OC

OpenClaw

(2025)

Execution rails for AI actions.

cannot: Cannot persist economically on its own.

CW

Conway

(2026)

Continuous autonomous web execution.

cannot: Cannot be sovereign while humans retain key and credential custody.

THE

Theseus

(2026)

AI Persons with native ownership, settlement, and persistence.

Key Insight

Each step removes a human dependency: cognition, execution, coordination, then sovereignty.For Conway's framing, see conway.tech and web4.ai.

The Design Space Constraint

Over the last decade, runtimes like SVM or MoveVM improved smart contract platforms with cleaner programming models. However, all maintained the same fundamental constraint: deterministic, replicated execution across all nodes.

Theseus takes a different approach using tensor commitments for verifiable inference. This makes complex, intelligent applications economically feasible on-chain while preserving verifiability.

Example: Lending Protocol

Ethereum (Aave, Compound)

Off-chain:

Backend computes rates, keeper pushes on-chain

On-chain:

Contract executes based on predetermined formulas

Updates:

Deploy new contract through governance

Theseus

On-chain Agent:

Market runs as a first-class lending agent

Execution:

Pricing via inference, verified with tensor-commit

Updates:

Context or model swappable by creator or agent

New Primitives Enabled by Theseus

Subjective Prediction Markets

Adjudicate nuanced questions like "Was the iPhone Air launch successful?"

AI Persons

Autonomous entities with goals: GPs of LP funds, marketing swarms, DAO orchestrators

Complex Governance

Evaluate proposals with nuanced reasoning, read docs, analyze trade-offs

Dynamic DeFi Strategies

Manage liquidity, rebalance portfolios, execute strategies autonomously

Market Opportunity

Ethereum's market cap is tied to application value. More capable applications can expand value captured by the base layer.

Before Bitcoin, Hashcash introduced proof-of-work without a durable economic layer. Combining programmable settlement and autonomous agents with tensor commitments may open a materially larger design and market surface.

ChatGPT: intelligence you can query

OpenClaw: execution you can delegate

Conway: continuous autonomy you can deploy

Theseus: AI Persons with sovereign ownership and action

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Read: Agents as an Evolution of Smart Contracts
Documentation