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Research · Notes from the Desk
16 Articles

Research.

Market microstructure, autonomous agent design, prediction-market mechanics, and the protocols that route between on-chain venues. What we learn shipping, written down.

Unlocking Autonomy on Canton

Unlocking Autonomy on Canton

Introducing the Canton Agent Automation Kit: a production-ready framework for turning passive Daml applications into self-executing financial engines.

CantonAgentFiInfrastructure
May 14, 2026Read More
Building a Polymarket Bot, Part 5

Building a Polymarket Bot, Part 5

Part 5 — NegRisk markets and the Split / Merge / Convert primitives. The mathematical foundations behind multi-outcome prediction markets on Polymarket.

PolymarketMicrostructure
Dec 25, 2025Read More
Building a Polymarket Bot, Part 4

Building a Polymarket Bot, Part 4

Part 4 — confirming order placements, tracking fills, and closing the loop between a quoting strategy and the live Polymarket order book on Polygon.

PolymarketTrading Engine
Dec 24, 2025Read More
Building a Polymarket Bot, Part 3

Building a Polymarket Bot, Part 3

Part 3 — building a resilient local mirror of the Polymarket order book. Why CEX-style architecture breaks on a public chain, and what to build instead.

PolymarketTrading Engine
Dec 23, 2025Read More
Building a Polymarket Bot, Part 2

Building a Polymarket Bot, Part 2

Part 2 — selecting and filtering the markets worth quoting on. Liquidity, edge, and the operational cost of staying in the book.

PolymarketMicrostructure
Dec 22, 2025Read More
POLYMARKET · MICROSTRUCTURE

Building a Polymarket Bot

Part 1 — Polymarket's market structure, fee model, and the on-chain constraints that shape every viable strategy in prediction markets.

PolymarketMicrostructure
Dec 21, 2025Read More
Permaweb Index (PI) Token Goes Live on Pi Day: A New Era for Fair Launch Support

Permaweb Index (PI) Token Goes Live on Pi Day: A New Era for Fair Launch Support

The Permaweb Index (PI) launches via a fair-launch distribution on Pi Day — a permissionless model for an index token tracking the broader Permaweb ecosystem.

PermawebToken Launch
Mar 11, 2025Read More
AO NETWORK · TOOLING

AO Tooling: Teal

Typed Lua for AO. Teal layers static types over Lua so production-grade autonomous systems can be built with the safety guarantees real money requires.

AO NetworkTooling
Sep 5, 2024Read More
AO NETWORK · TOOLING

AO Tooling: AOForm

A deployment and upgrade tool for multi-process AO systems. AOForm gives builders a Terraform-style workflow for shipping autonomous-finance infrastructure on AO.

AO NetworkTooling
Sep 2, 2024Read More
AO NETWORK · TOOLING

AO Package: Subscribable

Event streams for AO processes. The Subscribable package makes it trivial to publish, fan out, and consume process events across the network.

AO NetworkTooling
Aug 20, 2024Read More
AO NETWORK · TOOLING

AO Tooling: Testing

A process-testing framework for AO. Spin up isolated processes, send messages, assert outcomes — the missing piece for shipping AO software with confidence.

AO NetworkTooling
Aug 15, 2024Read More
AO NETWORK · TOOLING

AO Package: Ownable

Fine-grained access control for AO processes. The Ownable package lets you scope which addresses can invoke which handlers — essential for production-grade autonomous systems.

AO NetworkTooling
Aug 13, 2024Read More
Dexi: Decentralized Autonomous Financial Data Network

Dexi: Decentralized Autonomous Financial Data Network

A decentralized data network for AO. Dexi's autonomous agents collect, aggregate, and relay real-time financial signals — prices, swaps, liquidity — across the ecosystem.

AO NetworkAgentFi
May 31, 2024Read More
AO NETWORK · AGENTFI

Autonomous DCA Agent

An autonomous dollar-cost-averaging agent that runs as an AO process. Set a budget, an asset, and a cadence — the agent buys for you on-chain, on schedule, without supervision.

AO NetworkAgentFi
May 9, 2024Read More
AO NETWORK · OVERVIEW

Autonomous Finance

AI-powered, autonomous financial applications built natively on the AO network — programmable agents for trading, prediction markets, and asset operations without intermediaries.

AO NetworkOverview
Apr 15, 2024Read More
AO NETWORK · OVERVIEW

What is ao?

A unified, decentralized computing environment pairing blockchain trust minimization with hyper-parallel speed. ao runs independent processes that communicate via verifiable messages anchored to Arweave.

AO NetworkOverview
Apr 9, 2024Read More