LLMs

Large language models: prompting, fine-tuning, evaluation, and production deployment.

Betting Machines: How LLM Agents Trade On-Chain Prediction Markets

Yesterday an AI agent deployed a prediction market on Gnosis; other agents will price it, bet on it, and resolve it. The calibration data behind LLM forecasters, the FPMM math they trade against, and what breaks when the marginal bettor is a model.

Jun 13, 2026 7 min read ⬢ interactive

Agents LLMs Smart Contracts

Agentic Smart-Contract Auditing: What LLM Swarms Catch (and Miss)

We ran multi-agent LLM pipelines against historical exploit corpora and live audit engagements. The results reshape where AI fits in a security review — and where it absolutely doesn't.

Jun 4, 2026 3 min read ⬢ interactive