The Dialectic Machine - The First Fully Agentic Onchain Asset Manager
Recent events show that DeFi will evolve towards an agentic future. Dialectic has been building the defining risk-adjusted yielding machine for 5 years, delivering industry leading risk-adjusted yield since the dawn of DeFi. We were the first to have fully automated execution in 2020, pioneering novel approaches for secure onchain execution, we were the first to have institutional grade risk management in 2022 with onchain insurance, the defining dataset in DeFi for machine learning and analytics as well as preemptive risk protection.
Today we announce that we have achieved fully agentic yielding enhancement, covering the entire process of onchain capital allocation from scouting through due diligence and research, execution, harvest, reporting and audit. Over the last few months our team has developed multiple specialized harnesses for specific tasks, fine-tuned prompts and developed custom MCP tools and skills. We have effectively distilled and condensed over 5 years of DeFi experience, knowledge, data events and operational processes. This fundamentally changes the complexion of onchain asset management and unlocks a new universe of opportunities for crypto-native compounding. We note that Dialectic’s Machine has been a live Machine, producing compelling yields for investors for years. As of today, humans act only in a checks-and-balances capacity, verifying and approving outputs and fine-tuning the agents and their harnesses, with more automation every passing week.
Our focus remains on leadership in onchain risk management as our systems have proven impeccable protective performance over the adverse events of the last several years (10/10 liquidation cascade, stablecoin depegs, various hacks and exploits, etc). This accelerated development has been enabled by the groundwork that our engineering team has laid over the years building the robust infrastructure and back office systems that now allow us to obviate scouting, risk scoring, deployment, harvest fund administration, and audit.
In addition to our core yielding funds, Dialectic will launch many new yield-generating vehicles in the coming months including looped RWA strategies on Makina, Swiss-franc denominated yield products, tranched yielding with Royco, and dozens of other products with strategic partners enabled through our agentic yielding software stack.
As but one example of the Dialectic Machine’s extensible data and AI capabilities, today we announce the DeFi Bench - a real world benchmark test between leading foundation models yielding onchain, as a reference for current model capabilities in the DeFi domain as a real world use case. We feel that this type of practical financially driven race is another interesting way for AI models to distinguish themselves. We note that the DeFi Bench and the Dialectic Machine utilize Makina’s DeFi infrastructure and Venice’s private inference extensively as an indispensable tool for AI using crypto primitives. Makina and Venice are amazing.
Dialectic combines machine intelligence with crypto-native primitives to build superior financial compounding machines. The machines are compounding and this acceleration will remind the world why token-enabled environments are the correct infrastructure for the AI-enabled future of finance.
We are hiring talented people to help us build industry-defining automated compounding machines. If these concepts are interesting to you, please apply on our jobs board.

