In spring 2021, when I was first submerging into tokio, a colleague and friend mentioned I should ingest this article: Actors with Tokio by Alice Ryhl. And, did I ingest it. To summarize, the article proposes an architectural style which relies on message passing (channels) and inherent parallelism (tasks) as well as concurrency (via async/.await) to neatly and safely structure applications dealing with I/O. But really, go read the article.
Actors with Tokio – Alice Ryhl
This article is about building actors with Tokio directly, without using any actor libraries such as Actix. This turns out to be rather easy to do, however there are some details you should be aware of:
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We’re excited to introduce Text-to-LoRA: a Hypernetwork that generates task-specific LLM adapters (LoRAs) based on a text description of the task. Catch our presentation at #ICML2025!Paper: https://t.co/2FRiVF1UXJCode: https://t.co/rx4G7dq1SWBiological systems are capable of… pic.twitter.com/UdUYfqRXBS— Sakana AI (@SakanaAILabs) June 12, 2025
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LangChain on Twitter / X
Fully local multi-agent systems with LangGraphWith the release of OpenAI agent SDK, there's high interest in multi-agent systems.We review Swarm and Supervisor based multi-agent systems and run both locally w/ @ollama + LangGraph.📽️:https://t.co/xoUlPob4xL pic.twitter.com/arrmeHu1Hm— LangChain (@LangChain) March 15, 2025
Structured reasoning about actor systems | Proceedings of the 2013 workshop on Programming based on actors, agents, and decentralized control
Successfully attaining consensus in the absence of a centralized coordinator is a fundamental problem in distributed multi-agent systems. We analyze progress in the Synod consensus protocol—which does not assume a unique leader—under the ...
Structured reasoning about actor systems | Proceedings of the 2013 workshop on Programming based on actors, agents, and decentralized control
Successfully attaining consensus in the absence of a centralized coordinator is a fundamental problem in distributed multi-agent systems. We analyze progress in the Synod consensus protocol—which does not assume a unique leader—under the ...
Concurrency is not Parallelism by Rob Pike