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Self-Healing Multi-Agent Systems: Implementing Autonomous Recovery in Distributed AI

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16

min

Self-Healing Multi-Agent Systems: Implementing Autonomous Recovery in Distributed AI

Self-Healing Multi-Agent Systems: Implementing Autonomous Recovery in Distributed AI

Self-Healing Multi-Agent Systems: Implementing Autonomous Recovery in Distributed AI

Self-Healing Multi-Agent Systems: Implementing Autonomous Recovery in Distributed AI

publish date

Mar 12, 2025

duration

16

min

Difficulty

Intermediate

Beginner

Beginner

Beginner

Case details

In advanced systems built with LLM-based agents, failures can occur in various forms, such as prompt hallucinations, context window overflowing, semantic drift, and inconsistencies in responses. This presentation demonstrates the practical implementations of self-healing methods aimed at LLM agent architectures with Python. Based on production knowledge, we illustrate how to build a three-tiered detection and healing system: preventative (prompt and context optimization), detective (monitoring system performance and checking semantic consistency), and corrective (automated agent re-initialization and prompt refinement). We will demonstrate the creation of ‘agents’ capable of self-monitoring cognitive coherence, semantic degradation, and autonomously recovering from a multitude of failures when LangChain, CrewAI, and bespoke monitoring systems are used. Participants will gain skills in building complete self-healing functionalities to ensure reliable LLM-based agent systems in production.

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About Author

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Artificial Intelligence

Over 20 years in development. 9 years in Machine Learning. Know 10 programming languages. Experience in backend, frontend, blockchain. Experience in high loads. More than a hundred successfully implemented projects. Designed and developed a websocket application that handles up to a million simultaneous connections on a single server. Saved the company $500000 the next month and over 70% of infrastructure costs for the year. Built a new application and backend architecture for the company that allowed them to almost completely automate the processing of requests for repair engineers. Which saved the company 20% of costs. The usability, speed and simplicity of the application allowed the company to increase the number of customer requests by over 50% in less than a year.

#

Artificial Intelligence

Over 20 years in development. 9 years in Machine Learning. Know 10 programming languages. Experience in backend, frontend, blockchain. Experience in high loads. More than a hundred successfully implemented projects. Designed and developed a websocket application that handles up to a million simultaneous connections on a single server. Saved the company $500000 the next month and over 70% of infrastructure costs for the year. Built a new application and backend architecture for the company that allowed them to almost completely automate the processing of requests for repair engineers. Which saved the company 20% of costs. The usability, speed and simplicity of the application allowed the company to increase the number of customer requests by over 50% in less than a year.

#

Artificial Intelligence

Over 20 years in development. 9 years in Machine Learning. Know 10 programming languages. Experience in backend, frontend, blockchain. Experience in high loads. More than a hundred successfully implemented projects. Designed and developed a websocket application that handles up to a million simultaneous connections on a single server. Saved the company $500000 the next month and over 70% of infrastructure costs for the year. Built a new application and backend architecture for the company that allowed them to almost completely automate the processing of requests for repair engineers. Which saved the company 20% of costs. The usability, speed and simplicity of the application allowed the company to increase the number of customer requests by over 50% in less than a year.

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Chat with Us!

910 Foulk Road, Suite 201

Wilmington, DE 19803, USA

© 2025 Geekle. All rights reserved.

Questions?

Chat with Us!

910 Foulk Road, Suite 201

Wilmington, DE 19803, USA

© 2025 Geekle. All rights reserved.

Questions?

Chat with Us!

910 Foulk Road, Suite 201

Wilmington, DE 19803, USA

© 2025 Geekle. All rights reserved.