altk-evolve
★ 85
vs
holaOS
★ 5.4k
altk-evolve vs holaOS
altk-evolve: Evolve is a system designed to help agents improve over time by learning from their trajectories. It uses an MCP server for tool integration, vector storage for memory, and LLM-based conflict resolution to refine its knowledge base.; holaOS: holaOS is an agent environment built for long-horizon work, continuity, and self-evolution. It provides agents with a structured operating system including runtime, memory, tools, apps, and durable state, enabling them to operate continuously, evolve over time, and remain inspectable across different runs.
01
TL;DR
Choose altk-evolve if…Continuous improvement of AI agents in production
Choose holaOS if…Building agents that perform complex, multi-step tasks over extended periods
02
Side-by-Side Comparison
03
Features
altk-evolve01MCP Server: Exposes tools to get guidelines and save trajectories.
02Conflict Resolution: Intelligently merges new insights with existing guidelines using LLMs.
03Trajectory Analysis: Automatically analyzes agent trajectories to generate guidelines and best practices.
04Milvus Integration: Uses Milvus (or Milvus Lite) for efficient vector storage and retrieval.
holaOS01Structured operating system for agents
02Designed for long-horizon work and continuity
03Enables agents to self-evolve over time
04Provides durable state and memory for continuous operation
05Offers inspectable state across multiple runs
04
Use Cases
altk-evolve↳Continuous improvement of AI agents in production
↳Learning from agent trajectories to refine guidelines
↳Integrating with MCP-compatible tools and clients
holaOS↳Building agents that perform complex, multi-step tasks over extended periods
↳Developing continuously learning and evolving AI systems
↳Creating custom workspace applications on top of the holaOS environment
05
Best For
altk-evolveTrendingWorkflow AutomationMemory & Context
holaOSTrendingMulti-AgentLLM Infra
FAQ
FAQ
What is the difference between altk-evolve and holaOS?
Both altk-evolve and holaOS are in the Memory & Context category. altk-evolve has 85 stars, while holaOS has 5.4k stars.
Which is better, altk-evolve or holaOS?
The best choice depends on your use case. Choose altk-evolve if Continuous improvement of AI agents in production, and holaOS if Building agents that perform complex, multi-step tasks over extended periods.
Is altk-evolve free or open source?
Yes, altk-evolve is open source on GitHub (Apache-2.0).
Is holaOS free or open source?
Yes, holaOS is open source on GitHub (MIT).
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