Skills.md for AI Coding Agents with Long-Term Memory

Derive actionable skills from execution logs to continuously improve AI coding.

With MemU, you can track AI coding execution logs—commits, test runs, errors, and deployment outcomes—and automatically summarize those signals into a skills.md file. That skills.md becomes a persistent, structured source of knowledge your coding agents use to avoid repeated mistakes, make smarter suggestions, and speed up development cycles.

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What Long-Term Memory Can Do for AI Coding

Processes agent logs sequentially
Extracts actions, outcomes, and lessons learned
Demonstrates incremental learning (memory evolves with each file)
Generates evolving skill guides (log_1.md → log_2.md → log_3.md → skill.md)

Unlock MemU Across Different AI Applications

MemU’s long-term memory capabilities aren’t limited to AI companions. They can power a variety of AI products, helping them remember interactions, learn from past behavior, and deliver smarter, more adaptive experiences.

Customer Support Bot

Enable AI agents to recall previous interactions and user context, improving response accuracy and reducing repetitive queries.

Knowledge Management

Organize and retrieve structured information efficiently, helping AI systems provide consistent and informed answers.

Education Agent

Track student progress and personalize lessons based on historical learning data.

Gaming & Interactive

Let AI remember player actions and choices, creating richer and evolving gameplay experiences.

Creation Assistants

Maintain style, track ideas, and suggest improvements based on prior drafts and creative work.

Multimodal Applications

Process diverse content types (documents, images, videos) into unified memory.

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Start Building Smarter coding Agent Today

Experience MemU’s long-term memory capabilities instantly on our cloud platform. Integrate easily with your AI products and see how persistent, self-evolving memories can make your AI more intelligent and responsive.

Response API

Response API combines LLM output, memory store, memory retrieval, and context assembly into one request. With Response API, you can build agents that understand users over time without managing separate steps or extra logic.

Memory API

Memory API gives developers full control over long-term memory. Store, retrieve, search, and manage structured memory through flexible endpoints that plug directly into your LLM workflow. Build agents that evolve over time — exactly the way you design them.

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Startup-Friendly Free Plan

Get started quickly with MemU’s free plan for startups. Perfect for small teams building memory-driven AI applications or experimenting with AI products that benefit from long-term memory. Enjoy the full power of MemU’s memory capabilities without upfront costs.

Free access to Response API and Memory API with limited usage.
Easy onboarding for teams and fast integration into your AI projects.
Ideal for experimenting, prototyping, and validating long-term memory in your AI applications.

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Start Building Smarter AI Today

Explore MemU and see how long-term memory can enhance your AI projects. Begin creating AI that remembers, learns, and adapts.

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