kumiho-memory 0.3.13

Universal memory provider for AI agents (Redis + Kumiho)

Kumiho Memory

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Experimental client-side utilities for AI agent memory integration

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⚠️ Status

Experimental / Preview (0.1.x) This package is provided for early experimentation and reference usage. APIs and behavior may change without notice. Latest patch: 0.1.2 (2026-02-09) - README refresh and version metadata sync.

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What this package is

kumiho-memory provides client-side utilities that help AI agents temporarily buffer interaction context and interface with the broader Kumiho Cognitive Memory architecture.

It is designed to be:

• Lightweight
• Model-agnostic
• Framework-agnostic
• Safe to use in local or sandboxed environments

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What this package is NOT

To avoid confusion, this package does NOT implement:

• ❌ A full cognitive memory system
• ❌ Long-term memory graphs or lineage tracking
• ❌ Memory consolidation or offline processing
• ❌ Automated belief revision or pruning
• ❌ The "Dream State" consolidation pipeline

Those capabilities exist at the system level and are intentionally decoupled from this client-side library.

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Design intent

This separation is intentional.

By keeping advanced memory logic outside the client library:

• Memory remains independent of any specific LLM
• Client environments stay fast and lightweight
• Sensitive or irreversible memory operations are centrally controlled
• The architecture remains portable across platforms and models

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Typical use cases

• Experimenting with memory-aware AI agents

• Prototyping agent workflows that require short-term context buffering

• Reference integration for platforms such as:

  • Multi-agent systems
  • Collaborative AI environments
  • MCP-compatible agent runtimes

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Installation

pip install kumiho-memory

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Minimal example

from kumiho_memory import RedisMemoryBuffer

memory = RedisMemoryBuffer()

memory.add_message(
    project="example",
    session_id="demo-session",
    role="user",
    content="Hello!"
)

This example demonstrates temporary, short-term buffering only. It does not represent long-term memory persistence.

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Architectural note

kumiho-memory is one component within a larger, model-agnostic memory architecture.

The full system includes:

• Client-side buffers (this package)
• Persistent memory storage
• Structured relationships between memories
• Offline consolidation and lifecycle management

This package intentionally exposes only the client-side surface.

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Roadmap

• 0.1.x — Experimental preview (current)
• 0.2.x — Stabilized client APIs
• 1.0.0 — Production-ready client SDK

The scope of this package will remain limited to client-side concerns.

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License

MIT