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Honcho

An AI-native memory platform for building stateful agents with persistent context, retrieval, and continual reasoning.

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Introduction

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Information

  • Publisher
    pushtimepushtime
  • Websitehoncho.dev
  • Published date2026/09/10

Categories

  • Developer Tools
  • AI & Automation
  • Productivity & Collaboration

Tags

  • AI Powered
  • AI Memory
  • Agent Memory
  • Developer Tools
  • API
  • Model Agnostic
  • Stateful Agents
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How to Use Honcho

Honcho's Core Features

Automatic memory ingestion

Stores, indexes, and continually reasons over messages and interaction history.

Curated context() retrieval

Returns useful memory rather than forcing an agent to load its entire history.

Token budgeting

Controls context size to reduce unnecessary usage and cost.

On-demand reasoning

Offers multiple chat reasoning tiers for targeted questions.

Background dreaming

Finds patterns and inferences asynchronously between active sessions.

Peer-based memory

Scopes memory across users, agents, NPCs, groups, and relationships.

Model-agnostic design

Works with OpenAI, Anthropic, and custom model stacks.

Developer integrations

Supports CLI and integrations for coding agents and orchestration tools.

Honcho's Use Cases

1

Coding agents

Remember team conventions, architecture preferences, and prior code reviews.

2

AI companions

Maintain relationships, preferences, and emotional continuity across conversations.

3

Game NPCs

Give characters opinions, memories, and evolving relationships.

4

Customer support

Preserve customer context across sessions, channels, and handoffs.

5

Adaptive tutors

Track misconceptions and adjust explanations and difficulty over time.

FAQ from Honcho

Honcho Support & Company Information

Social Links

  • GitHub
  • GitHub
  • Discord
  • Twitter

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Honcho gives AI agents a durable memory layer. It stores and indexes messages, reasons over interactions through its Neuromancer models, and returns curated context through a simple context() method.

The platform is model-agnostic and supports token budgets, unlimited retrieval, peer scoping, background dreaming, and on-demand reasoning. It can represent users, agents, NPCs, groups, and relationships, helping developers build systems that preserve preferences, conventions, and continuity instead of starting from an empty context each session.

  1. Create a Honcho workspace and connect an AI agent or supported integration.
  2. Write conversation messages and relevant events to Honcho for storage and indexing.
  3. Call context() to retrieve curated memories with token, search, summary, and peer controls.
  4. Use the appropriate .chat() reasoning tier when the agent needs a focused inference.
  5. Add the CLI or an integration such as Claude Code, Codex, OpenClaw, Hermes Agent, or DeepSeek Harness.
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