# kimi-k2.5-prompts-tools

**Repository Path**: github_zoo/kimi-k2.5-prompts-tools

## Basic Information

- **Project Name**: kimi-k2.5-prompts-tools
- **Description**: https://github.com/dnnyngyen/kimi-k2.5-prompts-tools
- **Primary Language**: Unknown
- **License**: CC-BY-4.0
- **Default Branch**: main
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2026-01-29
- **Last Updated**: 2026-01-29

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Kimi K2.5 System Prompt + Tools Schema + Context/Memory Artifacts

A research-oriented repository of **extracted artifacts** from Moonshot AI's **Kimi K2.5 inference-time behavior**: the observed **system prompt**, **tool schemas**, and **context / memory assembly** format.

---

## Overview

**Kimi K2.5** is Moonshot AI's latest large language model featuring a **Mixture-of-Experts (MoE)** architecture with **1T total parameters** and a **256K context window**.

### Key Topics Covered
- Kimi K2.5 system prompt and operational boundaries  
- Kimi K2.5 tool use / function calling schemas (8 tool categories)  
- Kimi K2.5 memory system (`memory_space_edits`) and context management  
- Citation formatting, file system constraints, and step limits  

---

## What This Repo Contains

This repo packages three primary artifacts plus analysis:

```text
.
├── kimi-k2.5-system-prompt-and-tools/
│   ├── kimi_k2.5_system_prompt.md   # Extracted system prompt text
│   ├── tools.json                   # Tool schema / function-calling spec
│   └── context.txt                  # Context + memory block assembly format
├── ANALYSIS.md                      # Architecture breakdown / commentary
├── README.md
└── LICENSE
````

Use cases: alignment research, prompt engineering education, agent framework replication, and studies of tool-use + memory behaviors.

---

## Quickstart

### 1) Browse the artifacts locally

```bash
git clone https://github.com/dnnyngyen/kimi-k2.5-prompts-tools.git
cd kimi-k2.5-prompts-tools
```

Then open:

* `kimi-k2.5-system-prompt-and-tools/kimi_k2.5_system_prompt.md`
* `kimi-k2.5-system-prompt-and-tools/tools.json`
* `kimi-k2.5-system-prompt-and-tools/context.txt`
* `ANALYSIS.md`

---

## Tooling Overview (High Level)

Kimi K2.5 exposes a structured tool-calling interface that enables web access, data retrieval, image search, Python execution, and persistent memory modification. The core tool families are:

- **Web Tools** — general-purpose internet retrieval  
  - `web_search`: query search engines  
  - `web_open_url`: fetch and read webpage content  

- **Image Tools** — multimodal search  
  - `search_image_by_text`: find images using textual prompts  
  - `search_image_by_image`: find visually similar images  

- **Datasource Tools** — structured dataset access  
  - `get_data_source_desc`: inspect available datasources  
  - `get_data_source`: query datasource contents  

- **Python Sandbox**  
  - `ipython`: execute Python for analysis, computation, and chart generation (with output restrictions enforced by Kimi)

- **Long-Term Memory Tools**  
  - `memory_space_edits`: add, replace, or delete memory entries across named memory spaces  

See **`kimi-k2.5-system-prompt-and-tools/tools.json`** for the complete schema and argument structure.

---

## Provenance / Methodology

Artifacts were documented through **inference-time introspection and guided prompting**, using Kimi K2.5’s own self-reporting behavior.
No unauthorized access and no binary reverse engineering were used.

* Original extraction conversation: [https://www.kimi.com/share/19c003f5-acb2-838b-8000-00006aa45d9b](https://www.kimi.com/share/19c003f5-acb2-838b-8000-00006aa45d9b)

**Note:** These behaviors and schemas may change between releases. Treat this repo as a snapshot.

---

## Disclaimer

This project is **not affiliated with or endorsed by Moonshot AI**.
This repository is provided for **educational and research purposes only**.
Please comply with applicable laws and terms of service when using these artifacts.

---

## License

Creative Commons Attribution 4.0 International (CC BY 4.0). See `LICENSE`.

---

**Keywords:** Kimi K2.5, system prompt, tool schema, function calling, agentic architecture, memory mechanism, context assembly, prompt engineering, AI alignment, mechanistic interpretability.