# Welcome to Kiln AI

Kiln AI is the easiest tool for:

* 🎛️ [**Fine Tuning**](https://docs.kiln.tech/docs/fine-tuning/fine-tuning-guide): Zero-code fine-tuning for Llama, GPT-4o, and more. Automatic serverless deployment of models.
* 📊 [**Evals & Specs**](https://docs.kiln.tech/docs/evals-and-specs/evaluations)**:** Evaluate the quality of your models/tasks using state of the art evaluators.
* 📈 [**Optimizers**](https://docs.kiln.tech/docs/optimizers): Find the best model, prompt or fine-tune for your task. Improve quality and lower costs.
* 🔍 [**Docs & Search (RAG)**](https://docs.kiln.tech/docs/documents-and-search-rag): Add knowledge to your AI systems with Retrieval-Augmented Generation (RAG)
* 🤖 [**Agents**](https://docs.kiln.tech/docs/agents) Build agentic systems with multiple actors
* 🛠 [**Tools & MCP**](https://docs.kiln.tech/docs/tools-and-mcp): Connect powerful tools to your Kiln tasks
* 🧩 [**Skills**](https://docs.kiln.tech/docs/skills): Load more instructions, depending on the goal.
* 🪄 [**Synthetic Data Generation**](https://docs.kiln.tech/docs/synthetic-data-generation): Generate training data with our interactive visual tooling.
* 🧠 [**Reasoning Models**](https://docs.kiln.tech/docs/fine-tuning/guide-train-a-reasoning-model): Train or distill your own custom reasoning models.
* 🤝 [**Team Collaboration**](https://docs.kiln.tech/docs/collaboration): Git-based version control for your AI datasets. Intuitive UI makes it easy to collaborate with QA, PM, and subject matter experts on structured data (examples, prompts, ratings, feedback, issues, etc.).

### Jump right in

<table data-view="cards"><thead><tr><th></th><th></th><th data-hidden></th><th data-hidden data-card-target data-type="content-ref"></th><th data-hidden data-card-cover data-type="image">Cover image</th></tr></thead><tbody><tr><td><strong>Quickstart</strong></td><td>Download our app, setup a task, and run AI models.</td><td></td><td><a href="docs/quickstart">quickstart</a></td><td><a href="https://2952104390-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FEJ4b8A4QiEQlOGbYkXDX%2Fuploads%2FA8Y1MmDvOOcalGnonFN2%2FApp3.png?alt=media&#x26;token=465580f7-a34b-412f-99e0-3d67a0b76d8e">App3.png</a></td></tr><tr><td><strong>Automatic Prompt Optimizer</strong></td><td>Find the best possible prompt for your task.</td><td></td><td><a href="docs/prompts/automatic-prompt-optimizer">automatic-prompt-optimizer</a></td><td><a href="https://2952104390-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FEJ4b8A4QiEQlOGbYkXDX%2Fuploads%2FWcRodyUqeUP7YDFKKrb7%2FPrompts3.png?alt=media&#x26;token=cab70d54-d95b-4534-a6b3-7381b29011a0">Prompts3.png</a></td></tr><tr><td><strong>Models and AI Providers</strong></td><td>Manage which models you can use in Kiln.</td><td></td><td><a href="docs/models-and-ai-providers">models-and-ai-providers</a></td><td><a href="https://2952104390-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FEJ4b8A4QiEQlOGbYkXDX%2Fuploads%2FDoVtN4VzuIs9iBElotjQ%2Fproviders3.png?alt=media&#x26;token=9ff71ff5-4d27-4934-aee4-924061d655f4">providers3.png</a></td></tr><tr><td><strong>Fine Tuning</strong></td><td>Our guide for fine tuning AI models</td><td></td><td><a href="docs/fine-tuning/fine-tuning-guide">fine-tuning-guide</a></td><td><a href="https://2952104390-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FEJ4b8A4QiEQlOGbYkXDX%2Fuploads%2FVQoiH8d5BlA96DRlBZQH%2Ftuning2.png?alt=media&#x26;token=c8c79e9d-5f79-45bd-9c45-9866e6ff8321">tuning2.png</a></td></tr><tr><td><strong>Evals &#x26; Specs</strong></td><td>Evaluate the quality of your models/tasks</td><td></td><td><a href="docs/evals-and-specs">evals-and-specs</a></td><td><a href="https://2952104390-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FEJ4b8A4QiEQlOGbYkXDX%2Fuploads%2FD5uWvqevz1TQJOrtW17Y%2FEval.png?alt=media&#x26;token=5856e9dc-83d3-4c28-8cbb-6db5f93b9aa2">Eval.png</a></td></tr><tr><td><strong>Tools &#x26; MCP</strong></td><td>Connect tools to Kiln</td><td></td><td><a href="docs/tools-and-mcp">tools-and-mcp</a></td><td><a href="https://2952104390-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FEJ4b8A4QiEQlOGbYkXDX%2Fuploads%2FuiAcq5orkzq3qqyydLOD%2FMCP.png?alt=media&#x26;token=20ff547e-a640-4e17-9864-9b46300fa213">MCP.png</a></td></tr><tr><td><strong>Search Tools / RAG</strong></td><td>Add documents and create search indexes</td><td></td><td><a href="docs/documents-and-search-rag">documents-and-search-rag</a></td><td><a href="https://2952104390-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FEJ4b8A4QiEQlOGbYkXDX%2Fuploads%2FWzcdLSGBR77P8yEgRwVr%2Frag%20icon%202-2.png?alt=media&#x26;token=d563208f-dde9-4002-bb33-0a090d4c8cb5">rag icon 2-2.png</a></td></tr><tr><td><strong>Agents</strong></td><td>Built multi-action agentic systems</td><td></td><td><a href="docs/agents">agents</a></td><td><a href="https://2952104390-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FEJ4b8A4QiEQlOGbYkXDX%2Fuploads%2FV1nF4kgN52PIBzhifh32%2FAgents-2.png?alt=media&#x26;token=12bfbc4d-0aa6-43de-b04d-fdb57b1dcea7">Agents-2.png</a></td></tr><tr><td><strong>Synthetic Data Generation</strong></td><td>Generate training data for models with AI</td><td></td><td><a href="docs/synthetic-data-generation">synthetic-data-generation</a></td><td><a href="https://2952104390-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FEJ4b8A4QiEQlOGbYkXDX%2Fuploads%2FNczKKv2hph6GmJvrUomx%2Fsynth.png?alt=media&#x26;token=83d006cf-107d-47fb-91d8-c30d85a4c4c9">synth.png</a></td></tr><tr><td><strong>Skills</strong></td><td>Dynamically load prompts for the current goal.</td><td></td><td><a href="docs/skills">skills</a></td><td><a href="https://2952104390-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FEJ4b8A4QiEQlOGbYkXDX%2Fuploads%2FLRm42wk4BFDxJ2ygxwQl%2Fskills.png?alt=media&#x26;token=c15bf118-b985-4fd8-97fa-93b63e37f5b6">skills.png</a></td></tr><tr><td><strong>Python Library Setup</strong></td><td>Install and use our python library.</td><td></td><td><a href="developers/python-library-quickstart">python-library-quickstart</a></td><td><a href="https://2952104390-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FEJ4b8A4QiEQlOGbYkXDX%2Fuploads%2F7JgstNwNpb15P2Q3dbUA%2Fpython3.png?alt=media&#x26;token=c389d409-cf79-4359-aac7-809b9788b93b">python3.png</a></td></tr><tr><td><strong>Demo Project</strong></td><td>End to end demo video showing how to use Kiln</td><td></td><td><a href="docs/end-to-end-project-demo">end-to-end-project-demo</a></td><td><a href="https://2952104390-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FEJ4b8A4QiEQlOGbYkXDX%2Fuploads%2FaJTx7q9SskLAOK81ZWvm%2FVideo-2.png?alt=media&#x26;token=77fe0d05-ce4f-4673-9e59-4cea57d7c352">Video-2.png</a></td></tr><tr><td><strong>Build a Reasoning Model</strong></td><td>Create your own reasoning model, like o3 or R1</td><td></td><td><a href="docs/fine-tuning/guide-train-a-reasoning-model">guide-train-a-reasoning-model</a></td><td><a href="https://2952104390-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FEJ4b8A4QiEQlOGbYkXDX%2Fuploads%2FqlcEWrRc9fmvtxsrxId4%2Fdistill.png?alt=media&#x26;token=e217949f-d365-4076-ab64-21c1941ad364">distill.png</a></td></tr></tbody></table>


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://docs.kiln.tech/readme.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
