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Debanjum 22f3ed3f5d
Research Mode: Give Khoj the ability to perform more advanced reasoning (#952)
## Overview
Khoj can now go into research mode and use a python code interpreter. These are experimental features that are being released early for feedback and testing.

- Research mode allows Khoj to dynamically select the tools it needs to best answer the question. It is also allowed more iterations to get to a satisfactory answer. Its more dynamic train of thought is shown to improve visibility into its thinking.
- Adding ability for Khoj to use a python code interpreter is an adjacent capability. It can help Khoj do some data analysis and generate charts for you. A sandboxed python to run code is provided using [cohere-terrarium](https://github.com/cohere-ai/cohere-terrarium?tab=readme-ov-file), [pyodide](https://pyodide.org/).

## Analysis
Research mode (significantly?) improves Khoj's information retrieval for more complex queries requiring multi-step lookups but takes longer to run. It can research for longer, requiring less back-n-forth with the user to find an answer.

Research mode gives most gains when used with more advanced chat models (like o1, 4o, new claude sonnet and gemini-pro-002). Smaller models improve their response quality but tend to get into repetitive loops more often. 

## Next Steps
- Get community feedback on research mode. What works, what fails, what is confusing, what'd be cool to have.
- Tune Khoj's capabilities for longer autonomous runs and to generalize across a larger range of model sizes

## Miscellaneous Improvements
- Khoj's train of thought is saved and shown for all messages, not just the latest one
- Render charts generated by Khoj and code running using the code tool on the web app
- Align chat input color to currently selected agent color
2024-11-01 14:46:29 -07:00
.github Remove tools cache in dockerize.yml workflow 2024-09-29 00:27:37 -07:00
documentation Add optional brew steps for docker install 2024-10-31 12:41:53 -07:00
scripts Update bump version script to bump new next.js web app version too 2024-08-05 16:20:47 +05:30
src When running code, strip any code delimiters. Disable application json type specification in Gemini request. 2024-11-01 13:47:39 -07:00
tests Merge branch 'master' into features/advanced-reasoning 2024-10-28 04:10:59 -07:00
.dockerignore Use pypi khoj to fix docker builds and dockerize github workflow 2023-02-19 01:57:01 -06:00
.gitattributes Exclude tests data file from programming stats on Github 2023-08-28 11:00:52 -07:00
.gitignore Cycle through chat history in chat input on Obsidian (#861) 2024-08-12 23:55:25 -07:00
.pre-commit-config.yaml Add isort to the pre-commit configuration and apply it to the whole project (#595) 2023-12-28 18:04:02 +05:30
docker-compose.yml Intelligently initialize a decent default set of chat model options 2024-09-19 20:32:08 -07:00
Dockerfile Reduce size of Khoj Docker images by removing layers and caches 2024-09-29 04:06:35 -07:00
gunicorn-config.py Bump gunicorn workers per server up to 2 2024-04-18 11:32:51 +05:30
LICENSE Change license to GNU AGPLv3 from GNU GPLv3 2023-11-16 11:14:06 -08:00
manifest.json Release Khoj version 1.27.1 2024-10-25 15:23:07 -07:00
prod.Dockerfile Reduce size of Khoj Docker images by removing layers and caches 2024-09-29 04:06:35 -07:00
pyproject.toml Save conversation traces to git for visualization 2024-10-26 04:59:19 -07:00
pytest.ini Move the django app into the src/khoj folder for better organization and functionality 2023-11-21 10:56:04 -08:00
README.md Use Khoj icons. Add automation & improve agent text on web login page 2024-10-17 11:58:52 -07:00
versions.json Release Khoj version 1.27.1 2024-10-25 15:23:07 -07:00

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Your AI second brain

📑 Docs   •   🌐 Web   •   🔥 App   •   💬 Discord   •   ✍🏽 Blog


Khoj is a personal AI app to extend your capabilities. It smoothly scales up from an on-device personal AI to a cloud-scale enterprise AI.

  • Chat with any local or online LLM (e.g llama3, qwen, gemma, mistral, gpt, claude, gemini).
  • Get answers from the internet and your docs (including image, pdf, markdown, org-mode, word, notion files).
  • Access it from your Browser, Obsidian, Emacs, Desktop, Phone or Whatsapp.
  • Create agents with custom knowledge, persona, chat model and tools to take on any role.
  • Automate away repetitive research. Get personal newsletters and smart notifications delivered to your inbox.
  • Find relevant docs quickly and easily using our advanced semantic search.
  • Generate images, talk out loud, play your messages.
  • Khoj is open-source, self-hostable. Always.
  • Run it privately on your computer or try it on our cloud app.

See it in action

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Go to https://app.khoj.dev to see Khoj live.

Full feature list

You can see the full feature list here.

Self-Host

To get started with self-hosting Khoj, read the docs.

Contributors

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Interested in Contributing?

We are always looking for contributors to help us build new features, improve the project documentation, or fix bugs. If you're interested, please see our Contributing Guidelines and check out our Contributors Project Board.