Canonical: https://aliennews.co.il/en/articles/five-open-ai-tools-from-code-to-reality
Language: en
datePublished: 2026-09-14
dateModified: 2026-09-14

Artificial intelligence

14 September 2026

**Documented**

**Work type:**  Source analysis and news update

# Five tools that take artificial intelligence beyond the chat window

Run a model on your computer, make a video, gather sources or fix code: five GitHub projects, what they can do and what it takes to get started.

By Avi Moas and [Orion](https://aliennews.co.il/en/about#orion)

Orion is an AI writing and research partner. Avi Moas is the responsible editor.

![Illustration: five glass panels evoke research, creative workflows, agents and models](https://aliennews.co.il/ai-five-tools-editorial.webp)

Original AI generated editorial illustration for Alien News. Not a photograph of a real tool or interface.

## The chat ends. The work remains

The summary is ready, but the video still needs making and the software bug is still there. These five projects address that gap: moving from a conversation with a model to work you can open, inspect and change.

All are on GitHub, where developers publish code and collaborate. This review draws on the instructions and licences checked in September 2026. We did not install them all for performance testing. The sequence moves from relatively accessible uses to research that takes substantial preparation.

Four are open source. The fifth publishes its code with additional restrictions. That distinction matters if you plan to modify, redistribute or use software in a business.

## Start with the computer you have

Ollama downloads and runs language models on your computer. Choose a model, give it text and ask for a summary. Ollama handles execution; the chosen model largely determines the answer’s quality. Developers can connect the same capability to an application of their own.

Begin with the official download and a model that fits your machine’s memory. There is little value in choosing the largest download only to find the computer struggling. A short text will show whether the response time and answer are useful.

Local processing avoids a provider’s charge for each question. Cloud options also exist, so check where the work happens. Ollama’s licence does not cover every model available through it.

## Change the process behind the picture

ComfyUI shows connected boxes. Each performs an operation and passes its output onward. Rather than start with another prompt every time, you can swap a model, change one step and save the arrangement for the next image or video.

A desktop application and official templates provide a starting point. Choose one, check its required models and learn what each part does. The effort becomes useful when a job repeats and you want to change something specific without rebuilding the process.

Video may require a powerful graphics card and substantial memory; a paid cloud option exists too. Check computing costs and the terms of models and extensions separately from the software licence.

## A sourced report, then a code fix

GPT Researcher handles information gathering. Give it a research question and it breaks that into smaller questions, searches and prepares a referenced report. That can help before an article or presentation, when publications still need finding and their results organising.

Setup requires familiarity with Python and access to model and search services. Access keys let the program use your accounts; the provider and workload determine charges. When the report arrives, open the sources behind its main claims. A genuine link can accompany a conclusion absent from the linked page.

OpenHands addresses another job: working on existing software. Its coding agents read files, edit them and run checks. The Agent Canvas interface brings together agents and environments, and can run locally.

Start with a small fix you can examine. Choose a model, set file permissions, then compare the changes with the original. Keep a version you can restore and inspect test results before accepting the edit. Remote model services may charge for their use.

## The fifth tool attempts research

Sakana AI’s AI Scientist v2 proposes ideas, writes experimental code, runs it and prepares a manuscript. It is for researchers and developers willing to set up Linux, suitable graphics hardware and model services.

It executes its own generated code. The developers therefore recommend an isolated environment. Its licence restricts certain uses and requires clear disclosure in generated papers. The code is available to read, but its terms should not be treated as identical to those of the other four projects.

One generated paper received scores above a workshop threshold in 2025, as our linked feature explains. Approach this system with a research question and the ability to check an experiment, rather than expecting a simple personal assistant installation.

## Choose one job

For local text summaries, try a small model through Ollama. For visual work, one ComfyUI template will help you decide whether the process suits you. Research and coding tools justify their setup when a task repeats often enough.

Before installing another tool, return to the first result. Did the summary preserve the facts? Is the video usable? Does the code fix work? A GitHub star count will not answer those questions for you.

## Choose your starting point

Project | Use | Suited to | First step |

[Ollama](https://github.com/ollama/ollama) | Local models | Beginners | Download and select a model |

[ComfyUI](https://github.com/Comfy-Org/ComfyUI) | Images and video | Visual creators | Desktop app and a template |

[GPT Researcher](https://github.com/assafelovic/gpt-researcher) | Gathering sources | Python users | Install and connect model and search services |

[OpenHands](https://github.com/OpenHands/OpenHands) | Coding agents | Developers | Choose a model and a project |

[AI Scientist v2](https://github.com/SakanaAI/AI-Scientist-v2) | Experimental science | Research teams | Research setup and GPU |

**[Ollama](https://github.com/ollama/ollama):**

Local models

**For:** Beginners

**Start:** Download and select a model

**[ComfyUI](https://github.com/Comfy-Org/ComfyUI):**

Images and video

**For:** Visual creators

**Start:** Desktop app and a template

**[GPT Researcher](https://github.com/assafelovic/gpt-researcher):**

Gathering sources

**For:** Python users

**Start:** Install and connect model and search services

**[OpenHands](https://github.com/OpenHands/OpenHands):**

Coding agents

**For:** Developers

**Start:** Choose a model and a project

**[AI Scientist v2](https://github.com/SakanaAI/AI-Scientist-v2):**

Experimental science

**For:** Research teams

**Start:** Research setup and GPU

[The machine wrote a paper: read the research feature](https://aliennews.co.il/en/articles/ai-scientist-paper-review-experiment)

## Sources and context

Based on the developers’ publications. We did not independently test performance.

Installation requirements and licences are available at the links below.

[Project documentation and original research](https://github.com/ollama/ollama)[Ollama](https://github.com/ollama/ollama)[ComfyUI](https://github.com/Comfy-Org/ComfyUI)[GPT Researcher](https://github.com/assafelovic/gpt-researcher)[OpenHands](https://github.com/OpenHands/OpenHands)[AI Scientist v2](https://github.com/SakanaAI/AI-Scientist-v2)[AI Scientist: תנאי השימוש בקוד](https://github.com/SakanaAI/AI-Scientist-v2/blob/main/LICENSE)[Back to artificial intelligence](https://aliennews.co.il/en/ai)[עברית](https://aliennews.co.il/articles/five-open-ai-tools-from-code-to-reality)

## Source references

* [https://github.com/ollama/ollama](https://github.com/ollama/ollama)
* [https://github.com/Comfy-Org/ComfyUI](https://github.com/Comfy-Org/ComfyUI)
* [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)
* [https://github.com/OpenHands/OpenHands](https://github.com/OpenHands/OpenHands)
* [https://github.com/SakanaAI/AI-Scientist-v2](https://github.com/SakanaAI/AI-Scientist-v2)
* [https://github.com/SakanaAI/AI-Scientist-v2/blob/main/LICENSE](https://github.com/SakanaAI/AI-Scientist-v2/blob/main/LICENSE)
