# AI Resources

These resources are derived from the GitHub project and the tools used at the regular daily meetings mentioned in the article. This is not a large and complete view list, but only items that can be quickly judged by the reader: What it solves, why it's worth collecting, and what it suits.

## Agent and programming workflow

- [Agent Workflow Kit](https://github.com/crisxuan/agent-workflow-kit)

Reason for recommendation: insert "Whether or not to access project This is a process that can be evaluated and that is appropriate to see the life cycle, the complexity of the collaboration and the risks in a real project before deciding whether to introduce a heavier statute.

- [Codex Usage Estimator](https://github.com/crisxuan/codex-usage)

Reason for recommendation: Suitable to care about Codex usage, token costs and subscriptions. It dissects the blurry "as if much is being used today" into observable local data that will make it easier to determine where the caped input, output and overall consumption are.

- [tiktoken](https://github.com/openai/tiktoken)

Reason for recommendation: OpenAI official tokenizer. If you want to estimate the cost of prompt, understand the length of the context, or make your own token statistical tool, it is much more reliable than the number of characters in your head.

- [andrej-karpathy-skills](https://github.com/forrestchang/andrej-karpathy-skills)

Reason for recommendation: The warehouse is small, but captures the points that AI coding is the easiest to turn over: to write first, to keep simple, to make only relevant changes, to verify the target. Suits it to add a layer of engineering discipline to coding anent.

- [Buddy Reroll](https://github.com/crisxuan/buddy-reroll)

Reason for recommendation: A little fun tool that can observe how desktop pets and state portals can play in the AI product. It is not an infrastructure, but provides some inspiration for light interaction and product taste.

## Tools, resources and knowledge management

- [free-for. dev](https://github.com/ripienaar/free-for-dev)

Reason for recommendation: Developer ' s list of free services. When doing prototype AI, personal projects, Demo, or small tools, there is often a need for a free amount for cloud services, databases, surveillance, CI, mail, storage, etc., which is a suitable warehouse to check first.

- [Layweout](https://github.com/crisxuan/layweout)

Reason for recommendation: Markdown/HTML layout desk for the public launch process. For those who need to stabilize technical articles, AI articles to the public editor, the focus is not on previews, but on the ease of release.

- [worldmonitor](https://github.com/koala73/worldmonitor)

Reason for recommendation: A global situation watch dashboard project suitable for the integration of AI, news syndication, geo-information and real-time panels. Even if not directly deployed, it is appropriate to be a product-form reference.

- [RuView](https://github.com/ruvnet/RuView)

Reason for recommendation: A project using a normal WiFi signal for spatial sensory and existential detection, with a strong brain hole. It's a good idea to see how AI extends from pure text tools to people who know the physical world.

## Local generation, safety and case observation

- [stable-diffusion-webui](https://github.com/AUTOMATIC1111/stable-diffusion-webui)

Reason for recommendation: Run locally the classic entrance to Stable Diffusion. People who want to know about local AI drawings, plugin ecology, model management and API calls are also basic tools for many image generation experiments.

- [openclaw-security-practice-guide](https://github.com/slowmist/openclaw-security-practice-guide)

Reason for recommendation: Security Guide for OpenClaw Use. People who are well placed to focus on the Agent rights, routine inspections, leaks and automated tools to secure borders.

- [Gpt-Agreement-Payment](https://github.com/DanOps-1/Gpt-Agreement-Payment)

Reason for recommendation: It is more appropriate to observe as a sample of a wind control and protocol link rather than as a direct use. It helps readers understand the complex relationship between payment, Oouth, browser environment and platform wind control, and it reminds them not to consider grey automation as a stabilization option.