Creating a career coach prompt and feeding it into the latest, greatest LLM is a great way to ride the wave of frontier technology. Simply prompting a LLM to generate a career coach prompt for X model will surprise you when you attach your CV and background. Fable 5 was the next to help me bring this project to the public. I even used it as a career coach and it really does add perspectives. I used an earlier version of the Job Scout to find my current job, and this project fundamentally shifted how I approach my "day job". https://github.com/Jmx097/Job-Scout-public Technical Breakdown: Job Scout is a project that takes your CV, scrapes job boards for high signal fits and then outputs a list that you would have a high likelihood to interview and land. At its core, it's a local server you spin up that deploys two scripts. 1) Job Scout - UI that you can drop your CV into and filter the jobs you'd like. 2) Job Spy - The script that pulls from job boards without any login. Everything private, powered by deterministic scripts that you sculpt using your agentic harness. There is no AI in it natively, you have to import it with your Codex/Claude/Hermes/OpenClaw/Antigravity/Cursor (any Ai coding workspace) and keep prompting your way into a functioning Job Scout. This is not a mass-ready product. It's the skeleton, you have to put flesh and muscle on it for it to work. It's free to use, own, and operate, and is how I found the job I currently have. To use, follow the instructions in Github or just paste the link, ask the agent to analyze and set it up so it works securely for you. Context: I finally crossed the MIT License eligibility for this project. I first built this for myself back in 2024, and using it has fundamentally changed how I approach work. A host ecosystem is an individual organism viewed as a whole “environment” that other organisms live in and interact with. In biology and ecology, the host (e.g., a human, plant, or animal) isn’t just a single entity but a complex ecosystem made up of: