I have built an agency site and recently updated the copy with a skill. I wated to tweak some copy here and there I was wondering if there is a way to add an md file where I just change the copy and site's copy updates as well. This is moving to the next layer some lessons talk about in the foundations. Edite: The website is built with React + Vite + Tailwind.

9 months ago I had to architect a multi-agent system that had a major requirement: all facts the agent says must be cited from a 300+ domain (10M+ relevant webpages) allowlist given by the client. Needless to say, making sure the LLM didn't do one of these three things was really hard: A. Present a fact from its training data with no sources B. Present a fact from its training data with a source (but not related to the source) C. Present a fact from a source but not related to the query D. Invent instead of saying it doesn't know So I had to make this multi-agent system very complex, to be able to check and validate each claim. ICM + any modern coding agent fixes this issue mostly. These harnesses make the models smart enough to backtrack and validate each claim, without making the architecture very complex. On my initial tests of accurate sourcing with ICM, I can definitely say that sourcing stops being a major bottleneck. Some optimization had to be made to the stages and rules for the agent to comply to your sourcing rules, but it's nothing compared to the over-engineering I had to do months ago.

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Where to start?

Just off the phone with another business owner, an existing MSP client. We are starting a paid engagement on Tuesday. He has some crews on the road installing a product. Those crews are going to start taking before, during, and after photos of the jobs, to help illustrate the transformation that this product makes. He has asked me to come up with a way to help the guys on site manage the upload of the photos and related job information - hard working guys with not an awful lot of time or much IT inclination. I then suggested.... 1. Helping his guys with his initial request ➕➕ AND ➕➕ 2. Improving the quality of the information uploaded to make it more useful 3. Automating the process of those job photos being compiled in the correct order and a social media post about the job being drafted and presented for approval of both the photographs and the content of the social media post to the business owner (style based in his previous posting history) 4. And auotomating the posting to multiple social media accounts of the photos and the approved post content. 5. He doesn't know it, but I'll throw in automatic blog post creation as a bonus. I already have a fair idea of how I'm going to do it. The key point here is I didn't sell this to him. He called me for advice about a simple technical matter and I simply suggested that the rest COULD be done, and suggested a framework only (no specific tools or much detail) He then sold himself and spontaneously decided that, despite his own AI use, he needed us to do it for him because it souned a bit complicated.