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Metal VS Shingle Roofing

When it comes to protecting your home, the roof is your first line of defense against the elements. For decades, asphalt shingles have been the go-to choice for homeowners due to their low upfront cost and ease of installation. However, as building technology has advanced and extreme weather events become more frequent, many are starting to look at their roof as a long-term investment rather than a recurring expense. The debate between these two materials often boils down to a “now vs. later” mentality. While shingles are budget-friendly in the short term, metal roofing has emerged as the superior choice for those who want a “once-and-done” solution. In 2026, the transition toward metal is accelerating, driven by its unmatched longevity, energy efficiency, and modern aesthetic. Understanding the nuances of each material is the key to making a choice that fits both your current budget and your home’s future value. Longevity: The 50-Year Gap The most ...

Almost Human Automation?

Do any hands-off automation tools powered by AI and an LLM (like GPT-4) actually exist yet?

Maybe you can suggest a tech stack to get there?

Seems like Buffer gets close. Maybe Predis ai does too?

Am I crazy to think this is possible without becoming bot trash?

I would like to deploy a system / AI / service / tool / SaaS that will:

  1. Answer some sort of "intake form" / questionnaire about the account's goals/desired topics/etc.

  2. Emulate the characteristics of competing accounts that were identified during intake (post frequency, engagement style, post format, following list, voice, tone, etcetera).

  3. Create an image (or a video, depending on the platform and post type).

  4. Write the post's content.

  5. Save the finished post in some kind of approval library (something I can do once per week/month/etc).

  6. Make the post. Even better if it makes the post at what it deems the optimal time.

  7. React / Respond to relevant comments in context. Not just some generic "thanks! 🎉" in every reply... those are the worst.

  • Stretch Goal: also comments/reacts to other account's posts with very relevant context (again, no generic "thanks! 🎉" replies). Like an intelligent reply guy.

Alright Social Media Marketing fam, that's my fantasy product of the day, haha. Would love to learn if this exists or is even possible. Probably not. I'm not holding out a ton of hope lol 😂

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