The Ledger
Every statement that passed quotation and attribution checks. Mix any filter with any other: certainty 1/5, debate potential 5/5, or both at once.
why aren't all 14 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 0 checkable ones are still open, waiting for their date. predictions held up or didn't; assertions are supported or contradicted. on every card: ▮▮▮▮▮ certainty · ▮▮▮▮▮ debate potential. speakers are clickable
Dan Koe: Any idea can succeed using proven tweet structures
“Really any idea has the potential to do very well. Cause you can just pop it into a preexisting structure, or you can take a structure and plug in one of the ideas that you're trying to include in your brand.”
Koe: Two-phase prompting matches 2-3 months of marketing study
“It spits out an offer blueprint that is probably 10 times better than something you would have done on your own just then, right? And it would probably be on par with what you would be able to do after Two to three months of actually learning about it.”
Dan Koe: Recreate top niche topics without watching the videos to stand out
“So a good way to generate ideas that help you grow is to go to YouTube, look at the accounts in your niche, Or the people, the kind of like tribe you want to join online. Go to their account, go to videos, filter by most popular, and then just write down 10 of…”
Koe: Repurposing Content Across Platforms Does Not Bore Audiences
“The objection there usually is, ah, well, if you're posting the same thing on two platforms, won't people notice that, or won't they get bored? Right. And most of the time, I've seen the opposite. Like, there are people that read it, and then when they watch o…”
Koe: Better to Produce One Great Weekly Asset Than Platform-Specific Mediocrity
“My philosophy behind it is I'd rather produce one amazing thing a week and just put all of my attention into that And put it out across all platforms rather than try to create something new for each platform and each of those things not be as good.”
Koe: LLMs struggle to write tweets without hyper-specific guidance
“So with this, I'm not asking it to write tweets for me because the LLM isn't going to be too good at doing that unless you
Guide it to in a very specific way, but instead here is I have it give me the pieces of ideas like the deconstruction of high performing …”
Dan Koe: Balancing core proven ideas with experimentation drives all social platform growth
“And if you keep that balance of your core ideas that are consistently going to bring in followers with a healthy dose of experimentation until you find more, And then you just cycle out the core ideas. That's really the entire growth process on any social plat…”
Koe: Prompting LLMs with specific expert frameworks beats general prompts
“The reason we do this rather than, hey, here's my product. Help me create an offer from it is because I want to narrow the context from the beginning, right? I don't want AI. I don't want the LLM to pull just general context that it thinks is best for creating…”
Koe: Does not use LLMs to write his actual newsletters
“Now I don't have the LLM right for me, like the actual newsletter.”
Dan Koe: Daily two-hour writing sessions power my entire content output
“How I actually structure that on a day-to-day basis is quite simple, where I wake up, do a little morning routine, shower, walk, whatever it may be, and then I sit down at my computer and the next two hours is just dedicated to writing. So in that writing, I h…”
Koe: Reverse-engineers high-performing content into LLM meta-prompts
“Anything that I like and want to incorporate into my work, I will ask Claude or ChatGPT to break it down, teach me how to do it. I will take that as if it were a, an SOP or just a set of instructions. Then I will take a prompt that helps me create prompts, sen…”
Koe: Two-phase prompt framework requires AI to interview the creator first
“Structure this prompt in two phases. The first is context gathering, so interview me for the ideas that I want to write about, and phase two is post writing, so write three variations of each type of post using the ideas I gave you.”