Vivek Kumar

Here's an example prompt that you could use your for your first iteration, and you don't yet know very much about the domain: chatgpt.com/share/682e7e30… The important bit is the 2nd and 3rd paragraphs, which target Deep Research at the surrounding links and blog posts that mention The Math Academy Way link (I don't think Deep Research can read PDFs yet, but I may be mistaken). In my case, after doing the learning system, I noticed a few areas of focus, and came up with an Iteration 2 prompt like this one--where I mention the "state machine" and New Masters to focus its research: chatgpt.com/share/682e7ef8… Compare that to the control prompt (No Math Academy mentioned) that missed the skill hierarchy and practical exercises: chatgpt.com/share/682f392c… The control prompt basically just summarizes the syllabus of many online classes, whereas the 1st and 2nd Iteration prompts cause it to focus on practical exercises and skill hierarchy, i.e. the actual things you need to make progress. The output of these example prompts is very similar to the the real-world learning system that I've been using for about the last half year.

x.com/i/article/2028…

I disagree with @gregisenberg's take on AI-enhanced agencies (and their margins) his argument: AI agents make agencies 10x more efficient -> margins go up -> way smaller teams can capture much more value -> agencies will find this new format that's closer to software/automation than a traditional service I heavily disagree with his "margins just go up" part this will only be true short term it's a play on transient market inefficiency, not on long-term MOAT here's why: If every agency can use AI to cut costs by 80%, what will happen next? they compete on price. hard. it's econ 101 - when your costs drop and barriers to entry are low, you can't just pocket the difference forever long-term, savings will be passed on to the customer and won't be retained on the agency side (at least a huge part of it) once clients understand that services cost less to deliver, they demand prices to be lower we are already seeing this in ghostwriting services: since AI use is becoming mainstream, prices are going DOWN he's right, agencies will be more like software companies This means that the pricing will also mimic software pricing (=much lower than most agency retainers right now). If now 2 people can do the work of 50 people agencies, the barrier to entry is MUCH lower: competition is higher there's a simple rule in service businesses: efficiency gains get competed away in competitive markets I don't completely disagree with Greg, I think that AI is exciting news for agency businesses there's a lot of land to grab right now if you are early in the automation game of services you can absolutely make shitload of money using this playbook being early and fast is key here the market inefficiency and slow pace of big players to adapt is your opportunity but it's not the case that margins to go up and prices to stay the same there's a 0% long-term for that to happen

@Carnage4Life It’s all a performance. That’s why the jobs are called roles