Before I get to the who and why, I want to say this plainly. Picking a winner this round was genuinely hard. I went through every submission. Pulled repos. Read identity files. Compared rules.md sections. Every entry did real work. A lot of you shipped something I would happily use, sell, or hand a client tomorrow. I can NOT explain to you how proud I am of everyone participating in these, you make this community worth and it and there is SO much potential for the future from just ONE competition let alone future ones. 💼 That part matters more than the prize. The $325 covers a year of Premium and that's great but... The portfolio piece is the real value here. A public repo of a working folder-based AI specialist with a clean README and receipts is a resume line that hiring managers can clone and test cold in five minutes. It is also something you can charge for. If you built a specialist that solves a real problem in a real domain, you already have most of what you need to license it to a peer in your industry, sell it as a service, or package it as a Done-with-You engagement. A few quick notes on that, because most of you did not realize what you actually built and I want to Highlight a few of you: 💸 @Nicolas Patron Uriburu USD Routing Coach AR could be sold to every Argentine indie consultor I know. Same playbook works for any country with FX restrictions. Subscription service, recalibrated annually, audit-pack included. It is a product. 🔗 https://github.com/Nicopatron/usd-routing-coach-ar 🔧 @Jannetje van Leeuwen RAMS specialist is a service business in waiting. Irish signage contractors will pay for this. Same model works for any trade with a regulatory documentation burden. Plumbing, electrical, fit-out, demolition. Each one needs its own folder. 🔗 https://github.com/JannetjeIQ/rams-irish-signage-installer

Was discussing with @Kevin Carrasco over on his post and decided to post so it helps others too! (Discussion: https://www.skool.com/cliefnotes/html-over-md-files?p=f349c1fc ), putting the core arguments here Recently, there was a twitter (X) thread that was talking about how HTML was the better choice over markdown and many claude engineers were making the switch. BUT, as experimented, HTML is over 2x costlier than markdown. I made a report with both md and html from the same content .md: 2k tokens html: 4.6k tokens (for the exact same information) More than 2x Thinking: .md: 3k - 2k = 1k html: 5.7k (direct gen from content) - 3.2k = 2.5k Again more than 2x Values are attached in the screenshots: 1. Generating md report from content (the one with 3k out tokens, 2k content and 1k thinking) 2. Generating html report from the same content (but this report had very little data so rejected this, still took more tokens) (5.7k out tokens, 3.2k content and 2.5k thinking) 3. Generating html report from md report instucting to put every piece of data (7k out tokens, 4.6k content and 2.4k thinking) The container tags have both open and close tags while markdown has just a single or a few character prefix for formatting. And then html has attributes, styles, all of which will require more tokens to represent. You can have more information in the same amount of tokens with markdown. There can be cases where HTML visualisation can cost lesser than a markdown one (ASCII art for drawing stuff. bar charts in ASCII is still cheaper.) and in those places you can just use html for those specific visualisations. Most markdown readers allow html rendering too for specific sections and you can have the rest of report in md. I have attached all output files too so you can see them. Markdown report is pretty nice too.