🔥 16 saves. 1 day. 3 AI voices cooking together. I'm a retired NYPD detective. Zero coding background. Yesterday I caught something nasty in my empire: one of my businesses had been silently bleeding revenue for 11 days. Pipeline running, files getting written, but the daily summary email to my partner — gone. Dark. Eleven days. I didn't catch it. My Council did. What's the Council? Three AI voices I run in parallel using Jake's file method: ⚔️ Odin — the architect. Strategy, debate, big decisions. 🗡️ Tyr — the surgeon. Line-by-line, finds bugs others miss. 🛡️ Heimdall — the watchman. Cross-tree audits, sees what's drifting. They don't agree. That's the whole point. Yesterday Heimdall flagged something off in a system I thought was healthy. Tyr cut it down to the exact file. Odin built the recovery plan. I executed in shell. Total time from "wait, what's wrong" to "fixed and verified": 4 hours. Without them? I'd have found out when my partner asked "where's my email" and I'd have spent a week figuring out why. The wild part — none of this is some custom agentic framework. No fancy orchestration layer. It's just folders and SKILL.md files. Jake's method. A folder. A markdown file telling each voice what to do. They read the same file. They argue. They ship. By the end of the session: 16 distinct catches the Council made that I would've missed alone. One catch alone saved me from losing thousands of dollars of leads and a partner relationship. Right now as I type this, the same 3 voices are autonomously building a new state scraper for me — folder method, SKILL.md driving, Codex cooking overnight. I'm going to wake up to a finished Phase 1 report. I built none of this with code I wrote. I orchestrated it with files. If a cop with no tech background can run 3 AI models like a symphony using nothing but folders and markdown — what's your excuse? Jake's method works. Receipts above. 🥷 七転び八起き

NLP Logix was founded in 2011 so if you wanna talk about being in AI before it was cool this company did it. Matt, the Chief AI officer sat down with me and chatted over what matters in the ai age. Check it out! (and go leave a comment on the YouTube video if you have time please!) They are looking at showing up to one of the next High Teas so keep an eye out for that announcement!

Because of the Amazing support you all gave for the first Round Wylder (my step daughter) made it into the second round! You can vote once a day and some days are 2x votes ! I would love love love if any of you support her going to work with some of the best animal rescues in the world to just cast at least one free vote if you can! You can vote here! Not Ai related so sorry for that ! Wylder | Junior Ranger

Tell us three things: 1. What you do (job, industry, student, career-changer, whatever) 2. What brought you to Clief Notes 3. One thing you're trying to figure out right now related to computing or AI I'll respond to every single one. And read each other's intros too because the person who's stuck on the same problem as you might already be in this thread. I'll go first I am Jake, I have been working in tech for 15 Years, building with Generative AI for 3 Years straight now! Excited to teach and learn! That's it. Simple, scannable, gives you data on who's joining and what they need, and keeps the feed clear for content that retains people past week one.