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Multi-Agent Swarms is happening in 4 days
The Belt of Possibility With Pocket AI Assistants
An appetite for innovation, much like with food, can be overfed. While we're being fed with information 24/7, we starve for insight. It keeps us coming back, reading on, listening, watching, participating by being in the right rooms. The language that talks to transformation, storytelling change, it's buried in marketing techno-babble. The overpromise and under delivery, festers the same skepticism that keeps you divided from experiencing that change. ** DISCLAIMER ** This is experimental. It's secure, but only approach doing this yourself with a professional. This is likely to be the most complex thing I ever teach in this entire program, just because it's easy to fall awry. Everything is figure-out-able. I highly encourage you to feed the PDF and the Docx into a LLM of your choice to dissect and understand what's happening. That being said, join us tomorrow @ 12pm EST to build this live! Kimi's Army **Extra Context** Previously, the extent of AI mobile use has been input into memory. Now, with a novelty that isn't equipped to help the average user, but those that understand how servers and the extent of what this can do. This is not for everyone, which is why it's core to doing your homework on this. That being said, this setup can be a dangerously advantageous digital worker that you can queue and offload tasks to. Previously, you'd attempt this through a paid LLM of your choice. However, it's input and then memory. You need an AI that will create workout plans for you. You need one that will make you healthier. Faster. Smarter. And it needs to be cost effective. Any approach on the internet will easily be $500 and up for a monthly compute fee. This novel approach takes an API angle to Kimi 2.5, and takes advantage of their agent swarm capability. This used to be an architecture advantage, meaning cheaper/faster use of multiple AI agents trained vertically on your task was by design. Now, it's orchestrated automatically up to 100 agents.
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The Belt of Possibility With Pocket AI Assistants
Welcome to Citizen Developer!👋
Build your own digital workforce in under 30 days for free. Hey all! I'm Jonathan. I currently teach at a private school, driven by this mission to create real accessibility around AI. Outside of the classroom, I lead sales teams through SaaS implementations. I come from a background of sales management and enterprise business development, working closely with directors and owner/operators on enabling AI in their work meaningfully. ᴡʜᴀᴛ ʏᴏᴜ'ʟʟ ꜰɪɴᴅ ʜᴇʀᴇ: - AI for Education, made usable: standards-aligned lesson packs, AI-resistant assessments, and "digital workers" (browser agents) that kill busywork so you can win back 5-10 hours / week. - Resource Hub + Playbooks: the good stuff that's usually locked behind paywalls and kept for clients only - free for the first 500 members. - Free Perplexity Pro for 1 Year Cross-industry spillover: I also publish templates for real estate lead gen and legal admin, as I come from this background personally building sales infrastructure, generating over $150k of aggregate revenue for small teams ʜᴏᴡ ᴛᴏ ɢᴇᴛ ꜱᴛᴀʀᴛᴇᴅ: 1. Say hi below: Introduce yourself and share the #1 outcome you'd want this month 2. Book your free 1:1 (15 min): zero pitch - bring one roadblock, leave with 1-2 clear next steps. Book here! 3. Our classroom is constantly being updated with new material, as is our community threads. Check it out, share your progress and thoughts! ᴘʀᴏᴍɪꜱᴇ: This space stays practical, non-technical, and classroom-first. I'll meet you where you are, keep the jargon out, and make sure every asset is something you copy-paste into real work tomorrow. Let's return time where it matters most! 🚀 P.S. After we have a 1:1, I'll be tagging and giving you a mini intro below, feel free to comment and add on!
Welcome to Citizen Developer!👋
GOING LIVE 12PM EST Today & Tomorrow!
Hey all! Got two shows planned for these 2 hour sessions, all resources will be free. The session will not be recorded but future productions will likely include material covered, so if you can't join, no worries! Shoot me a message if there's anything specific you're looking for. Show A - Anatomy of an AI Agent (30 min) - Building a Personal Operating System - Matrix Maps (60 min) - Q&A (30 min) Show B - The Digital Hunt - How AI Can Find Anyone (30 min) - Job Scout - Build AI That Finds Jobs & Ranks Them For You (30 min) - Preview of 30/60/90 Day Program (30 min) - Q&A (30 min) Hope to see you there!
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GOING LIVE 12PM EST Today & Tomorrow!
How AI Hunts (GEO/AEO/SEO) - Search Engines 2026
In 2016, you could argue that most businesses didn't know you could pay to rank in search. Paid advertising had a shift, especially in social media. Advertising campaigns have to show up first in regional search in order for their ads to be pushed even further. Organically, your data has to be available already. Access to what they can find out about you is a real asset to a business, and slowly, a decade later, OSINT gets more recognition. OSINT = Open Source Intelligence. The TL;DR is anyone can find your digital dossier with a little bit of scripting. Privacy out the window. You can imagine why this isn't globally pushed or talked about much. Search Temu a handful of times and you'll see it in every other mobile ad. Now I'm not saying they're using OSINT, however, there are similar tools built on OSINT's framework. Now, in an age where over 90% of the sites are experienced once removed (meaning it takes two clicks to explore instead of one), and most insights are drawn from summaries over actual manual research, that means data needs to be restructured for modern day traffic. Most businesses and people are under-represented in AI search, and the sooner you figure out what it takes to create that, you surface real enterprise value and net new revenue. There are 2 assets worth sharing: 1) The Infamous FAQ Schema, Generative Engine Optimization (GEO) and Answer Engine Optimization (AEO) The conventional industry of Search Engine Optimization (SEO) used to just mean Google Adwords, which were keywords you would pay for. If you do any preliminary research on GEO/AEO, the approach changes a bit. Full disclosure, I am merely documenting my experience building this internally, this is not prescriptive. GEO - The inference material that an LLM uses to generate relevant content. Keyword is generate, for generative AI. AEO - The answers it can derive in relation to a person's problems. This category is exceptionally important. Think about the problems you've solved searching with AI. The sources are typically an article or blog from a company that solves that problem.
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How AI Hunts (GEO/AEO/SEO) - Search Engines 2026
Great First Live! - Next is: Creating Your Own Automatic Digital Hunt
Got to know my first cohort pretty well, inspired a lot of direction for how I can approach these lives. I'm considering creating a binary show, and just offering that 1-2x a weekend. This binary show works either in: A) The Standard Show: If you haven't interacted with me over a live call before, I'll go through the rigmarole of introductory material. This will be standardized and made predictable, but if you join more than a few of them, it'll be the same material content. This is the A Plot, it's strategically how we get to know each other. I will be testing a lot of my new material here, so you can join with or without camera, hang out, it'll feel like a classroom vibe. If it's not a big crowd, I'll take Q&A's, otherwise, it's a showcase, I'm showing how I'm making money today with Ai, freebies and tons of resources. B) The New Show: It's experimental, cutting edge project work that I'm sculpting right now. In January, that's the Job Scout, The AI Tutor, The Lead Hunter, it's agents that are making businesses money today. Both shows are free attendance. All live feed resources are free, but only live! Immediate recordings + email with resources are paid. Both of which will become free after I refine and evolve the production of these shows within the year, but if you want the raw footage, there's a road for you! Every penny spent here is a dollar towards AI education. This year, I'm actively pursuing partnerships and building this community into more of a resource hub. (Hi aiEDU.org !) That being said, looking forward to next weekend! --- Saturday, Jan 27th, 2026 A Digital Hunt is how we create opportunity. A connection, a relationship, one that hopefully might evolve into mutual win-wins. There's a few components to this. Four main ones—warm outreach (referrals, LinkedIn), cold outreach (email/DM), paid ads (Facebook/YouTube), and content (webinars, SEO)
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Great First Live! - Next is: Creating Your Own Automatic Digital Hunt
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