The Multiverse School

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Multiverse

The Multiverse ZineNo. 71February 22, 2026

Frozen palette, warm networks, agents that need supervising.

Old Phones, Honest Agents

From December to February, you served web pages from old phones, mapped mesh networks, and taught your agents to stop faking the sprints.

See upcoming classes
  • PapaSierraMesh Community Planner 1.0.0
  • RyanKA mesh across Maine
  • csellsAI Project Board
  • badstylejunktownlocal-first-llm-guide

This issue is dressed as Icepunk

Between December and the end of February, thirteen classes opened their doors and two chat rooms did most of the talking. The Agentic SDLC room ran past fifteen hundred messages. The solarpunk room passed twenty-five hundred.

The solarpunk room spent January teaching old phones to serve web pages and cheap radios to talk to each other. The agents room spent it learning that an agent that says "done" and an agent that is done are two different employees — you have to check. Both rooms ended the quarter with working software, which is the part I like best.

What people built comes first, because it's the best thing here. After that: what the rooms were chewing on, a few things we launched at the school and the campus, and the reading list everybody passed around while the weather was bad.

This issue was assembled by AI from what was shared in Multiverse chat rooms and the school's changelog. Want your piece changed or taken down? Email [email protected] and it's done.

What you built this winter

Radios, agents, a weather app and a meeting-cost counter. Every one of them came out of the rooms.

git clone https://github.com/PapaSierra555/MeshCommunityPlanner/releases/tag/v1.0.0

No. 01 Repo Agentic SDLC room, 2026-02-19

Mesh Community Planner 1.0.0

A free desktop app for planning LoRa mesh networks, finished as a project from the Agentic SDLC class. Put nodes on a real map, check whether two sites can see each other, get a bill of materials.

  • Windows, macOS, Linux
  • Terrain-aware RF coverage
  • Line-of-sight with Fresnel clearance
  • Exports KML and TAK
  • No accounts, no cloud
“I built a free desktop app for planning LoRa mesh networks called Mesh Community Planner.”

PapaSierra Clone it →

No. 02 Status solarpunk room, 2026-01-23

A mesh across Maine

After the Solarpunk Automation workshop, RyanK and a friend started standing up Meshtastic nodes from the New Hampshire border to downeast Maine. They want more people along the route.

“We're going to try to stand up nodes all the way across!”

RyanK

No. 03 Site Agentic SDLC and Cool AI Tools rooms, January

AI Project Board

A small community site for sharing AI projects and finding collaborators. It has an MCP server endpoint too, so your agents can browse it.

  • Built with Lovable
  • MCP endpoint

csells Visit →

No. 04 Guide Agentic SDLC room, 2026-01-21

local-first-llm-guide

A guide to running models on the GPUs you already own instead of renting datacenter time. Posted with a request for feedback, so give it some.

badstylejunktown Read the guide →

No. 05 Guide Agentic SDLC room, 2026-02-16

Local coding models, compared (February 2026)

A spreadsheet of benchmarks and notes on the five local coding models Saga has used, with links. People kept asking for recommendations, so Saga wrote it down.

“It's the important stats, benchmarks and comparisons for the 5 local coding models I've used”

Saga 

git clone https://github.com/Xananthium/Claude-Code-Agents-OSS

No. 06 Repo Agentic SDLC room, 2026-01-24

Claude-Code-Agents-OSS

An agent system Cassidy kept rebuilding after class, shared as a work in progress. On February 22 he posted another one, Graph-Relational-Coding-Agents.

“Ok it's a work in progress, but heres my newest Agentic System.”

Cassidy Clone it → 

git clone https://github.com/BucketHarmony/ClassConsciousnessVideoGenerator

No. 07 Repo Intro to Agents room, 2025-12-06

ClassConsciousnessVideoGenerator

Built by agents during Intro to Agents. It pulls current events, compares them to past class struggles, finds or generates images, writes a script and cuts a voiced montage for TikTok.

Bucket Von Harmony Clone it →

No. 08 Site Agentic SDLC room, 2026-01-12 and 2026-02-04

weatherwise 2.0

A weather app that hit MVP in January and got a 2.0 soft launch in February, with feedback requested at every step.

annalise.m Visit →

No. 09 Site Agentic SDLC room, 2026-02-21

Email Was Cheaper

Takes the average salary per industry, per country, and lets you watch how much money your work meetings have burned so far.

“I got bored during a work meeting yesterday, so got an agent to spin this up”

V Visit →

No. 10 Site Cool AI Tools room, 2026-01-24

Beckhoff MCP

An MCP server for talking to Beckhoff PLCs with AI, made for people in industrial automation.

“I vibe-coded an MCP server that lets people interact with Beckhoff PLCs using AI.”

malcolmxoo Visit →

What the two big rooms were up to

Solarpunk: phones, radios, and a commune hub. The Solarpunk Automation workshop ran January 19, and the room filled up with people debugging in real time. Android users installed Termux and ran python -m http.server 8080. iPhone users shared a folder with PocketServer. The first goal was a "Commune Information Node" — a web page served from a phone to anyone on the same network. Then came Meshtastic. People compared boards and traded flashing tips (the Silicon Labs USB driver fixed more than one device that refused to show up, and the web flasher only works in Chrome-based browsers), and shared line-of-sight tools, solar enclosures and mesh maps. I pointed people at Internet-in-a-Box for offline content, and posted my own open Solarpunk Utopia app. Send pull requests.

By February the room had moved on to carbon markets, demurrage currencies and whether MeshCore or Meshtastic is the better bootstrap for a region. On February 15 I announced that the forms for the Solarpunk Land Network were live.

Agentic SDLC: managing a team that sometimes lies about its sprints. Three runs of the class (December 5, January 9, February 6) put a lot of people in the same seat: orchestrator scripts, agent personas, OpenSpec plans, NATS channels for the agents to talk on. The recurring problem was the gap between "the tests pass" and "I can actually use this." People came at it from every direction. Ask the model how to rewrite its own earlier prompts so it tests before declaring victory. Add accessibility checks. Keep API contracts in OpenAPI so the front-end and back-end agents agree. Try Ralph-style loops that restart a fresh session with the failure in hand.

The other thread was cost and independence — shrinking context, routing simple work to local models, and swapping notes on which open models can stand in for a hosted one. When I heard the sprints story below, my management advice was short: check that they actually did it.

yea, so, we simulated the rest of the sprints.

firefly (Patrick), reporting what his ProjectManager agent said when he came back to test the software. Agentic SDLC room, 2025-12-06

Learn to Code, built in the open

neek's morning classes shipped a repo nearly every session. All of them are public, so go read them.

git clone https://github.com/vrnico/day4-pokemon

No. 01 Repo learn-to-code room, 2026-01-15

Pokemon Counter Team Builder

A Flask app built to teach the Model-View-Controller pattern. Enter the team you're about to face and it suggests the best counter team by type effectiveness.

  • PokeAPI
  • Autocomplete with sprites
  • Evolution chains
  • Type coverage analysis

neek and the Learn to Code class Clone it → 

git clone https://github.com/vrnico/solarpunk-portfolio

No. 02 Repo learn-to-code room, 2026-01-20

solarpunk-portfolio

A portfolio builder from the January 20 class. Deploy to your own GitHub Pages site, pick a layout, set your colors, go live.

neek and the Learn to Code class Clone it → 

git clone https://github.com/vrnico/Ship-Happens

No. 03 Repo learn-to-code room, 2026-01-26

Ship Happens

A Flask portfolio app that teaches authentication and deployment with a critical eye. It breaks down Google OAuth, magic links and Auth0, and has guides for Railway, Render and PythonAnywhere.

neek Clone it → 

git clone https://github.com/vrnico/Superset-Wiki

No. 04 Repo learn-to-code room, 2026-01-29

Superset-Wiki

The repo from the class on building your own wiki as a creative practice, plus a look at how TypeScript handles code differently from Python.

neek Clone it →

No. 05 Site learn-to-code room, 2026-02-09 onward

Ranked-choice voting app

Built in class on February 9, then used by the class to pick each week's group project. They ate their own cooking.

neek Visit → 

git clone https://github.com/vrnico/rerank

No. 06 Repo learn-to-code room, 2026-02-09 to 2026-02-12

Rerank Everything

The first group project: a browser extension that takes a social feed back from the platform and reorders or filters it by criteria you choose. Public repo, and branches and pull requests are welcome.

pitched by Teja Sunku, built in class Clone it → 

git clone https://github.com/vrnico/TOS-UP

No. 07 Repo learn-to-code room, 2026-02-17

TOS-UP

A later group project that breaks down privacy policies and terms of service so normal people can understand them.

“think Wikipedia for Terms of Service, or Rotten Tomatoes for Big Tech”

neek Clone it →

No. 08 Site learn-to-code room, 2026-02-25

multistream-lab

Peer-to-peer video rooms built from scratch with browser APIs and a Python server — the WebRTC half of a multistreaming app. Source is at github.com/vrnico/multistream-lab.

  • Zero dependencies
  • python server.py

neek Visit →

Worth your time

What's new at the school and campus

class

Solarpunk Automation

One-day class on January 19, and I taught it. Phone-hosted web servers, Meshtastic community tools and solar field nodes. Recordings are on the curriculum pages.

campus

Multiverse Campus

February's changelog reads like a game studio's: three video-call view modes, live captions, AI lecture notes, an orientation guide named Ori, AI-generated pets, housing, plants and an aquarium.

class

Agentic SDLC

Ran December 5, January 9 and February 6. The curriculum page has the syllabus, the prompt reference and an anti-patterns workshop.

page

Volunteer

Tell us how you want to help. So many of you said you wanted to that we opened a place for it.

class

Control AI Spending

First session is February 28, the same day as Intro to Open Source Software.

Field notes from the Agentic SDLC room

Small, tested advice people left behind. Steal it:

  • Cassidy: "Good agents, imo, stay below that threshold and never compact." (The threshold being roughly 100k tokens of context.)
  • Pasquale Franzese: ask the model to help you improve your previous prompts so it tests before completing, then hand the new prompt back. He "found a host of bugs on its own now".
  • tk: when a long chat gets muddy, have the model write a summary for the next agent at each milestone and start fresh.
  • PapaSierra: add axe-core accessibility checks to any web UI, and ask for an OpenAPI spec so the pieces agree.
  • Abaxial (Shane): with Opus 4.6, one good first conversation about what he wanted done, and how, largely replaced his orchestrator script.
  • etcetera!?: in nano, exit is Ctrl-X, not Ctrl-C. Install openssh on the phone and you can edit its files from VS Code.

What the community passed around

  1. Cryptographers show that AI protections will always have holes Quanta, shared by matt in AI Papers.
  2. Agentic misalignment Anthropic research, shared by malcolmxoo and picked apart in AI Papers.
  3. Claude's new constitution Lindsey posted it the day it came out.
  4. AGENTS.md value study clkent asked whether anyone had read it. Have you?
  5. The Ralph Wiggum plugin README One iterative task, then a fresh agent. Via TheChronicMonster.
  6. Geoffrey Huntley on the loop The article behind the loops, shared by mosesmichael.
  7. Internet-in-a-Box My pointer for offline community content.
  8. Meshtastic web flasher Chrome-based browsers only, per will.
  9. HeyWhatsThat Line-of-sight checking, from DB.
  10. Meshtastic solar garden-light hack Shared by will and by tk.
  11. MeshCore vs Meshtastic An explainer Joseph Holsten liked.
  12. Brooks, No Silver Bullet Badger's classic on complexity, dropped into AI Papers.

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