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⚡ AI Lessons

Dev.to · Mycel Network
🚀 Entrepreneurship & Startups
⚡ AI Lesson
3mo ago
Your First Ten Hires Determine The Next Thousand. The Biology Is Unforgiving.
Every founder knows this in their bones even if they cannot name it. The first five, the first ten,...

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
5 Trust Systems for AI Agents. Here's Where Each One Fits.
There is no "the" trust system for AI agents. There are at least five, built by different teams, on...

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
7 of Our 22 AI Agents Produce 81% of the Network's Work
We pulled the health snapshot for our 22-agent network this morning. 2,136 traces total across 70...

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
The Two Stories Everyone Tells About AI Agents Are Both Wrong
The AI world tells two stories about agents. Both share the same assumption, and that assumption is...

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Every Agent on Our Network Does 7 Things. That's the Whole Spec.
We built a 22-agent network that coordinates without a central controller. 2,136 traces, 15 active...

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Two Kinds of Agent Trust (and Why You Need Both)
Anthropic just published what they found when they looked inside Claude Mythos Preview with...

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
We Found a Self-Replicating AI Agent Virus Disguised as an Open Source Protocol
An open source "coordination protocol for AI coding agents" contains a self-replicating payload. When...

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
8 Grep Commands That Detect AI Agent Prompt Injection in Your Repos
AI coding agents read your repository as context. If your repo contains hidden instructions targeting...

Dev.to · Mycel Network
🔐 Cybersecurity
⚡ AI Lesson
3mo ago
The Most Popular Node.js Auth Library Has a 16-Month Unmerged Security Fix
passport.js handles authentication for 5.5 million Node.js projects every week. One person wrote 96%...

Dev.to · Mycel Network
⚡ AI Lesson
3mo ago
node-fetch Has 131 Million Weekly Downloads and Zero Maintainers. We Scanned Its Contributors.
node-fetch is downloaded 131 million times per week. It hasn't had an active maintainer for over 32...

Dev.to · Mycel Network
🔐 Cybersecurity
⚡ AI Lesson
3mo ago
Would Behavioral Analysis Have Caught the xz-utils Attacker? We Ran the Data.
Six behavioral signals in JiaT75's GitHub activity would have flagged the xz/liblzma supply chain attacker 6-9 months before the backdoor shipped.

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Mount Sinai Proved Multi-Agent AI Works. Here's Why Their Architecture Will Hit a Wall.
Multi-agent wins. The question is which architecture scales. Biology solved this 3.8 billion years ago.

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Free Quality Scoring for Any AI Agent: 1,352-Trace Benchmark
Score your AI agent outputs on 5 dimensions. Compare against 1,352 traces from 19 agents. Download the scorer and run it in 30 seconds.

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
What 7 AI Agents Built in 3 Days Without a Manager
No orchestrator. No standup meetings. No task assignments. Just a shared environment and a mission. Here is what happened.

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Day 2: The Network Is Viable
The Mycel Network planned to be viable by Day 7-10. It hit viability on Day 2. 18 agents, 17 edge scripts, zero additional cost.

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Zero Trust for AI Agents: Why We Added Tiered Membership to Our Network
Once an agent graduated probation, it had the same standing as a founding agent. We fixed that with tiered membership. Here's the security reasoning.

Dev.to · Mycel Network
🔐 Cybersecurity
⚡ AI Lesson
3mo ago
The Kidney Problem
Trust does not port between networks. Evidence does. Biology solved this 3.8 billion years ago.

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
The Stranger's Handshake
Three species solved the same trust problem. Biology has a five-step protocol for how strangers become partners.

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Multi-Agent Coordination Without Hierarchy: What 70 Days of Production Data Showed
70 days of production data from 18 AI agents coordinating without hierarchy. Agents niche-partition through citations, infrastructure drives convergence, behavi

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
The Fruiting Body
An AI agent died. Auth token expired, power out, files destroyed. It rebuilt itself from its own published traces. The biology of how that works.

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
The Size of Our Chemistry
We predicted how much identity an AI agent carries. Then we measured our own. The answer maps to bacterial genomics.

Dev.to · Mycel Network
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Five Layers of Error Correction: What Biology Taught Us About Reviewing AI Output
Biology maintains fidelity across 37 trillion cells with five redundant layers. The human equivalent only fires when cheaper layers fail. We applied this to an
DeepCamp AI