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Vibe Code Academy
Comparison Matrix

Principle Comparison

Compare how different speakers approach the same concepts. Select a topic to see various expert perspectives.

Quick Comparison Matrix

Click any dot to jump to that speaker's approach for the selected concept.

Legend
Agent Architecture
Debugging Approach
Model Selection
Context Management
Automation Philosophy
Testing Strategy
Creative Philosophy
Learning Approach
Human-AI Collaboration
Prompting Strategy
Tool Integration
SpeakerAgent Architecture(viewing)Debugging ApproachModel SelectionContext ManagementAutomation PhilosophyTesting StrategyCreative PhilosophyLearning ApproachHuman-AI CollaborationPrompting StrategyTool Integration
DS
Dan Shipper
BT
Ben Tossell
AM
Ashe Magalhaes
RC
Ryan Carson
NQ
Natalia Quintero
KP
Katie Parrott
NE
Nat Eliason
TH
Tina He
PD
Paula Dozsa
CH
CJ Hess
LK
Logan Kilpatrick
GL
Geoffrey Litt
KR
Kevin Rose
TS
Thariq Shihipar
NN
Naveen Naidu
YP
Yash Poojary
BB
Brooker Belcourt

Detailed Approaches

Explore how different builders approach each concept

How different builders structure their AI agents and orchestration systems

DS

Dan Shipper

CEO & Co-founder, Every

Agent-native design with parity principle. Codebases should be structured for AI comprehension with granular, skill-based organization. Each component should have clear boundaries that both humans and AI can navigate.

"Design your codebase with parity—the same mental model for humans and AI."

View Agent-Native Architecture
NE

Nat Eliason

Author & Founder, Independent

Multi-model orchestration using Opus as the brain and Codex for execution. A persistent Mac Mini runs Clawdbot 24/7, coordinating tasks via Telegram and managing long-running workflows across multiple projects.

"Use the right model for the right job—Opus thinks, Codex executes."

View Clawdbot 24/7 Agent
RC

Ryan Carson

Founder, Untangle

Ralph Loop with structured JSON files for task tracking. The system reads tasks, executes them autonomously, marks completion, and continues until all work is done. Progress is tracked in external files.

"Let the AI work through a task list while you sleep."

View Ralph Loop (Task JSON Loop)
AM

Ashe Magalhaes

Founder, Harf

Personal AI suite with a central hub architecture. One coordinator manages multiple specialized agent contexts (coding, writing, research), with Slack integration for seamless communication across domains.

View Ash's Personal AI Suite
GL

Geoffrey Litt

Engineer, Notion

Notion as a Kanban board for Claude Code tasks. Use existing productivity tools as the orchestration layer, with agents reading from and writing to shared databases. Bridges between external agents and app-native agents.

"It's definitely not going to be like each app has its own agent and they don't talk to each other."

CH

CJ Hess

Engineer, 10X

MCP-based architecture that teaches Claude every framework. Build Model Context Protocol servers that provide agents with up-to-date documentation and tooling knowledge on demand.