March 5, 2026 • 6 min read
A look back at an early 2024 project that used multi-agent workflows before agent systems became mainstream.
The Vision Before the Hype
In early 2024, before the current wave of agent frameworks, Mr. Anderson showed a simple but powerful idea: multiple AI agents with distinct personas, connected in a structured workflow, debating and reasoning together.
The demo topic was playful (cookie baking), but the architecture was serious and surprisingly modern.
What Mr. Anderson Actually Does
- Multi-agent orchestration: Separate agents (Traditional Baker, Innovative Baker, Moderator) each get a distinct system prompt.
- Context passing: Each step can reference prior outputs with placeholders like {{previousStep}}.
- Structured reasoning: The flow is explicit: openings, rebuttals, conclusion.
- Judge pattern: A moderator evaluates both sides after seeing the full transcript.
Cookie Debate Flow
The workflow runs in sequence:
- Traditional baker opening
- Innovative baker opening
- Traditional rebuttal
- Innovative rebuttal
- Moderator conclusion
Each later step can consume prior arguments, which creates continuity and role-consistent responses.
Why This Was Ahead of Its Time
Back then, this pattern was still niche. The project demonstrated principles now common in agent systems:
- Specialized personas produce better coverage than one general assistant.
- Explicit workflow graphs beat chaotic back-and-forth.
- Simple state + templating can coordinate surprisingly complex behavior.
- A final evaluator/critic agent improves outcome quality.
What Still Holds Up in 2026
Even with modern frameworks, the same fundamentals still matter:
- Clear roles
- Structured handoffs
- Shared context
- A final adjudicator when decisions matter
Frameworks add tooling and scale, but this project had the core pattern early.
The Bottom Line
Mr. Anderson was more than a fun cookie argument. It was an early proof that AI agents could collaborate in a controlled workflow and produce higher-quality results than a single prompt-response loop.
Sometimes the prototype is ahead of the market.