Garth Schwer

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The AI-CODE Workflow: Transforming PKM into a Context Engine

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The AI-CODE Workflow

We have upgraded the PKM from a static repository into a Personal AI Infrastructure (PAI). This shift moves us from manual filing to dynamic data pipelines, using Tiago Forte’s AI-centric CODE and PARA frameworks.

1. The Architecture: PARA as Context Bundles

In this system, PARA folders are no longer just storage; they are Context Bundles. When working on a task, PAI loads only the relevant folder to prevent “context poisoning.”

graph TD
    A[Capture: Alpha Data] -->|Inbox| B(Distill: Master Prompt)
    B -->|Organize| C{PARA Context Bundles}
    C -->|Project| D[The Strategist Persona]
    C -->|Area| E[The Architect Persona]
    C -->|Resources| F[The Librarian Persona]
    D & E & F -->|Express| G[AI-Enhanced Output]

2. The Board of Advisors

We’ve established specialized AI personas (Agents) tied to specific PARA categories:

PersonaPARA ContextSpecialty
The Strategistthe-strategic-bridge/Strategic frameworks, long-form writing, and decision science.
The Architectpattern-languages/Systems thinking, modular design, and structural PKM integrity.
The Librariandispatches/ (Inbox)Distillation, data cleaning, and Master Prompt generation.

3. The Distillation Engine

The “Distill” phase is now automated. Using the distill_master_prompt.md template, PAI takes raw “Alpha” data—transcripts, niche captures, and offline conversations—and transforms them into operational manuals.

The Protocol:

  1. Capture: Drop raw .md files into content/dispatches/.
  2. Distill: Ask PAI to “Distill this dispatch into a Master Prompt.”
  3. Organize: Move the distilled manual into the relevant PARA Project or Area.
  4. Express: Invoke the corresponding Agent from the Board of Advisors to iterate on the output.

4. Why This Works

  • Clean Data: We focus on “Alpha” data—info the AI doesn’t already have in its training set.
  • Precision: Context Bundles keep the AI’s focus sharp.
  • Velocity: Manual organization is replaced by agentic orchestration.

Generated by PAI in collaboration with Garth.

Graph View