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memex/notes/org-skill-scribe.org

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:PROPERTIES:
:ID: 0e849660-4a5c-4364-93be-abec161a5468
:CREATED: [2026-03-30 Mon 21:16]
:EDITED: [2026-04-07 Tue 13:42]
:END:
#+TITLE: SKILL: Scribe Agent (Universal Literate Note)
#+STARTUP: content
#+FILETAGS: :scribe:distillation:psf:audit:
* Overview
The *Scribe Agent* is the primary custodian of the Institutional Memory. It distills ephemeral daily thoughts into atomic notes, enriches the knowledge graph via Karpathy-style synthesis, and audits foundry projects.
* Phase A: Demand (PRD)
:PROPERTIES:
:STATUS: FROZEN
:END:
** 1. Purpose
Define automated distillation, enrichment, and auditing behaviors.
** 2. User Needs
- *Knowledge Distillation:* Weekly scan of ~daily/~ files to extract evergreen concepts.
- *Privacy Mandate:* NEVER process subtrees with the ~@personal~ tag. (LLM exclusion).
- *Content Enrichment (Karpathy Method):*
1. Cross-linking to existing notes.
2. Merging redundant concepts.
3. Splitting bloated notes.
4. Deciding on further self-learning (deep or adjacent).
5. Generating project ideas from insights.
- *Archive Preservation:* Never delete originals from ~daily/~.
** 3. Success Criteria
*** TODO Successful distillation of a week's worth of dailies.
*** TODO Automated link suggestion between new and old notes.
*** TODO Project idea generation verified by user.
* Phase B: Blueprint (PROTOCOL)
:PROPERTIES:
:STATUS: SIGNED
:END:
** 1. Architectural Intent
Uses a weekly heartbeat trigger. Employs a "Compiler" approach: System 1 (Neuro) generates synthesis proposals, System 2 (Symbolic) verifies file-system safety and tag constraints.
** 2. Semantic Interfaces
#+begin_src lisp
(defun scribe-distill-weekly ()
"Main entry point for weekly knowledge synthesis.")
(defun scribe-enrich-concept (note-id)
"Triggers neural analysis for linking and project ideas.")
#+end_src
* Phase D: Build (Implementation)
** Git-based Change Detection
#+begin_src lisp :tangle ../projects/org-skill-scribe/src/scribe-engine.lisp
(defun scribe-get-changed-dailies ()
"Returns list of daily files modified in the last 7 days via git."
(uiop:run-program (list "git" "log" "--since='1 week ago'" "--name-only" "--pretty=format:" "--" "daily/") :output :lines))
#+end_src
** Pre-Filtering (The Privacy Wall)
#+begin_src lisp :tangle ../projects/org-skill-scribe/src/scribe-engine.lisp
(defun scribe-filter-personal (org-ast-node)
"Recursively strips out any headline or content tagged with @personal.
This runs strictly in System 2 BEFORE any data is passed to System 1."
(let ((tags (getf (org-agent:org-object-attributes org-ast-node) :TAGS)))
(when (not (member "@personal" tags :test #'string=))
org-ast-node)))
#+end_src
** Karpathy-Style Synthesis
#+begin_src lisp :tangle ../projects/org-skill-scribe/src/scribe-engine.lisp
(defun neuro-skill-scribe-enrich (context)
"Neural stage for high-entropy knowledge synthesis.
Assumes 'context' has already passed through scribe-filter-personal."
(let* ((content (getf context :content))
(existing-notes "")) ; Skeletal: would call atomic-notes-scan
(ask-neuro content :system-prompt
(format nil "You are the PSF Scribe. Your goal is to ENRICH this concept.
RULES:
1. CROSS-LINK: Suggest links to existing notes.
2. MERGE/SPLIT: Identify if this should be combined with another or broken down.
3. SELF-LEARNING: Suggest a 'Path to Mastery' (deeper or adjacent).
4. PROJECTS: Suggest a PSF-style project based on this.
5. NO FILLER: Return a Lisp plist."))))
(defun trigger-skill-scribe (context)
"Triggers on delegation to :scribe or :distill."
(let ((payload (getf context :payload)))
(and (eq (getf context :type) :EVENT)
(eq (getf payload :sensor) :delegation)
(member (getf payload :target-skill) '(:scribe :distill)))))
#+end_src
* Registration
#+begin_src lisp
(defskill :skill-scribe
:priority 60
:trigger #'trigger-skill-scribe
:neuro #'neuro-skill-scribe-enrich
:symbolic #'scribe-get-changed-dailies)
#+end_src