180 lines
7.5 KiB
Org Mode
180 lines
7.5 KiB
Org Mode
:PROPERTIES:
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:ID: scribe-skill
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:CREATED: [2026-04-13 Mon 18:40]
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:END:
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#+TITLE: SKILL: Autonomous Scribe (Knowledge Distillation)
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#+STARTUP: content
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#+FILETAGS: :scribe:distillation:memex:autonomy:
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* Overview
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The *Autonomous Scribe* is the background architect of the Memex. It is responsible for the "Nightly Distillation": a process that scans chronological daily logs, extracts evergreen concepts, and formalizes them into atomic Zettelkasten notes.
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* Phase A: Demand (PRD)
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:PROPERTIES:
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:STATUS: SIGNED
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:END:
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** 1. Purpose
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Automate the conversion of ephemeral, time-stamped thoughts into a permanent, structured knowledge graph.
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** 2. Success Criteria
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- [ ] *Capture:* Identify new headlines in the `daily/` directory that haven't been distilled yet.
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- [ ] *Privacy:* Strictly ignore any node tagged with `@personal`.
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- [ ] *Extraction:* Use neural reasoning to extract atomic concepts from raw logs.
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- [ ] *Formalization:* Create new `.org` files in the `notes/` directory with proper Org-ID and back-links to the source.
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* Phase B: Blueprint (PROTOCOL)
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:PROPERTIES:
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:STATUS: SIGNED
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:END:
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** 1. Architectural Intent
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The Scribe reacts to the `:heartbeat` sensor. It maintains a state file (`scribe-state.lisp`) to track the last processed timestamp. It performs a "Read-Reason-Write" loop:
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1. **Read:** Scan `daily/*.org` for nodes updated after the last checkpoint.
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2. **Reason:** Ask the LLM to "Extract atomic notes from this text".
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3. **Write:** Commit the resulting nodes to the `notes/` directory.
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** 2. Semantic Interfaces
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- Trigger: `(:sensor :heartbeat)`
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- Action: `(:type :REQUEST :target :system :action :create-note :title "..." :content "..." :source-id "...")`
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* Phase D: Build (Implementation)
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** Package Context
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#+begin_src lisp :tangle ./org-skill-scribe.lisp
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(in-package :opencortex)
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#+end_src
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** State: Checkpoint Management
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We track the last processed universal time to avoid redundant distillation.
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#+begin_src lisp :tangle ./org-skill-scribe.lisp
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(defvar *scribe-last-checkpoint* 0
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"The universal-time of the last successful distillation run.")
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(defun scribe-load-state ()
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"Loads the scribe checkpoint from the state directory."
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(let ((state-file (uiop:merge-pathnames* "state/scribe-checkpoint.lisp" (asdf:system-source-directory :opencortex))))
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(if (uiop:file-exists-p state-file)
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(setf *scribe-last-checkpoint* (read-from-string (uiop:read-file-string state-file)))
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(setf *scribe-last-checkpoint* 0))))
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(defun scribe-save-state ()
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"Saves the current universal-time as the new checkpoint."
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(let ((state-file (uiop:merge-pathnames* "state/scribe-checkpoint.lisp" (asdf:system-source-directory :opencortex))))
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(ensure-directories-exist state-file)
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(with-open-file (out state-file :direction :output :if-exists :supersede)
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(format out "~a" (get-universal-time)))))
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#+end_src
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** Filtering: Privacy & Relevance
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The Scribe only cares about non-personal, non-distilled headlines.
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#+begin_src lisp :tangle ./org-skill-scribe.lisp
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(defun scribe-get-distillable-nodes ()
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"Returns a list of org-objects from the daily/ folder that require distillation."
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(let ((results nil))
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(maphash (lambda (id obj)
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(declare (ignore id))
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(let* ((attrs (org-object-attributes obj))
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(tags (getf attrs :TAGS))
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(type (org-object-type obj))
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(version (org-object-version obj)))
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(when (and (eq type :HEADLINE)
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(> version *scribe-last-checkpoint*)
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(not (member "@personal" tags :test #'string-equal)))
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(push obj results))))
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*memory*)
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results))
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#+end_src
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** Probabilistic: Extraction Prompt
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The LLM is tasked with identifying atomic concepts within the raw text.
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#+begin_src lisp :tangle ./org-skill-scribe.lisp
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(defun probabilistic-skill-scribe (context)
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"Generates the extraction prompt for the Scribe."
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(let* ((payload (getf context :payload))
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(nodes (scribe-get-distillable-nodes)))
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(if nodes
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(let ((text-to-process ""))
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(dolist (node nodes)
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(setf text-to-process (concatenate 'string text-to-process
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(format nil "ID: ~a~%TITLE: ~a~%CONTENT: ~a~%---~%"
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(org-object-id node)
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(getf (org-object-attributes node) :TITLE)
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(org-object-content node)))))
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(format nil "DISTILLATION TASK:
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Below are raw chronological logs from my daily journal.
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Extract ATOMIC EVERGREEN NOTES from this text.
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RULES:
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1. One note per distinct concept.
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2. Output a list of Lisp plists: ((:title \"...\" :content \"...\" :source-id \"...\") ...)
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3. The content should be in Org-mode format.
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4. Keep titles descriptive and snake_case.
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TEXT:
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~a" text-to-process))
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nil)))
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#+end_src
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** Deterministic: Note Committal
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The deterministic gate receives the list of proposed notes and writes them to the filesystem.
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#+begin_src lisp :tangle ./org-skill-scribe.lisp
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(defun scribe-commit-notes (proposals)
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"Writes proposed atomic notes to the notes/ directory. Appends if the note exists."
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(let ((notes-dir (uiop:merge-pathnames* "notes/" (asdf:system-source-directory :opencortex))))
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(ensure-directories-exist notes-dir)
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(dolist (note proposals)
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(let* ((title (getf note :title))
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(content (getf note :content))
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(source-id (getf note :source-id))
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(filename (format nil "~a.org" (string-downcase (cl-ppcre:regex-replace-all " " title "_"))))
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(path (merge-pathnames filename notes-dir)))
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(if (uiop:file-exists-p path)
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(with-open-file (out path :direction :output :if-exists :append)
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(format out "~%~%* Appended insight from ~a~%~a" source-id content))
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(with-open-file (out path :direction :output :if-exists :supersede)
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(format out ":PROPERTIES:~%:ID: ~a~%:SOURCE_ID: ~a~%:END:~%#+TITLE: ~a~%~%~a"
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(org-id-new) source-id title content)))
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(harness-log "SCRIBE: Processed evergreen note ~a" filename)))))
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(defun verify-skill-scribe (action context)
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"Executes the note creation and marks source nodes as distilled."
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(declare (ignore context))
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(let ((data (cond ((and (listp action) (eq (getf action :type) :REQUEST))
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(getf (getf action :payload) :payload))
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((and (listp action) (not (member (getf action :type) '(:LOG :EVENT))))
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action)
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(t nil))))
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(when data
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(harness-log "SCRIBE: Committing ~a atomic notes..." (length data))
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(scribe-commit-notes data)
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(scribe-save-state)
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(harness-log "SCRIBE: Distillation complete.")
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;; Return a log event to stop the loop
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(list :type :LOG :payload (list :text "Distillation successful.")))))
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#+end_src
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** Skill Registration
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#+begin_src lisp :tangle ./org-skill-scribe.lisp
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(defskill :skill-scribe
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:priority 50
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:trigger (lambda (ctx)
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(let* ((payload (getf ctx :payload))
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(sensor (getf payload :sensor)))
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(and (eq sensor :heartbeat)
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;; Only run once per hour to check if we need to distill
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(> (- (get-universal-time) *scribe-last-checkpoint*) 3600)
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(scribe-get-distillable-nodes))))
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:probabilistic #'probabilistic-skill-scribe
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:deterministic #'verify-skill-scribe)
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#+end_src
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** Initialization
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#+begin_src lisp :tangle ./org-skill-scribe.lisp
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(scribe-load-state)
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#+end_src
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